From b7260b2eafef347ff6631443b30a583531e6816a Mon Sep 17 00:00:00 2001
From: openhands <openhands@all-hands.dev>
Date: Fri, 13 Feb 2026 18:22:03 +0000
Subject: [PATCH] chore: analysis tooling, research artifacts, and code quality

- Analysis: parameter sweep scripts, adversarial testing, 2D frontier maps
- Research: KRAIKEN_RESEARCH_REPORT, SECURITY_REVIEW, STORAGE_LAYOUT
- FuzzingBase: consolidated fuzzing helper, BackgroundLP simulation
- Sweep results: CSV data for full 4D sweep (1050 combos), bull-bear,
  AS sweep, VWAP fix validation
- Code quality: .gitignore for fuzz CSVs, gas snapshot, updated docs
- Remove dead analysis helpers (CSVHelper, CSVManager, ScenarioRecorder)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 onchain/.claude-code-supervisor.yml           |    6 +
 onchain/.claude/hooks/supervisor/lib.sh       |  139 ++
 onchain/.claude/hooks/supervisor/on-error.sh  |   40 +
 onchain/.claude/hooks/supervisor/on-notify.sh |   44 +
 onchain/.claude/hooks/supervisor/on-stop.sh   |   71 +
 onchain/.claude/hooks/supervisor/triage.sh    |   72 +
 onchain/.claude/settings.json                 |   37 +
 onchain/.gas-snapshot                         |    3 +
 onchain/.gitignore                            |    2 +
 onchain/AGENTS.md                             |  110 +-
 onchain/README.md                             |   21 +-
 onchain/analysis/2D_FRONTIER_LOG.md           |   35 +
 onchain/analysis/2d-frontier-results.csv      |   30 +
 onchain/analysis/AS_SWEEP_LOG.md              |   32 +
 onchain/analysis/BullBearSweep.s.sol          |  216 +++
 onchain/analysis/FUZZING_LOG.md               | 1447 +++++++++++++++++
 onchain/analysis/KRAIKEN_RESEARCH_REPORT.md   |  414 +++++
 onchain/analysis/PARAMETER_SEARCH_RESULTS.md  |  654 ++++----
 onchain/analysis/ParameterSweepFuzzing.s.sol  |  198 +--
 onchain/analysis/README.md                    |  248 +--
 onchain/analysis/SECURITY_REVIEW.md           |  225 +++
 onchain/analysis/STORAGE_LAYOUT.md            |  101 ++
 onchain/analysis/ScarcityDiagnostic.s.sol     |  191 +++
 onchain/analysis/StreamlinedFuzzing.s.sol     |  524 +++---
 onchain/analysis/V3_FUZZING_LOG.md            |   21 +
 onchain/analysis/V3_STEP_LOG.md               |   31 +
 .../archive-200runs/fuzz-0GSK-000.csv         |  111 ++
 .../archive-200runs/fuzz-0GSK-001.csv         |  110 ++
 .../archive-200runs/fuzz-0GSK-002.csv         |  109 ++
 .../archive-200runs/fuzz-0GSK-003.csv         |  110 ++
 .../archive-200runs/fuzz-0GSK-004.csv         |  113 ++
 .../archive-200runs/fuzz-0GSK-005.csv         |  108 ++
 .../archive-200runs/fuzz-0GSK-006.csv         |  109 ++
 .../archive-200runs/fuzz-0GSK-007.csv         |  109 ++
 .../archive-200runs/fuzz-0GSK-008.csv         |  108 ++
 .../archive-200runs/fuzz-0GSK-009.csv         |  110 ++
 .../archive-200runs/fuzz-0GSK-010.csv         |  114 ++
 .../archive-200runs/fuzz-0GSK-011.csv         |  111 ++
 .../archive-200runs/fuzz-0GSK-012.csv         |  110 ++
 .../archive-200runs/fuzz-0GSK-013.csv         |  112 ++
 .../archive-200runs/fuzz-0GSK-014.csv         |  113 ++
 .../archive-200runs/fuzz-0GSK-015.csv         |  113 ++
 .../archive-200runs/fuzz-0GSK-016.csv         |  113 ++
 .../archive-200runs/fuzz-0GSK-017.csv         |  117 ++
 .../archive-200runs/fuzz-0GSK-018.csv         |  110 ++
 .../archive-200runs/fuzz-0GSK-019.csv         |  111 ++
 .../archive-200runs/fuzz-1F0J-000.csv         |  111 ++
 .../archive-200runs/fuzz-1F0J-001.csv         |  111 ++
 .../archive-200runs/fuzz-1F0J-002.csv         |  107 ++
 .../archive-200runs/fuzz-1F0J-003.csv         |  109 ++
 .../archive-200runs/fuzz-1F0J-004.csv         |  110 ++
 .../archive-200runs/fuzz-1F0J-005.csv         |  111 ++
 .../archive-200runs/fuzz-1F0J-006.csv         |  110 ++
 .../archive-200runs/fuzz-1F0J-007.csv         |  112 ++
 .../archive-200runs/fuzz-1F0J-008.csv         |  110 ++
 .../archive-200runs/fuzz-1F0J-009.csv         |  112 ++
 .../archive-200runs/fuzz-1F0J-010.csv         |  110 ++
 .../archive-200runs/fuzz-1F0J-011.csv         |  114 ++
 .../archive-200runs/fuzz-1F0J-012.csv         |  115 ++
 .../archive-200runs/fuzz-1F0J-013.csv         |  112 ++
 .../archive-200runs/fuzz-1F0J-014.csv         |  111 ++
 .../archive-200runs/fuzz-1F0J-015.csv         |  110 ++
 .../archive-200runs/fuzz-1F0J-016.csv         |  113 ++
 .../archive-200runs/fuzz-1F0J-017.csv         |  110 ++
 .../archive-200runs/fuzz-1F0J-018.csv         |  109 ++
 .../archive-200runs/fuzz-1F0J-019.csv         |  110 ++
 .../archive-200runs/fuzz-3AIQ-000.csv         |  110 ++
 .../archive-200runs/fuzz-3AIQ-001.csv         |  108 ++
 .../archive-200runs/fuzz-3AIQ-002.csv         |  114 ++
 .../archive-200runs/fuzz-3AIQ-003.csv         |  111 ++
 .../archive-200runs/fuzz-3AIQ-004.csv         |  113 ++
 .../archive-200runs/fuzz-3AIQ-005.csv         |  111 ++
 .../archive-200runs/fuzz-3AIQ-006.csv         |  111 ++
 .../archive-200runs/fuzz-3AIQ-007.csv         |  110 ++
 .../archive-200runs/fuzz-3AIQ-008.csv         |  115 ++
 .../archive-200runs/fuzz-3AIQ-009.csv         |  111 ++
 .../archive-200runs/fuzz-3AIQ-010.csv         |  109 ++
 .../archive-200runs/fuzz-3AIQ-011.csv         |  109 ++
 .../archive-200runs/fuzz-3AIQ-012.csv         |  112 ++
 .../archive-200runs/fuzz-3AIQ-013.csv         |  109 ++
 .../archive-200runs/fuzz-3AIQ-014.csv         |  110 ++
 .../archive-200runs/fuzz-3AIQ-015.csv         |  114 ++
 .../archive-200runs/fuzz-3AIQ-016.csv         |  110 ++
 .../archive-200runs/fuzz-3AIQ-017.csv         |  112 ++
 .../archive-200runs/fuzz-3AIQ-018.csv         |  113 ++
 .../archive-200runs/fuzz-3AIQ-019.csv         |  113 ++
 .../archive-200runs/fuzz-4ZQF-000.csv         |  111 ++
 .../archive-200runs/fuzz-4ZQF-001.csv         |  109 ++
 .../archive-200runs/fuzz-4ZQF-002.csv         |  114 ++
 .../archive-200runs/fuzz-4ZQF-003.csv         |  113 ++
 .../archive-200runs/fuzz-4ZQF-004.csv         |  113 ++
 .../archive-200runs/fuzz-4ZQF-005.csv         |  113 ++
 .../archive-200runs/fuzz-4ZQF-006.csv         |  107 ++
 .../archive-200runs/fuzz-4ZQF-007.csv         |  113 ++
 .../archive-200runs/fuzz-4ZQF-008.csv         |  110 ++
 .../archive-200runs/fuzz-4ZQF-009.csv         |  111 ++
 .../archive-200runs/fuzz-4ZQF-010.csv         |  114 ++
 .../archive-200runs/fuzz-4ZQF-011.csv         |  109 ++
 .../archive-200runs/fuzz-4ZQF-012.csv         |  107 ++
 .../archive-200runs/fuzz-4ZQF-013.csv         |  109 ++
 .../archive-200runs/fuzz-4ZQF-014.csv         |  112 ++
 .../archive-200runs/fuzz-4ZQF-015.csv         |  114 ++
 .../archive-200runs/fuzz-4ZQF-016.csv         |  112 ++
 .../archive-200runs/fuzz-4ZQF-017.csv         |  111 ++
 .../archive-200runs/fuzz-4ZQF-018.csv         |  109 ++
 .../archive-200runs/fuzz-4ZQF-019.csv         |  108 ++
 .../archive-200runs/fuzz-5TUS-000.csv         |  112 ++
 .../archive-200runs/fuzz-5TUS-001.csv         |  113 ++
 .../archive-200runs/fuzz-5TUS-002.csv         |  112 ++
 .../archive-200runs/fuzz-5TUS-003.csv         |  111 ++
 .../archive-200runs/fuzz-5TUS-004.csv         |  114 ++
 .../archive-200runs/fuzz-5TUS-005.csv         |  111 ++
 .../archive-200runs/fuzz-5TUS-006.csv         |  108 ++
 .../archive-200runs/fuzz-5TUS-007.csv         |  108 ++
 .../archive-200runs/fuzz-5TUS-008.csv         |  114 ++
 .../archive-200runs/fuzz-5TUS-009.csv         |  110 ++
 .../archive-200runs/fuzz-5TUS-010.csv         |  112 ++
 .../archive-200runs/fuzz-5TUS-011.csv         |  116 ++
 .../archive-200runs/fuzz-5TUS-012.csv         |  108 ++
 .../archive-200runs/fuzz-5TUS-013.csv         |  110 ++
 .../archive-200runs/fuzz-5TUS-014.csv         |  112 ++
 .../archive-200runs/fuzz-5TUS-015.csv         |  112 ++
 .../archive-200runs/fuzz-5TUS-016.csv         |  113 ++
 .../archive-200runs/fuzz-5TUS-017.csv         |  113 ++
 .../archive-200runs/fuzz-5TUS-018.csv         |  111 ++
 .../archive-200runs/fuzz-5TUS-019.csv         |  108 ++
 .../archive-200runs/fuzz-E3QF-000.csv         |  113 ++
 .../archive-200runs/fuzz-E3QF-001.csv         |  110 ++
 .../archive-200runs/fuzz-E3QF-002.csv         |  110 ++
 .../archive-200runs/fuzz-E3QF-003.csv         |  111 ++
 .../archive-200runs/fuzz-E3QF-004.csv         |  110 ++
 .../archive-200runs/fuzz-E3QF-005.csv         |  106 ++
 .../archive-200runs/fuzz-E3QF-006.csv         |  112 ++
 .../archive-200runs/fuzz-E3QF-007.csv         |  109 ++
 .../archive-200runs/fuzz-E3QF-008.csv         |  110 ++
 .../archive-200runs/fuzz-E3QF-009.csv         |  112 ++
 .../archive-200runs/fuzz-E3QF-010.csv         |  109 ++
 .../archive-200runs/fuzz-E3QF-011.csv         |  113 ++
 .../archive-200runs/fuzz-E3QF-012.csv         |  113 ++
 .../archive-200runs/fuzz-E3QF-013.csv         |  111 ++
 .../archive-200runs/fuzz-E3QF-014.csv         |  114 ++
 .../archive-200runs/fuzz-E3QF-015.csv         |  112 ++
 .../archive-200runs/fuzz-E3QF-016.csv         |  110 ++
 .../archive-200runs/fuzz-E3QF-017.csv         |  112 ++
 .../archive-200runs/fuzz-E3QF-018.csv         |  111 ++
 .../archive-200runs/fuzz-E3QF-019.csv         |  112 ++
 .../archive-200runs/fuzz-L4Q2-000.csv         |  109 ++
 .../archive-200runs/fuzz-L4Q2-001.csv         |  112 ++
 .../archive-200runs/fuzz-L4Q2-002.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-003.csv         |  113 ++
 .../archive-200runs/fuzz-L4Q2-004.csv         |  110 ++
 .../archive-200runs/fuzz-L4Q2-005.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-006.csv         |  112 ++
 .../archive-200runs/fuzz-L4Q2-007.csv         |  112 ++
 .../archive-200runs/fuzz-L4Q2-008.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-009.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-010.csv         |  110 ++
 .../archive-200runs/fuzz-L4Q2-011.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-012.csv         |  115 ++
 .../archive-200runs/fuzz-L4Q2-013.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-014.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-015.csv         |  110 ++
 .../archive-200runs/fuzz-L4Q2-016.csv         |  107 ++
 .../archive-200runs/fuzz-L4Q2-017.csv         |  110 ++
 .../archive-200runs/fuzz-L4Q2-018.csv         |  111 ++
 .../archive-200runs/fuzz-L4Q2-019.csv         |  112 ++
 .../archive-200runs/fuzz-NH9P-000.csv         |  113 ++
 .../archive-200runs/fuzz-NH9P-001.csv         |  110 ++
 .../archive-200runs/fuzz-NH9P-002.csv         |  113 ++
 .../archive-200runs/fuzz-NH9P-003.csv         |  110 ++
 .../archive-200runs/fuzz-NH9P-004.csv         |  110 ++
 .../archive-200runs/fuzz-NH9P-005.csv         |  111 ++
 .../archive-200runs/fuzz-NH9P-006.csv         |  111 ++
 .../archive-200runs/fuzz-NH9P-007.csv         |  116 ++
 .../archive-200runs/fuzz-NH9P-008.csv         |  112 ++
 .../archive-200runs/fuzz-NH9P-009.csv         |  111 ++
 .../archive-200runs/fuzz-NH9P-010.csv         |  114 ++
 .../archive-200runs/fuzz-NH9P-011.csv         |  111 ++
 .../archive-200runs/fuzz-NH9P-012.csv         |  113 ++
 .../archive-200runs/fuzz-NH9P-013.csv         |  111 ++
 .../archive-200runs/fuzz-NH9P-014.csv         |  111 ++
 .../archive-200runs/fuzz-NH9P-015.csv         |  111 ++
 .../archive-200runs/fuzz-NH9P-016.csv         |  108 ++
 .../archive-200runs/fuzz-NH9P-017.csv         |  109 ++
 .../archive-200runs/fuzz-NH9P-018.csv         |  114 ++
 .../archive-200runs/fuzz-NH9P-019.csv         |  109 ++
 .../archive-200runs/fuzz-UCCA-000.csv         |  112 ++
 .../archive-200runs/fuzz-UCCA-001.csv         |  112 ++
 .../archive-200runs/fuzz-UCCA-002.csv         |  110 ++
 .../archive-200runs/fuzz-UCCA-003.csv         |  112 ++
 .../archive-200runs/fuzz-UCCA-004.csv         |  109 ++
 .../archive-200runs/fuzz-UCCA-005.csv         |  108 ++
 .../archive-200runs/fuzz-UCCA-006.csv         |  115 ++
 .../archive-200runs/fuzz-UCCA-007.csv         |  115 ++
 .../archive-200runs/fuzz-UCCA-008.csv         |  110 ++
 .../archive-200runs/fuzz-UCCA-009.csv         |  112 ++
 .../archive-200runs/fuzz-UCCA-010.csv         |  113 ++
 .../archive-200runs/fuzz-UCCA-011.csv         |  110 ++
 .../archive-200runs/fuzz-UCCA-012.csv         |  109 ++
 .../archive-200runs/fuzz-UCCA-013.csv         |  108 ++
 .../archive-200runs/fuzz-UCCA-014.csv         |  113 ++
 .../archive-200runs/fuzz-UCCA-015.csv         |  110 ++
 .../archive-200runs/fuzz-UCCA-016.csv         |  114 ++
 .../archive-200runs/fuzz-UCCA-017.csv         |  110 ++
 .../archive-200runs/fuzz-UCCA-018.csv         |  108 ++
 .../archive-200runs/fuzz-UCCA-019.csv         |  115 ++
 .../archive-200runs/fuzz-XEFO-000.csv         |  112 ++
 .../archive-200runs/fuzz-XEFO-001.csv         |  110 ++
 .../archive-200runs/fuzz-XEFO-002.csv         |  107 ++
 .../archive-200runs/fuzz-XEFO-003.csv         |  109 ++
 .../archive-200runs/fuzz-XEFO-004.csv         |  114 ++
 .../archive-200runs/fuzz-XEFO-005.csv         |  112 ++
 .../archive-200runs/fuzz-XEFO-006.csv         |  111 ++
 .../archive-200runs/fuzz-XEFO-007.csv         |  112 ++
 .../archive-200runs/fuzz-XEFO-008.csv         |  109 ++
 .../archive-200runs/fuzz-XEFO-009.csv         |  113 ++
 .../archive-200runs/fuzz-XEFO-010.csv         |  115 ++
 .../archive-200runs/fuzz-XEFO-011.csv         |  108 ++
 .../archive-200runs/fuzz-XEFO-012.csv         |  111 ++
 .../archive-200runs/fuzz-XEFO-013.csv         |  112 ++
 .../archive-200runs/fuzz-XEFO-014.csv         |  113 ++
 .../archive-200runs/fuzz-XEFO-015.csv         |  108 ++
 .../archive-200runs/fuzz-XEFO-016.csv         |  113 ++
 .../archive-200runs/fuzz-XEFO-017.csv         |  114 ++
 .../archive-200runs/fuzz-XEFO-018.csv         |  111 ++
 .../archive-200runs/fuzz-XEFO-019.csv         |  114 ++
 onchain/analysis/distill_archetypes.py        |  240 +++
 onchain/analysis/distill_deep.py              |  227 +++
 onchain/analysis/helpers/BackgroundLP.sol     |  144 ++
 onchain/analysis/helpers/CSVHelper.sol        |   35 -
 onchain/analysis/helpers/CSVManager.sol       |   51 -
 onchain/analysis/helpers/FuzzingBase.sol      |  433 +++++
 onchain/analysis/helpers/ScenarioRecorder.sol |  241 ---
 onchain/analysis/run-2d-frontier.sh           |  131 ++
 onchain/analysis/run-adversarial.sh           |  147 ++
 onchain/analysis/run-as-sweep.sh              |  146 ++
 onchain/analysis/run-bglp-fee-test.sh         |  109 ++
 onchain/analysis/run-bullbear-sweep.sh        |  126 ++
 onchain/analysis/run-deep-search.sh           |  185 +++
 onchain/analysis/run-fuzzing.sh               |  188 ++-
 onchain/analysis/run-v3-adversarial.sh        |  275 ++++
 onchain/analysis/run-v3-step-test.sh          |  129 ++
 onchain/analysis/scan-final.py                |  227 +++
 onchain/analysis/sweep-BULLBEAR-summary.csv   |   28 +
 onchain/analysis/sweep-CAPPED-summary.csv     |   30 +
 onchain/analysis/sweep-DIAG-summary.csv       |    2 +
 onchain/analysis/sweep-FIXED-summary.csv      |   28 +
 onchain/analysis/sweep-FIXED2-summary.csv     |   28 +
 onchain/analysis/sweep-FOCUSED-summary.csv    |   43 +
 onchain/analysis/sweep-FULL-4D-summary.csv    | 1051 ++++++++++++
 onchain/analysis/sweep-FULL-summary.csv       |  362 ++---
 onchain/analysis/sweep-NOCLAMP-summary.csv    |   19 +
 onchain/analysis/sweep-TEST-summary.csv       |    3 +
 onchain/analysis/sweep-UNCAPPED-summary.csv   |   37 +
 onchain/analysis/sweep-VOLATILITY-summary.csv |   37 +
 onchain/analysis/sweep-VWAPFIX-summary.csv    |   10 +
 256 files changed, 30276 insertions(+), 1579 deletions(-)
 create mode 100644 onchain/.claude-code-supervisor.yml
 create mode 100755 onchain/.claude/hooks/supervisor/lib.sh
 create mode 100755 onchain/.claude/hooks/supervisor/on-error.sh
 create mode 100755 onchain/.claude/hooks/supervisor/on-notify.sh
 create mode 100755 onchain/.claude/hooks/supervisor/on-stop.sh
 create mode 100755 onchain/.claude/hooks/supervisor/triage.sh
 create mode 100644 onchain/.claude/settings.json
 create mode 100644 onchain/.gas-snapshot
 create mode 100644 onchain/analysis/2D_FRONTIER_LOG.md
 create mode 100644 onchain/analysis/2d-frontier-results.csv
 create mode 100644 onchain/analysis/AS_SWEEP_LOG.md
 create mode 100644 onchain/analysis/BullBearSweep.s.sol
 create mode 100644 onchain/analysis/FUZZING_LOG.md
 create mode 100644 onchain/analysis/KRAIKEN_RESEARCH_REPORT.md
 create mode 100644 onchain/analysis/SECURITY_REVIEW.md
 create mode 100644 onchain/analysis/STORAGE_LAYOUT.md
 create mode 100644 onchain/analysis/ScarcityDiagnostic.s.sol
 create mode 100644 onchain/analysis/V3_FUZZING_LOG.md
 create mode 100644 onchain/analysis/V3_STEP_LOG.md
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-000.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-001.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-002.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-003.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-004.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-005.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-006.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-007.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-008.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-009.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-010.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-011.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-012.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-013.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-014.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-015.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-016.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-017.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-018.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-0GSK-019.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-000.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-001.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-002.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-003.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-004.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-005.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-006.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-007.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-008.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-009.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-010.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-011.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-012.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-013.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-014.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-015.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-016.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-017.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-018.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-1F0J-019.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-3AIQ-000.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-3AIQ-001.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-3AIQ-002.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-3AIQ-003.csv
 create mode 100644 onchain/analysis/archive-200runs/fuzz-3AIQ-004.csv
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diff --git a/onchain/.claude-code-supervisor.yml b/onchain/.claude-code-supervisor.yml
new file mode 100644
index 0000000..a4f7ee1
--- /dev/null
+++ b/onchain/.claude-code-supervisor.yml
@@ -0,0 +1,6 @@
+triage:
+  command: "claude -p --no-session-persistence"
+  model: "claude-haiku-4-20250414"
+
+notify:
+  command: "/tmp/supervisor-notify.sh"
diff --git a/onchain/.claude/hooks/supervisor/lib.sh b/onchain/.claude/hooks/supervisor/lib.sh
new file mode 100755
index 0000000..68d3892
--- /dev/null
+++ b/onchain/.claude/hooks/supervisor/lib.sh
@@ -0,0 +1,139 @@
+#!/bin/bash
+# Shared functions for claude-code-supervisor hooks and scripts.
+
+set -euo pipefail
+
+# Find config file: project .claude-code-supervisor.yml → ~/.config/ → defaults
+ccs_find_config() {
+  local cwd="${1:-.}"
+  if [ -f "$cwd/.claude-code-supervisor.yml" ]; then
+    echo "$cwd/.claude-code-supervisor.yml"
+  elif [ -f "${HOME}/.config/claude-code-supervisor/config.yml" ]; then
+    echo "${HOME}/.config/claude-code-supervisor/config.yml"
+  else
+    echo ""
+  fi
+}
+
+# Read a yaml value (simple key.subkey extraction, no yq dependency).
+# Falls back to default if not found.
+ccs_config_get() {
+  local config_file="$1"
+  local key="$2"
+  local default="${3:-}"
+
+  if [ -z "$config_file" ] || [ ! -f "$config_file" ]; then
+    echo "$default"
+    return
+  fi
+
+  # Simple grep-based yaml extraction (handles key: value on one line)
+  local value
+  case "$key" in
+    triage.command)   value=$(grep -A0 '^\s*command:' "$config_file" | head -1 | sed 's/.*command:\s*["]*//;s/["]*$//' | xargs) ;;
+    triage.model)     value=$(awk '/^triage:/,/^[a-z]/' "$config_file" | grep 'model:' | head -1 | sed 's/.*model:\s*["]*//;s/["]*$//' | xargs) ;;
+    triage.max_tokens) value=$(awk '/^triage:/,/^[a-z]/' "$config_file" | grep 'max_tokens:' | head -1 | sed 's/.*max_tokens:\s*//' | xargs) ;;
+    notify.command)   value=$(awk '/^notify:/,/^[a-z]/' "$config_file" | grep 'command:' | head -1 | sed 's/.*command:\s*["]*//;s/["]*$//' | xargs) ;;
+    idle.timeout)     value=$(awk '/^idle:/,/^[a-z]/' "$config_file" | grep 'timeout_seconds:' | head -1 | sed 's/.*timeout_seconds:\s*//' | xargs) ;;
+    idle.nudge_message) value=$(awk '/^idle:/,/^[a-z]/' "$config_file" | grep 'nudge_message:' | head -1 | sed 's/.*nudge_message:\s*["]*//;s/["]*$//' | xargs) ;;
+    *)                value="" ;;
+  esac
+
+  echo "${value:-$default}"
+}
+
+# Send a notification via the configured notify command.
+ccs_notify() {
+  local config_file="$1"
+  local message="$2"
+
+  local notify_cmd
+  notify_cmd=$(ccs_config_get "$config_file" "notify.command" "openclaw gateway call wake --params")
+
+  # Build JSON payload
+  local payload
+  payload=$(jq -n --arg text "$message" --arg mode "now" '{text: $text, mode: $mode}')
+
+  $notify_cmd "$payload" 2>/dev/null || true
+}
+
+# Run LLM triage via configured command.
+# Accepts prompt on stdin, returns verdict on stdout.
+ccs_triage() {
+  local config_file="$1"
+  local prompt="$2"
+
+  local triage_cmd model max_tokens
+  triage_cmd=$(ccs_config_get "$config_file" "triage.command" "claude -p --no-session-persistence")
+  model=$(ccs_config_get "$config_file" "triage.model" "claude-haiku-4-20250414")
+  max_tokens=$(ccs_config_get "$config_file" "triage.max_tokens" "150")
+
+  echo "$prompt" | $triage_cmd --model "$model" --max-tokens "$max_tokens" 2>/dev/null
+}
+
+# Generate a notify wrapper script the agent can call on completion.
+# Usage: ccs_generate_notify_script "$config_file" ["/tmp/supervisor-notify.sh"]
+ccs_generate_notify_script() {
+  local config_file="$1"
+  local script_path="${2:-/tmp/supervisor-notify.sh}"
+  local notify_cmd
+  notify_cmd=$(ccs_config_get "$config_file" "notify.command" "openclaw gateway call wake --params")
+
+  cat > "$script_path" <<SCRIPT
+#!/bin/bash
+# Auto-generated by claude-code-supervisor
+# Usage: $script_path "your summary here"
+MESSAGE="\${*:-done}"
+PAYLOAD=\$(jq -n --arg text "cc-supervisor: DONE | agent-reported | \$MESSAGE" --arg mode "now" '{text: \$text, mode: \$mode}')
+$notify_cmd "\$PAYLOAD" 2>/dev/null || echo "Notify failed (command: $notify_cmd)" >&2
+SCRIPT
+  chmod +x "$script_path"
+}
+
+# Extract environment_hints from config as newline-separated list.
+# Usage: hints=$(ccs_environment_hints "$config_file")
+ccs_environment_hints() {
+  local config_file="$1"
+  if [ -z "$config_file" ] || [ ! -f "$config_file" ]; then
+    return
+  fi
+  awk '/^environment_hints:/,/^[a-z]/' "$config_file" \
+    | grep '^\s*-' \
+    | sed 's/^\s*-\s*["]*//;s/["]*$//'
+}
+
+# Parse capture-pane output and return session status.
+# Returns: WORKING | IDLE | DONE | ERROR
+# Usage: status=$(ccs_parse_status "$pane_output")
+ccs_parse_status() {
+  local output="$1"
+  local last_lines
+  last_lines=$(echo "$output" | tail -15)
+
+  # DONE: completed task indicators (cost summary line)
+  if echo "$last_lines" | grep -qE '(Brewed for|Churned for) [0-9]+'; then
+    echo "DONE"
+    return
+  fi
+
+  # WORKING: active tool call or thinking
+  if echo "$last_lines" | grep -qE 'esc to interrupt|Running…|Waiting…'; then
+    echo "WORKING"
+    return
+  fi
+
+  # ERROR: tool failures or API errors
+  if echo "$last_lines" | grep -qiE 'API Error:|Exit code [1-9]|^Error:'; then
+    echo "ERROR"
+    return
+  fi
+
+  # IDLE: prompt back with no activity indicator
+  if echo "$last_lines" | tail -3 | grep -qE '^\$ |^❯ |^% |^[a-z]+@.*\$ '; then
+    echo "IDLE"
+    return
+  fi
+
+  # Default: assume working (mid-output, streaming, etc.)
+  echo "WORKING"
+}
diff --git a/onchain/.claude/hooks/supervisor/on-error.sh b/onchain/.claude/hooks/supervisor/on-error.sh
new file mode 100755
index 0000000..acb55d3
--- /dev/null
+++ b/onchain/.claude/hooks/supervisor/on-error.sh
@@ -0,0 +1,40 @@
+#!/bin/bash
+# Claude Code PostToolUseFailure hook — fires when a tool call fails.
+#
+# Option D: bash pre-filter for known patterns, LLM triage for the rest.
+#
+# - API 500 → always triage (transient, likely needs nudge)
+# - API 429 → log + wait (rate limit, will resolve)
+# - Other tool errors → triage (might be important)
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+SUPERVISOR_DIR="${SCRIPT_DIR%/hooks}"
+
+INPUT=$(cat)
+
+TOOL=$(echo "$INPUT" | jq -r '.tool_name // "unknown"')
+ERROR=$(echo "$INPUT" | jq -r '.error // .tool_error // "unknown"' | head -c 500)
+SESSION_ID=$(echo "$INPUT" | jq -r '.session_id // "unknown"')
+CWD=$(echo "$INPUT" | jq -r '.cwd // "unknown"')
+
+# Bash pre-filter
+if echo "$ERROR" | grep -qi "429\|rate.limit"; then
+  # Rate limited — log it, don't triage. It'll resolve.
+  echo "[$(date -u +%FT%TZ)] RATE_LIMITED | $TOOL | $CWD" >> "${CCS_LOG_FILE:-/tmp/ccs-triage.log}"
+  exit 0
+fi
+
+if echo "$ERROR" | grep -qi "500\|internal.server.error\|api_error"; then
+  # API 500 — high chance agent is stuck on this. Triage.
+  "$SUPERVISOR_DIR/triage.sh" "error:api_500" "$CWD" \
+    "Tool: $TOOL | Error: $ERROR | Session: $SESSION_ID" &
+  exit 0
+fi
+
+# Other errors — could be anything. Let LLM decide.
+"$SUPERVISOR_DIR/triage.sh" "error:$TOOL" "$CWD" \
+  "Tool: $TOOL | Error: $ERROR | Session: $SESSION_ID" &
+
+exit 0
diff --git a/onchain/.claude/hooks/supervisor/on-notify.sh b/onchain/.claude/hooks/supervisor/on-notify.sh
new file mode 100755
index 0000000..ca59998
--- /dev/null
+++ b/onchain/.claude/hooks/supervisor/on-notify.sh
@@ -0,0 +1,44 @@
+#!/bin/bash
+# Claude Code Notification hook — fires when Claude is waiting for input.
+#
+# Option D: bash pre-filter by notification type.
+#
+# - idle_prompt → triage (agent waiting, might need nudge)
+# - permission_prompt → always triage (might need approval)
+# - auth_* → skip (internal, transient)
+# - other → triage
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+SUPERVISOR_DIR="${SCRIPT_DIR%/hooks}"
+
+INPUT=$(cat)
+
+NOTIFY_TYPE=$(echo "$INPUT" | jq -r '.type // "unknown"')
+SESSION_ID=$(echo "$INPUT" | jq -r '.session_id // "unknown"')
+CWD=$(echo "$INPUT" | jq -r '.cwd // "unknown"')
+MESSAGE=$(echo "$INPUT" | jq -r '.message // ""' | head -c 300)
+
+case "$NOTIFY_TYPE" in
+  auth_*)
+    # Auth events are transient, skip
+    exit 0
+    ;;
+  permission_prompt)
+    # Agent needs permission — might be able to auto-approve, or escalate
+    "$SUPERVISOR_DIR/triage.sh" "notification:permission" "$CWD" \
+      "Permission requested: $MESSAGE | Session: $SESSION_ID" &
+    ;;
+  idle_prompt)
+    # Agent is idle, waiting for human input
+    "$SUPERVISOR_DIR/triage.sh" "notification:idle" "$CWD" \
+      "Agent idle, waiting for input. Message: $MESSAGE | Session: $SESSION_ID" &
+    ;;
+  *)
+    "$SUPERVISOR_DIR/triage.sh" "notification:$NOTIFY_TYPE" "$CWD" \
+      "Type: $NOTIFY_TYPE | Message: $MESSAGE | Session: $SESSION_ID" &
+    ;;
+esac
+
+exit 0
diff --git a/onchain/.claude/hooks/supervisor/on-stop.sh b/onchain/.claude/hooks/supervisor/on-stop.sh
new file mode 100755
index 0000000..27788d4
--- /dev/null
+++ b/onchain/.claude/hooks/supervisor/on-stop.sh
@@ -0,0 +1,71 @@
+#!/bin/bash
+# Claude Code Stop hook — fires when the agent finishes responding.
+#
+# Option D: bash pre-filter first, LLM triage only for ambiguous cases.
+#
+# Known Stop event fields:
+#   session_id, transcript_path, cwd, permission_mode,
+#   hook_event_name ("Stop"), stop_hook_active
+#
+# Note: stop_reason is NOT provided in the Stop event JSON.
+# We detect state by inspecting the tmux pane instead.
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+SUPERVISOR_DIR="${SCRIPT_DIR%/hooks}"
+
+INPUT=$(cat)
+
+SESSION_ID=$(echo "$INPUT" | jq -r '.session_id // "unknown"')
+CWD=$(echo "$INPUT" | jq -r '.cwd // "unknown"')
+
+# Find matching supervised session
+STATE_FILE="${CCS_STATE_FILE:-${HOME}/.openclaw/workspace/supervisor-state.json}"
+if [ ! -f "$STATE_FILE" ]; then
+  exit 0  # No supervised sessions
+fi
+
+SOCKET=$(jq -r --arg cwd "$CWD" '
+  .sessions | to_entries[] | select(.value.projectDir == $cwd and .value.status == "running") | .value.socket
+' "$STATE_FILE" 2>/dev/null || echo "")
+
+TMUX_SESSION=$(jq -r --arg cwd "$CWD" '
+  .sessions | to_entries[] | select(.value.projectDir == $cwd and .value.status == "running") | .value.tmuxSession
+' "$STATE_FILE" 2>/dev/null || echo "")
+
+# No matching supervised session for this project
+if [ -z "$SOCKET" ] || [ -z "$TMUX_SESSION" ]; then
+  exit 0
+fi
+
+# Can we reach the tmux session?
+if [ ! -S "$SOCKET" ] || ! tmux -S "$SOCKET" has-session -t "$TMUX_SESSION" 2>/dev/null; then
+  exit 0
+fi
+
+PANE_OUTPUT=$(tmux -S "$SOCKET" capture-pane -p -J -t "$TMUX_SESSION" -S -30 2>/dev/null || echo "")
+
+# Bash pre-filter: check the last few lines for patterns
+
+# Check for API errors (transient — always triage)
+if echo "$PANE_OUTPUT" | tail -10 | grep -qiE "API Error: 5[0-9][0-9]|internal.server.error|api_error"; then
+  "$SUPERVISOR_DIR/triage.sh" "stopped:api_error" "$CWD" "$PANE_OUTPUT" &
+  exit 0
+fi
+
+# Check for rate limiting
+if echo "$PANE_OUTPUT" | tail -10 | grep -qiE "429|rate.limit"; then
+  echo "[$(date -u +%FT%TZ)] RATE_LIMITED | stop | $CWD" >> "${CCS_LOG_FILE:-/tmp/ccs-triage.log}"
+  exit 0
+fi
+
+# Check if shell prompt is back (Claude Code exited)
+if echo "$PANE_OUTPUT" | tail -5 | grep -qE '^\$ |^❯ [^/]|^% |^[a-z]+@.*\$ '; then
+  # Prompt returned — agent might be done or crashed. Triage it.
+  "$SUPERVISOR_DIR/triage.sh" "stopped:prompt_back" "$CWD" "$PANE_OUTPUT" &
+  exit 0
+fi
+
+# No prompt back, no errors — agent is likely mid-conversation. Skip silently.
+exit 0
diff --git a/onchain/.claude/hooks/supervisor/triage.sh b/onchain/.claude/hooks/supervisor/triage.sh
new file mode 100755
index 0000000..31200a7
--- /dev/null
+++ b/onchain/.claude/hooks/supervisor/triage.sh
@@ -0,0 +1,72 @@
+#!/bin/bash
+# Triage a Claude Code event using a fast LLM.
+# Called by hook scripts when bash pre-filtering can't decide.
+#
+# Usage: triage.sh <event-type> <cwd> <context>
+#   event-type: stopped | error | notification
+#   cwd: project directory (used to find config + state)
+#   context: the relevant context (tmux output, error message, etc.)
+#
+# Reads supervisor-state.json to find the goal for this session.
+# Returns one of: FINE | NEEDS_NUDGE | STUCK | DONE | ESCALATE
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+source "$SCRIPT_DIR/lib.sh"
+
+EVENT_TYPE="${1:-unknown}"
+CWD="${2:-.}"
+CONTEXT="${3:-}"
+
+CONFIG=$(ccs_find_config "$CWD")
+
+# Try to find the goal from supervisor state
+STATE_FILE="${CCS_STATE_FILE:-${HOME}/.openclaw/workspace/supervisor-state.json}"
+GOAL="unknown"
+if [ -f "$STATE_FILE" ]; then
+  # Match by cwd/projectDir
+  GOAL=$(jq -r --arg cwd "$CWD" '
+    .sessions | to_entries[] | select(.value.projectDir == $cwd) | .value.goal
+  ' "$STATE_FILE" 2>/dev/null || echo "unknown")
+fi
+
+PROMPT="You are a coding agent supervisor. A Claude Code session just triggered an event.
+
+Event: ${EVENT_TYPE}
+Project: ${CWD}
+Goal: ${GOAL}
+
+Recent terminal output:
+${CONTEXT}
+
+Classify this situation with exactly one word on the first line:
+  FINE - Agent is working normally, no intervention needed
+  NEEDS_NUDGE - Agent hit a transient error or stopped prematurely, should be told to continue
+  STUCK - Agent is looping or not making progress, needs different approach
+  DONE - Agent completed the task successfully
+  ESCALATE - Situation needs human judgment
+
+Then a one-line explanation."
+
+VERDICT=$(ccs_triage "$CONFIG" "$PROMPT")
+
+echo "$VERDICT"
+
+# Extract the classification (first word of first line)
+CLASSIFICATION=$(echo "$VERDICT" | head -1 | awk '{print $1}')
+
+# Only notify if action is needed
+case "$CLASSIFICATION" in
+  FINE)
+    # Log silently, don't wake anyone
+    echo "[$(date -u +%FT%TZ)] FINE | $EVENT_TYPE | $CWD" >> "${CCS_LOG_FILE:-/tmp/ccs-triage.log}"
+    ;;
+  NEEDS_NUDGE|STUCK|DONE|ESCALATE)
+    ccs_notify "$CONFIG" "cc-supervisor: $CLASSIFICATION | $EVENT_TYPE | cwd=$CWD | $VERDICT"
+    ;;
+  *)
+    # Couldn't parse — notify to be safe
+    ccs_notify "$CONFIG" "cc-supervisor: UNKNOWN | $EVENT_TYPE | cwd=$CWD | verdict=$VERDICT"
+    ;;
+esac
diff --git a/onchain/.claude/settings.json b/onchain/.claude/settings.json
new file mode 100644
index 0000000..41aaac7
--- /dev/null
+++ b/onchain/.claude/settings.json
@@ -0,0 +1,37 @@
+{
+  "hooks": {
+    "Stop": [
+      {
+        "matcher": "",
+        "hooks": [
+          {
+            "type": "command",
+            "command": ".claude/hooks/supervisor/on-stop.sh"
+          }
+        ]
+      }
+    ],
+    "PostToolUseFailure": [
+      {
+        "matcher": "",
+        "hooks": [
+          {
+            "type": "command",
+            "command": ".claude/hooks/supervisor/on-error.sh"
+          }
+        ]
+      }
+    ],
+    "Notification": [
+      {
+        "matcher": "",
+        "hooks": [
+          {
+            "type": "command",
+            "command": ".claude/hooks/supervisor/on-notify.sh"
+          }
+        ]
+      }
+    ]
+  }
+}
diff --git a/onchain/.gas-snapshot b/onchain/.gas-snapshot
new file mode 100644
index 0000000..1e24f59
--- /dev/null
+++ b/onchain/.gas-snapshot
@@ -0,0 +1,3 @@
+LiquidityManagerTest:testRecenterUsesAvailableEthWhenToken0IsWeth() (gas: 24129653)
+OptimizerTest:testOtherLiquidityParams() (gas: 69058)
+SupplyCorruptionTest:testRecenterDoesNotCorruptSupply() (gas: 1389332)
\ No newline at end of file
diff --git a/onchain/.gitignore b/onchain/.gitignore
index a86b5eb..a94c0c9 100644
--- a/onchain/.gitignore
+++ b/onchain/.gitignore
@@ -20,3 +20,5 @@ docs/
 tags
 analysis/profitable_scenario.csv
 fuzzing_results_*
+analysis/fuzz-*.csv
+*.log
diff --git a/onchain/AGENTS.md b/onchain/AGENTS.md
index 7bf1942..71a1d5f 100644
--- a/onchain/AGENTS.md
+++ b/onchain/AGENTS.md
@@ -1,10 +1,100 @@
 # Agent Brief: Kraiken Protocol
 
+## Protocol Philosophy & Business Logic
+
+**What KRAIKEN is:** A token with a self-managing liquidity manager (LM) on Uniswap V3. The LM positions liquidity across three positions (floor, anchor, discovery) and recenters them as price moves. An optimizer adjusts parameters based on staking sentiment.
+
+**Revenue model: TRANSACTION FEES are the product.**
+- Every swap through the LM's positions generates Uniswap LP fees
+- Fees (WETH + KRK) flow to `feeDestination` — this is what founders withdraw
+- Locked ETH in the protocol has NO value to founders — it's locked forever
+- More trading volume = more fees = more revenue
+- The protocol WANTS active trading, even if traders extract some ETH
+
+**Bull market behavior (desired):**
+- Encourage risk-taking: wide anchor, big discovery → catch more trades, earn more fees
+- Floor can be minimal — ETH abundance means low risk
+- Parameters should maximize fee capture, not protect locked ETH
+
+**Bear market behavior (desired):**
+- Protect the floor: prevent catastrophic ETH drain
+- But NOT at the expense of killing all trading — some exposure is acceptable
+- The question is always: does protecting X ETH cost more in lost fees than it saves?
+
+**The optimization target is NOT "minimize trader PnL". It is "maximize fee revenue while keeping the protocol solvent."** Trader losses beyond what's needed for solvency represent missed fee opportunities.
+
+**Key mechanism: Floor placement**
+
+The floor position protects protocol solvency by holding ETH far from the current price. Its tick is computed as:
+
+```
+floorTick = max(scarcityTick, mirrorTick, clampTick) toward KRK-cheap side
+```
+
+Three signals determine the floor:
+- **scarcityTick**: derived from `vwapX96` and ETH/supply ratio. Correct when ETH is scarce.
+- **mirrorTick**: `currentTick + |adjustedVwapTick - currentTick|` on KRK-cheap side. Reflects VWAP distance symmetrically. Uses `getAdjustedVWAP(CI)`.
+- **clampTick**: minimum distance from anchor edge. `anchorSpacing = 200 + (34 × 20 × AW / 100)` ticks.
+
+There is no EthScarcity/EthAbundance branching — the unified formula takes the max of all three signals.
+
+**VWAP mirror defense:** During sell-heavy trading, the current tick drops but the VWAP stays higher, so the mirror distance *grows* — the floor naturally resists being walked down. CI controls mirror distance through `getAdjustedVWAP(CI)` with no magic numbers.
+
+**Directional VWAP recording:** VWAP only records on ETH inflow (buys into the LM), preventing attackers from diluting VWAP with sells. `shouldRecordVWAP` compares `lastRecenterTick` to current tick to detect direction. Bootstrap: always records when `cumulativeVolume == 0`. (Commits `c97714c` + `ba018c4`.)
+
+**Four optimizer parameters:**
+- `capitalInefficiency (CI)` — adjusts VWAP for floor placement: adjustedVWAP = 70%*VWAP + CI*VWAP. **Zero effect on fee revenue** — pure risk lever. CI=0% is safest.
+- `anchorShare (AS)` — ETH split between floor and anchor (low AS = more floor, high AS = more anchor)
+- `anchorWidth (AW)` — how wide the anchor position is in ticks
+- `discoveryDepth (DD)` — discovery position liquidity density. **Zero effect on floor safety.**
+
+**Parameter safety (2D frontier):**
+
+Only extreme AS×AW configurations survive adversarial attack:
+
+| Config | Safe | Why |
+|--------|------|-----|
+| AS ≤ 35%, AW = 100 | Yes | Wide clamp (7000 ticks) prevents floor drain. Thin anchor = less ETH for attacker. |
+| AS ≥ 50%, AW = 20 | Yes | Thin concentrated anchor near price. Floor far away with minimal ETH. |
+| AW 40-80 at most AS | **No** | Kill zone — moderate depth AND moderate clamp distance. |
+
+**Design principle: Fix root causes, don't add band-aids.** Safety comes from the parameter space, not from position ratchets or overrides.
+
+## Optimizer V3
+
+`src/OptimizerV3.sol` — UUPS upgradeable. Uses on-chain Harberger staking data to switch between safe bear and aggressive bull configurations.
+
+**Inputs:** `percentageStaked` (0-100%), `averageTaxRate` (maps to effective index 0-29 in discrete tax array, with +1 shift at index ≥14)
+
+**Direct 2D mapping — no intermediate score:**
+- `staked ≤ 91%` → always **BEAR** (no euphoria signal)
+- `staked > 91%` → **BULL** if `deltaS³ × effIdx / 20 < 50`, else BEAR
+  - `deltaS = 100 - stakedPct` (0-8 range)
+  - Bull requires high staking AND low tax. Any decline snaps to bear instantly.
+
+**Binary parameter output:**
+- **BEAR**: AS=30%, AW=100, CI=0, DD=0.3e18
+- **BULL**: AS=100%, AW=20, CI=0, DD=1e18
+
+The binary step avoids the AW 40-80 kill zone entirely. ~94% of the staking state space maps to bear.
+
+## Harberger Staking Triangle Cycle
+
+The staking system naturally traces a triangle in (staking%, avgTax) space:
+
+**Phase 1 — Fill up (bottom edge):** Staking grows 0→100%, tax starts low. Optimizer stays bear. Transitions to bull at ~95% staked.
+
+**Phase 2 — Snatching wars (right edge):** 100% staked, snatching wars push average tax rate up. Always bull. Euphoria overwhelms tax cost.
+
+**Phase 3 — Collapse (hypotenuse):** Nervous exits. High tax + declining staking → cubic term snaps to bear within 4-6% staking drop.
+
+Game theory validates this trajectory — incentive structures force participants through this cycle.
+
 ## System Snapshot
 - Solidity/Foundry DeFi protocol built around the Kraiken ERC20 token, a staking auction, and a three-position Uniswap V3 liquidity manager.
 - LiquidityManager.sol mints/burns supply to maintain ANCHOR (near price), DISCOVERY (offset discovery band), and FLOOR (VWAP-protected) positions with asymmetric slippage to resist arbitrage.
-- VWAPTracker.sol stores squared price in X96 format, compresses history, and feeds adjusted VWAP data for FLOOR placement and ETH scarcity checks.
-- Optimizer.sol (upgradeable) interprets staking sentiment to output capitalInefficiency, anchorShare, anchorWidth, and discoveryDepth parameters.
+- VWAPTracker.sol stores squared price in X96 format, compresses history, and feeds adjusted VWAP data for FLOOR placement. VWAP records directionally (ETH inflow only).
+- OptimizerV3.sol (UUPS upgradeable) reads staking sentiment to output capitalInefficiency, anchorShare, anchorWidth, and discoveryDepth via a direct 2D binary mapping.
 - Stake.sol runs the self-assessed tax staking system with snatching auctions, discrete tax brackets, and redistribution to tax recipients/UBI.
 
 ## Development Workflow
@@ -21,17 +111,19 @@
 - **Volume Permissions**: Use `:z` (shared SELinux label) instead of `:Z` (private) for multi-container access to the same mount.
 
 ## Strategy & Mechanics
-- Outstanding supply excludes liquidity position balances; enforce 20% staking cap (~20k positions).
-- Anchor width and discovery depth adjusted dynamically; anchorShare tunes ETH allocation, discoveryDepth controls liquidity density multiples (≈2x-10x), capitalInefficiency shifts VWAP floor valuation (70%-170%).
+- Outstanding supply excludes liquidity position balances and KRK held by `feeDestination`/`stakingPool`; enforce 20% staking cap (~20k positions).
+- Anchor width and discovery depth adjusted dynamically; anchorShare tunes ETH allocation, discoveryDepth controls liquidity density multiples, capitalInefficiency shifts VWAP floor valuation (70%-170%).
 - `token0isWeth` flag flips meaning of amount0/amount1 to ETH/KRAIKEN respectively.
-- Recenter logic keeps Uniswap positions aligned; ETH scarcity calculation uses `sqrt(vwapX96)` and fixed-point math.
+- Recenter logic keeps Uniswap positions aligned; floor placement uses `vwapX96` directly (not sqrt) in fixed-point math.
 
 ## Testing & Analysis Suite
-- Fuzzing scripts (`./analysis/run-fuzzing.sh`, `run-recorded-fuzzing.sh`) support configurable trade/stake biases, scenario recording (Run IDs), replay scripts, and summary outputs.
-- Optimizer modes: Bull, Bear, Neutral, Whale, Extreme, Malicious for varied stress profiles.
-- Recorded artifacts include JSON scenarios, replay Solidity scripts, CSV tick traces, and human-readable summaries for exploit triage.
+- Fuzzing scripts under `analysis/` support configurable trade/stake biases, adversarial attack patterns, background LP competition, and parameter sweeps. See `analysis/README.md` for full details.
+- Adversarial testing (`run-adversarial.sh`, `run-v3-adversarial.sh`) validates floor defense against sell-heavy attacks.
+- Background LP fee analysis (`run-bglp-fee-test.sh`) measures fee retention under LP competition.
+- On-chain LP scanner (`scan-final.py`) compares real Uniswap V3 LP distributions to the BackgroundLP model.
+- Recorded artifacts include CSV tick traces, frontier maps, and human-readable summaries for exploit triage.
 
 ## Guardrails & Conventions
 - Respect access controls (`onlyLiquidityManager`, owner) and avoid editing implementation helpers like LiquidityProvider or ThreePositionStrategy.
-- Debug tips: inspect position CSVs, verify token type assumptions, and monitor `EthScarcity` events during simulations.
+- Debug tips: inspect position CSVs, verify token type assumptions, and check VWAP recording direction during simulations.
 - Staking positions tracked by `positionId`; tax rates drawn from discrete array within Stake.sol.
diff --git a/onchain/README.md b/onchain/README.md
index 5f1d9d1..46693ae 100644
--- a/onchain/README.md
+++ b/onchain/README.md
@@ -122,17 +122,20 @@ address: 0xed70707fab05d973ad41eae8d17e2bcd36192cfc
 address: 0x7fd4e645ce258dd3942eddbeb2f99137da8ba13b
 
 
+## Research & Analysis
+
+See [`analysis/KRAIKEN_RESEARCH_REPORT.md`](analysis/KRAIKEN_RESEARCH_REPORT.md) for the comprehensive research report covering:
+- Critical math bugs found and fixed (sqrt inflation + outstandingSupply)
+- Floor drain vulnerability analysis and VWAP mirror defense
+- Complete 2D parameter safety frontier (AS × AW)
+- Fee revenue characterization and LP competition modeling
+- OptimizerV3 design (direct 2D binary bear/bull mapping from Harberger staking data)
+- Staking triangle cycle dynamics
+
+The `analysis/` directory contains all fuzzing scripts, parameter sweep tools, and results data. See [`analysis/README.md`](analysis/README.md) for usage.
+
 ## References
 
-open features:
-- reduce snatch collision
-
-todos:
-- write unit test for capital exit function
-- would anchorLiquidityShare affect capitalInefficiency?
-- could the UBI pool run dry?
-- what happens if discovery runs out?
-
 ## Simulation data:
 
 ```json
diff --git a/onchain/analysis/2D_FRONTIER_LOG.md b/onchain/analysis/2D_FRONTIER_LOG.md
new file mode 100644
index 0000000..1b661a9
--- /dev/null
+++ b/onchain/analysis/2D_FRONTIER_LOG.md
@@ -0,0 +1,35 @@
+# 2D Safe Frontier: AS × AW — 2026-02-12 17:19 UTC
+
+| AS | AW | Safe? | Avg PnL | WETH Fees | KRK Fees |
+|----|----|-------|---------|-----------|----------|
+| 35% | 100 | 0/3 ✅ | -178.5 | 71.9 | 1715122 |
+| 20% | 90 | 0/3 ✅ | -313.1 | 59.6 | 1721031 |
+| 30% | 90 | 0/3 ✅ | -119.4 | 53.2 | 1949670 |
+| 40% | 90 | 2/3 ❌ | 61.1 | 85.8 | 1870667 |
+| 50% | 90 | 1/3 ❌ | -26.5 | 80.6 | 1963594 |
+| 20% | 80 | 0/3 ✅ | -281.5 | 69.5 | 1744068 |
+| 30% | 80 | 0/3 ✅ | -155.9 | 65.6 | 2065684 |
+| 40% | 80 | 3/3 ❌ | 102.5 | 91.4 | 2199518 |
+| 50% | 80 | 2/3 ❌ | 45.6 | 81.1 | 2476407 |
+| 20% | 60 | 3/3 ❌ | 68.0 | 55.6 | 2319872 |
+| 30% | 60 | 3/3 ❌ | 132.5 | 67.4 | 2687832 |
+| 40% | 60 | 3/3 ❌ | 130.3 | 69.7 | 3259352 |
+| 50% | 60 | 3/3 ❌ | 126.4 | 73.3 | 3861752 |
+| 30% | 40 | 3/3 ❌ | 137.9 | 62.0 | 4537401 |
+| 40% | 40 | 3/3 ❌ | 138.7 | 41.4 | 5764535 |
+| 50% | 40 | 3/3 ❌ | 115.1 | 31.4 | 5044975 |
+| 60% | 40 | 2/3 ❌ | 104.3 | 35.0 | 4337484 |
+| 70% | 40 | 3/3 ❌ | 146.1 | 30.1 | 6226345 |
+| 80% | 40 | 3/3 ❌ | 106.0 | 25.4 | 5766819 |
+| 50% | 30 | 3/3 ❌ | 141.8 | 30.7 | 5979423 |
+| 60% | 30 | 3/3 ❌ | 78.2 | 24.2 | 6030840 |
+| 70% | 30 | 2/3 ❌ | 7.2 | 20.4 | 5754217 |
+| 80% | 30 | 0/3 ✅ | -27.5 | 19.5 | 7043619 |
+| 90% | 30 | 0/3 ✅ | -72.6 | 13.5 | 6722214 |
+| 50% | 20 | 0/3 ✅ | -56.4 | 18.7 | 9188070 |
+| 60% | 20 | 0/3 ✅ | -132.7 | 14.3 | 7462066 |
+| 70% | 20 | 0/3 ✅ | -100.9 | 11.8 | 6699524 |
+| 80% | 20 | 0/3 ✅ | -139.8 | 11.9 | 7637247 |
+| 90% | 20 | 0/3 ✅ | -97.0 | 7.5 | 6820258 |
+
+### Complete: 2026-02-12 17:22 UTC
diff --git a/onchain/analysis/2d-frontier-results.csv b/onchain/analysis/2d-frontier-results.csv
new file mode 100644
index 0000000..54a796b
--- /dev/null
+++ b/onchain/analysis/2d-frontier-results.csv
@@ -0,0 +1,30 @@
+as_pct,aw,profitable,total,avg_pnl,avg_weth_fees,avg_krk_fees
+35,100,0,3,-178.5,71.9,1715122
+20,90,0,3,-313.1,59.6,1721031
+30,90,0,3,-119.4,53.2,1949670
+40,90,2,3,61.1,85.8,1870667
+50,90,1,3,-26.5,80.6,1963594
+20,80,0,3,-281.5,69.5,1744068
+30,80,0,3,-155.9,65.6,2065684
+40,80,3,3,102.5,91.4,2199518
+50,80,2,3,45.6,81.1,2476407
+20,60,3,3,68.0,55.6,2319872
+30,60,3,3,132.5,67.4,2687832
+40,60,3,3,130.3,69.7,3259352
+50,60,3,3,126.4,73.3,3861752
+30,40,3,3,137.9,62.0,4537401
+40,40,3,3,138.7,41.4,5764535
+50,40,3,3,115.1,31.4,5044975
+60,40,2,3,104.3,35.0,4337484
+70,40,3,3,146.1,30.1,6226345
+80,40,3,3,106.0,25.4,5766819
+50,30,3,3,141.8,30.7,5979423
+60,30,3,3,78.2,24.2,6030840
+70,30,2,3,7.2,20.4,5754217
+80,30,0,3,-27.5,19.5,7043619
+90,30,0,3,-72.6,13.5,6722214
+50,20,0,3,-56.4,18.7,9188070
+60,20,0,3,-132.7,14.3,7462066
+70,20,0,3,-100.9,11.8,6699524
+80,20,0,3,-139.8,11.9,7637247
+90,20,0,3,-97.0,7.5,6820258
diff --git a/onchain/analysis/AS_SWEEP_LOG.md b/onchain/analysis/AS_SWEEP_LOG.md
new file mode 100644
index 0000000..a372d43
--- /dev/null
+++ b/onchain/analysis/AS_SWEEP_LOG.md
@@ -0,0 +1,32 @@
+# AnchorShare Sweep at AW=100 — 2026-02-12 23:06 UTC
+
+CI=0, AW=100, DD=0.3e18. Only AS varies.
+AS range: 40% to 100% step 10%, buybias=10, runs=5
+
+## Sell-Heavy Attack (buybias=10)
+
+| Config | Safety | Avg PnL | Fees |
+|--------|--------|---------|------|
+### AS=40% (buybias=10)
+| AS=40% | **0/5** ✅ | avg PnL: -151.3 ETH | fees: 60.7 WETH + 1530790 KRK |
+
+### AS=50% (buybias=10)
+| AS=50% | **4/5** ❌ | avg PnL: 62.4 ETH | fees: 89.4 WETH + 1636355 KRK |
+
+### AS=60% (buybias=10)
+| AS=60% | **1/5** ❌ | avg PnL: -19.2 ETH | fees: 68.4 WETH + 1723363 KRK |
+
+### AS=70% (buybias=10)
+| AS=70% | **5/5** ❌ | avg PnL: 120.2 ETH | fees: 78.0 WETH + 1815434 KRK |
+
+### AS=80% (buybias=10)
+| AS=80% | **4/5** ❌ | avg PnL: 86.1 ETH | fees: 71.2 WETH + 1858251 KRK |
+
+### AS=90% (buybias=10)
+| AS=90% | **5/5** ❌ | avg PnL: 135.1 ETH | fees: 64.6 WETH + 2169160 KRK |
+
+### AS=100% (buybias=10)
+| AS=100% | **5/5** ❌ | avg PnL: 120.6 ETH | fees: 79.4 WETH + 2118182 KRK |
+
+
+### Complete: 2026-02-12 23:08 UTC
diff --git a/onchain/analysis/BullBearSweep.s.sol b/onchain/analysis/BullBearSweep.s.sol
new file mode 100644
index 0000000..87decdd
--- /dev/null
+++ b/onchain/analysis/BullBearSweep.s.sol
@@ -0,0 +1,216 @@
+// SPDX-License-Identifier: MIT
+pragma solidity ^0.8.19;
+
+import { ThreePositionStrategy } from "../src/abstracts/ThreePositionStrategy.sol";
+import { ConfigurableOptimizer } from "../test/mocks/ConfigurableOptimizer.sol";
+import { FuzzingBase } from "./helpers/FuzzingBase.sol";
+import "forge-std/console2.sol";
+
+/// @title BullBearSweep
+/// @notice Measures LM resilience during bull->bear sentiment transitions.
+/// @dev For each parameter combo: runs a deterministic bull phase (buys + recenters),
+///      then a bear phase (sell all + recenters). Tracks enhanced metrics:
+///      - Trader PnL (proxy for LM ETH loss)
+///      - Bull retention (how much of trader ETH the LM absorbs during buys)
+///      - Bear drawdown (worst LM ETH drop during sell-off)
+///      - Sell attempts needed to liquidate (liquidity depth indicator)
+contract BullBearSweep is FuzzingBase {
+    ConfigurableOptimizer optimizer;
+
+    string summaryFile;
+
+    // Scenario config
+    uint256 cfgBullBuys;
+    uint256 cfgBuySize;
+    uint256 cfgLmFunding;
+
+    struct ComboResult {
+        uint256 lmEthStart;
+        uint256 lmEthAfterBull;
+        uint256 lmEthEnd;
+        uint256 lmEthTrough; // lowest LM ETH during bear sell-off
+        uint256 actualSpent;
+        int256 traderPnl;
+        uint256 retentionPct;
+        uint256 drawdownBps; // (peak - trough) / peak * 10000
+        uint256 sellAttempts; // how many sell rounds needed to liquidate
+        int256 lmNetGain; // lmEthEnd - lmEthStart
+        bool floorMoved;
+        uint256 feeWethBull; // WETH fees accumulated during bull phase
+        uint256 feeKrkBull; // KRK fees accumulated during bull phase
+        uint256 feeWethTotal; // WETH fees accumulated during full cycle
+        uint256 feeKrkTotal; // KRK fees accumulated during full cycle
+    }
+
+    function run() public {
+        cfgBullBuys = vm.envOr("BULL_BUYS", uint256(10));
+        cfgBuySize = vm.envOr("BUY_SIZE_ETH", uint256(15));
+        cfgLmFunding = vm.envOr("LM_FUNDING_ETH", uint256(200));
+        string memory tag = vm.envOr("SWEEP_TAG", string("BULLBEAR"));
+
+        uint256[] memory ciValues =
+            _parseUintArray(vm.envOr("CI_VALUES", string("0,300000000000000000,500000000000000000,800000000000000000,1000000000000000000")));
+        uint256[] memory asValues =
+            _parseUintArray(vm.envOr("AS_VALUES", string("100000000000000000,300000000000000000,500000000000000000,700000000000000000,1000000000000000000")));
+        uint256[] memory awValues = _parseUintArray(vm.envOr("AW_VALUES", string("20,50,80")));
+        uint256[] memory ddValues = _parseUintArray(vm.envOr("DD_VALUES", string("200000000000000000,500000000000000000,1000000000000000000")));
+
+        uint256 totalCombos = ciValues.length * asValues.length * awValues.length * ddValues.length;
+        console2.log("=== Bull-Bear Sweep ===");
+        console2.log("Combinations:", totalCombos);
+        console2.log("Bull buys:", cfgBullBuys);
+        console2.log("Buy size (ETH):", cfgBuySize);
+        console2.log("LM funding (ETH):", cfgLmFunding);
+
+        _initInfrastructure();
+
+        summaryFile = string(abi.encodePacked("analysis/sweep-", tag, "-summary.csv"));
+        vm.writeFile(
+            summaryFile,
+            "ci,anchor_share,anchor_width,discovery_depth,trader_pnl,bull_spent,lm_eth_start,lm_eth_after_bull,lm_eth_end,lm_retention_pct,floor_moved,lm_eth_trough,drawdown_bps,sell_attempts,lm_net_gain,fee_weth_bull,fee_krk_bull,fee_weth_total,fee_krk_total\n"
+        );
+
+        uint256 comboIndex;
+        for (uint256 ci_i = 0; ci_i < ciValues.length; ci_i++) {
+            for (uint256 as_i = 0; as_i < asValues.length; as_i++) {
+                for (uint256 aw_i = 0; aw_i < awValues.length; aw_i++) {
+                    for (uint256 dd_i = 0; dd_i < ddValues.length; dd_i++) {
+                        comboIndex++;
+                        _runCombo(ciValues[ci_i], asValues[as_i], uint24(awValues[aw_i] > 100 ? 100 : awValues[aw_i]), ddValues[dd_i], comboIndex);
+                    }
+                }
+            }
+        }
+
+        console2.log("=== Sweep Complete ===");
+        console2.log("Combos:", comboIndex);
+        console2.log("Results:", summaryFile);
+    }
+
+    function _runCombo(uint256 ci, uint256 as_, uint24 aw, uint256 dd, uint256 comboIdx) internal {
+        optimizer = new ConfigurableOptimizer(ci, as_, aw, dd);
+        _setupEnvironment(address(optimizer), false, true, cfgLmFunding * 1 ether);
+
+        ComboResult memory r;
+        r.lmEthStart = _getLmSystemEth();
+
+        // Record initial floor position
+        (, int24 floorTickInit,) = lm.positions(ThreePositionStrategy.Stage.FLOOR);
+
+        // Fund trader
+        uint256 totalBullEth = cfgBullBuys * cfgBuySize * 1 ether;
+        vm.deal(trader, totalBullEth);
+        vm.prank(trader);
+        weth.deposit{ value: totalBullEth }();
+        uint256 traderInit = weth.balanceOf(trader);
+
+        // === BULL PHASE: deterministic buys with periodic recenters ===
+        for (uint256 i = 0; i < cfgBullBuys; i++) {
+            uint256 buyAmt = cfgBuySize * 1 ether;
+            if (weth.balanceOf(trader) < buyAmt) break;
+
+            vm.startPrank(trader);
+            weth.transfer(address(swapExecutor), buyAmt);
+            vm.stopPrank();
+
+            try swapExecutor.executeBuy(buyAmt, trader) {
+                r.actualSpent += buyAmt;
+            } catch { }
+            _recoverStuckTokens();
+
+            if ((i + 1) % LIQUIDATION_RECENTER_INTERVAL == 0) {
+                _tryRecenter();
+            }
+        }
+
+        _tryRecenter();
+        r.lmEthAfterBull = _getLmSystemEth();
+        r.feeWethBull = weth.balanceOf(fees);
+        r.feeKrkBull = kraiken.balanceOf(fees);
+
+        // === BEAR PHASE: sell everything with drawdown tracking ===
+        r.lmEthTrough = r.lmEthAfterBull;
+        _tryRecenter();
+
+        // Instrumented liquidation: sell in chunks, track trough at each step
+        uint256 remaining = kraiken.balanceOf(trader);
+        uint256 attempts;
+
+        while (remaining > 0 && attempts < LIQUIDATION_MAX_ATTEMPTS) {
+            uint256 prev = remaining;
+            uint256 wethBefore = weth.balanceOf(trader);
+
+            vm.startPrank(trader);
+            kraiken.transfer(address(swapExecutor), remaining);
+            vm.stopPrank();
+
+            try swapExecutor.executeSell(remaining, trader) {
+                if (weth.balanceOf(trader) <= wethBefore) {
+                    _recoverStuckTokens();
+                    break;
+                }
+            } catch {
+                _recoverStuckTokens();
+                break;
+            }
+
+            _recoverStuckTokens();
+            attempts++;
+
+            // Measure LM ETH after this sell — track trough
+            uint256 lmNow = _getLmSystemEth();
+            if (lmNow < r.lmEthTrough) {
+                r.lmEthTrough = lmNow;
+            }
+
+            if (attempts % LIQUIDATION_RECENTER_INTERVAL == 0) {
+                _tryRecenter();
+                // Re-measure after recenter
+                lmNow = _getLmSystemEth();
+                if (lmNow < r.lmEthTrough) {
+                    r.lmEthTrough = lmNow;
+                }
+            }
+
+            remaining = kraiken.balanceOf(trader);
+            if (remaining >= prev) break;
+        }
+
+        _recoverStuckTokens();
+        r.sellAttempts = attempts;
+
+        r.lmEthEnd = _getLmSystemEth();
+        r.feeWethTotal = weth.balanceOf(fees);
+        r.feeKrkTotal = kraiken.balanceOf(fees);
+        r.traderPnl = int256(weth.balanceOf(trader)) - int256(traderInit);
+        r.lmNetGain = int256(r.lmEthEnd) - int256(r.lmEthStart);
+
+        (, int24 floorTickEnd,) = lm.positions(ThreePositionStrategy.Stage.FLOOR);
+        r.floorMoved = (floorTickEnd != floorTickInit);
+
+        if (r.lmEthAfterBull > 0) {
+            r.retentionPct = r.lmEthEnd * 10_000 / r.lmEthAfterBull;
+            r.drawdownBps = (r.lmEthAfterBull - r.lmEthTrough) * 10_000 / r.lmEthAfterBull;
+        }
+
+        _writeRow(ci, as_, aw, dd, r);
+
+        if (comboIdx % 10 == 0) {
+            console2.log("Progress:", comboIdx);
+            console2.log("  traderPnl:", r.traderPnl);
+            console2.log("  drawdown:", r.drawdownBps);
+        }
+    }
+
+    function _writeRow(uint256 ci, uint256 as_, uint24 aw, uint256 dd, ComboResult memory r) internal {
+        string memory row = string(abi.encodePacked(vm.toString(ci), ",", vm.toString(as_), ",", vm.toString(uint256(aw)), ","));
+        row = string(abi.encodePacked(row, vm.toString(dd), ",", vm.toString(r.traderPnl), ",", vm.toString(r.actualSpent), ","));
+        row = string(abi.encodePacked(row, vm.toString(r.lmEthStart), ",", vm.toString(r.lmEthAfterBull), ","));
+        row = string(abi.encodePacked(row, vm.toString(r.lmEthEnd), ",", vm.toString(r.retentionPct), ",", r.floorMoved ? "true" : "false", ","));
+        row = string(abi.encodePacked(row, vm.toString(r.lmEthTrough), ",", vm.toString(r.drawdownBps), ","));
+        row = string(abi.encodePacked(row, vm.toString(r.sellAttempts), ",", vm.toString(r.lmNetGain), ","));
+        row = string(abi.encodePacked(row, vm.toString(r.feeWethBull), ",", vm.toString(r.feeKrkBull), ","));
+        row = string(abi.encodePacked(row, vm.toString(r.feeWethTotal), ",", vm.toString(r.feeKrkTotal)));
+        vm.writeLine(summaryFile, row);
+    }
+}
diff --git a/onchain/analysis/FUZZING_LOG.md b/onchain/analysis/FUZZING_LOG.md
new file mode 100644
index 0000000..e16c07e
--- /dev/null
+++ b/onchain/analysis/FUZZING_LOG.md
@@ -0,0 +1,1447 @@
+# Deep Fuzzing Log
+
+Started: 2026-02-09 05:30 UTC
+
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 05:30 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=50
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 3: sell-heavy CI=0
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=30 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 4: wider AS=50% AW=50
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=500000000000000000 AW=50 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 5: extra deep 5000 trades
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=5000 runs=15
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 6: CI=10%
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=100000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 7: mid AS=30% AW=40 buybias=60
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=300000000000000000 AW=40 DD=500000000000000000 buybias=60 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 8: high AS=100% AW=80
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=1000000000000000000 AW=80 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 9: low DD=10%
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=100000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 10: high DD=100%
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=1000000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:31 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 11: 3000 trades baseline
+- Started: 2026-02-09 05:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=3000 runs=20
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 12: extreme buy bias 90%
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=90 trades=2000 runs=30
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 13: CI=20%
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=200000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 14: max AW=100
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=100 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 15: baseline repeat
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 16: baseline repeat 2
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 17: AS=20% AW=30
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=200000000000000000 AW=30 DD=500000000000000000 buybias=55 trades=2000 runs=30
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 18: 3000 trades buybias=65
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=65 trades=3000 runs=15
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 19: CI=5%
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=50000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 20: 4000 trades baseline
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=4000 runs=10
+- Completed: 2026-02-09 05:32 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Search Complete
+All 15 batches finished: 2026-02-09 05:32 UTC
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 05:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-09 05:33 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 05:33 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 05:33 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-09 05:34 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 3: sell-heavy CI=0
+- Started: 2026-02-09 05:34 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=30 trades=2000 runs=30
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 05:34 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-09 05:35 UTC
+- Results: 1/30 profitable
+- Profitable runs:
+  - fuzz-b2-027.csv: PnL=+11.5 ETH
+
+
+## Batch 3: sell-heavy CI=0
+- Started: 2026-02-09 05:35 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=30 trades=2000 runs=30
+- Completed: 2026-02-09 05:35 UTC
+- Results: 20/30 profitable
+- Profitable runs:
+  - fuzz-b3-001.csv: PnL=+175.1 ETH
+  - fuzz-b3-002.csv: PnL=+173.1 ETH
+  - fuzz-b3-007.csv: PnL=+169.0 ETH
+  - fuzz-b3-008.csv: PnL=+20.0 ETH
+  - fuzz-b3-009.csv: PnL=+77.3 ETH
+  - fuzz-b3-010.csv: PnL=+42.1 ETH
+  - fuzz-b3-011.csv: PnL=+170.0 ETH
+  - fuzz-b3-013.csv: PnL=+174.3 ETH
+  - fuzz-b3-017.csv: PnL=+25.0 ETH
+  - fuzz-b3-018.csv: PnL=+44.8 ETH
+  - fuzz-b3-019.csv: PnL=+138.9 ETH
+  - fuzz-b3-021.csv: PnL=+173.3 ETH
+  - fuzz-b3-022.csv: PnL=+158.3 ETH
+  - fuzz-b3-023.csv: PnL=+171.4 ETH
+  - fuzz-b3-024.csv: PnL=+171.7 ETH
+  - fuzz-b3-025.csv: PnL=+77.7 ETH
+  - fuzz-b3-026.csv: PnL=+107.8 ETH
+  - fuzz-b3-027.csv: PnL=+37.5 ETH
+  - fuzz-b3-028.csv: PnL=+164.3 ETH
+  - fuzz-b3-029.csv: PnL=+172.8 ETH
+
+
+## Batch 4: wider AS=50% AW=50
+- Started: 2026-02-09 05:35 UTC
+- Params: CI=0 AS=500000000000000000 AW=50 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:36 UTC
+- Results: 29/30 profitable
+- Profitable runs:
+  - fuzz-b4-001.csv: PnL=+160.7 ETH
+  - fuzz-b4-002.csv: PnL=+170.5 ETH
+  - fuzz-b4-003.csv: PnL=+161.3 ETH
+  - fuzz-b4-004.csv: PnL=+166.3 ETH
+  - fuzz-b4-005.csv: PnL=+165.9 ETH
+  - fuzz-b4-006.csv: PnL=+170.1 ETH
+  - fuzz-b4-007.csv: PnL=+172.2 ETH
+  - fuzz-b4-008.csv: PnL=+171.8 ETH
+  - fuzz-b4-009.csv: PnL=+173.3 ETH
+  - fuzz-b4-010.csv: PnL=+167.7 ETH
+  - fuzz-b4-011.csv: PnL=+167.2 ETH
+  - fuzz-b4-012.csv: PnL=+162.5 ETH
+  - fuzz-b4-013.csv: PnL=+177.2 ETH
+  - fuzz-b4-014.csv: PnL=+173.2 ETH
+  - fuzz-b4-015.csv: PnL=+168.8 ETH
+  - fuzz-b4-017.csv: PnL=+179.5 ETH
+  - fuzz-b4-018.csv: PnL=+179.2 ETH
+  - fuzz-b4-019.csv: PnL=+178.1 ETH
+  - fuzz-b4-020.csv: PnL=+165.2 ETH
+  - fuzz-b4-021.csv: PnL=+129.5 ETH
+  - fuzz-b4-022.csv: PnL=+88.3 ETH
+  - fuzz-b4-023.csv: PnL=+169.5 ETH
+  - fuzz-b4-024.csv: PnL=+163.3 ETH
+  - fuzz-b4-025.csv: PnL=+177.5 ETH
+  - fuzz-b4-026.csv: PnL=+169.6 ETH
+  - fuzz-b4-027.csv: PnL=+163.4 ETH
+  - fuzz-b4-028.csv: PnL=+94.9 ETH
+  - fuzz-b4-029.csv: PnL=+149.7 ETH
+  - fuzz-b4-030.csv: PnL=+175.2 ETH
+
+
+## Batch 5: extra deep 5000 trades
+- Started: 2026-02-09 05:36 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=5000 runs=15
+- Completed: 2026-02-09 05:37 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 6: CI=10%
+- Started: 2026-02-09 05:37 UTC
+- Params: CI=100000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:38 UTC
+- Results: 10/30 profitable
+- Profitable runs:
+  - fuzz-b6-008.csv: PnL=+182.2 ETH
+  - fuzz-b6-010.csv: PnL=+50.0 ETH
+  - fuzz-b6-014.csv: PnL=+179.3 ETH
+  - fuzz-b6-016.csv: PnL=+19.2 ETH
+  - fuzz-b6-017.csv: PnL=+176.8 ETH
+  - fuzz-b6-020.csv: PnL=+16.6 ETH
+  - fuzz-b6-022.csv: PnL=+177.8 ETH
+  - fuzz-b6-023.csv: PnL=+180.3 ETH
+  - fuzz-b6-024.csv: PnL=+180.6 ETH
+  - fuzz-b6-027.csv: PnL=+180.4 ETH
+
+
+## Batch 7: mid AS=30% AW=40
+- Started: 2026-02-09 05:38 UTC
+- Params: CI=0 AS=300000000000000000 AW=40 DD=500000000000000000 buybias=60 trades=2000 runs=30
+- Completed: 2026-02-09 05:38 UTC
+- Results: 26/30 profitable
+- Profitable runs:
+  - fuzz-b7-001.csv: PnL=+175.4 ETH
+  - fuzz-b7-002.csv: PnL=+178.1 ETH
+  - fuzz-b7-003.csv: PnL=+170.3 ETH
+  - fuzz-b7-004.csv: PnL=+60.9 ETH
+  - fuzz-b7-005.csv: PnL=+80.8 ETH
+  - fuzz-b7-006.csv: PnL=+134.9 ETH
+  - fuzz-b7-007.csv: PnL=+179.0 ETH
+  - fuzz-b7-008.csv: PnL=+179.4 ETH
+  - fuzz-b7-009.csv: PnL=+179.6 ETH
+  - fuzz-b7-011.csv: PnL=+168.2 ETH
+  - fuzz-b7-012.csv: PnL=+182.2 ETH
+  - fuzz-b7-013.csv: PnL=+179.6 ETH
+  - fuzz-b7-014.csv: PnL=+174.4 ETH
+  - fuzz-b7-015.csv: PnL=+181.3 ETH
+  - fuzz-b7-016.csv: PnL=+182.0 ETH
+  - fuzz-b7-018.csv: PnL=+180.1 ETH
+  - fuzz-b7-019.csv: PnL=+174.0 ETH
+  - fuzz-b7-020.csv: PnL=+178.1 ETH
+  - fuzz-b7-021.csv: PnL=+40.9 ETH
+  - fuzz-b7-022.csv: PnL=+30.7 ETH
+  - fuzz-b7-024.csv: PnL=+182.8 ETH
+  - fuzz-b7-025.csv: PnL=+168.2 ETH
+  - fuzz-b7-026.csv: PnL=+182.6 ETH
+  - fuzz-b7-027.csv: PnL=+178.0 ETH
+  - fuzz-b7-028.csv: PnL=+177.0 ETH
+  - fuzz-b7-030.csv: PnL=+182.7 ETH
+
+
+## Batch 8: high AS=100% AW=80
+- Started: 2026-02-09 05:38 UTC
+- Params: CI=0 AS=1000000000000000000 AW=80 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:39 UTC
+- Results: 30/30 profitable
+- Profitable runs:
+  - fuzz-b8-001.csv: PnL=+154.9 ETH
+  - fuzz-b8-002.csv: PnL=+150.3 ETH
+  - fuzz-b8-003.csv: PnL=+178.5 ETH
+  - fuzz-b8-004.csv: PnL=+172.0 ETH
+  - fuzz-b8-005.csv: PnL=+178.8 ETH
+  - fuzz-b8-006.csv: PnL=+140.0 ETH
+  - fuzz-b8-007.csv: PnL=+174.3 ETH
+  - fuzz-b8-008.csv: PnL=+160.7 ETH
+  - fuzz-b8-009.csv: PnL=+166.8 ETH
+  - fuzz-b8-010.csv: PnL=+176.1 ETH
+  - fuzz-b8-011.csv: PnL=+147.9 ETH
+  - fuzz-b8-012.csv: PnL=+164.9 ETH
+  - fuzz-b8-013.csv: PnL=+175.3 ETH
+  - fuzz-b8-014.csv: PnL=+167.5 ETH
+  - fuzz-b8-015.csv: PnL=+165.6 ETH
+  - fuzz-b8-016.csv: PnL=+153.9 ETH
+  - fuzz-b8-017.csv: PnL=+147.4 ETH
+  - fuzz-b8-018.csv: PnL=+172.6 ETH
+  - fuzz-b8-019.csv: PnL=+173.9 ETH
+  - fuzz-b8-020.csv: PnL=+142.7 ETH
+  - fuzz-b8-021.csv: PnL=+150.1 ETH
+  - fuzz-b8-022.csv: PnL=+153.6 ETH
+  - fuzz-b8-023.csv: PnL=+169.7 ETH
+  - fuzz-b8-024.csv: PnL=+158.7 ETH
+  - fuzz-b8-025.csv: PnL=+162.8 ETH
+  - fuzz-b8-026.csv: PnL=+169.7 ETH
+  - fuzz-b8-027.csv: PnL=+180.6 ETH
+  - fuzz-b8-028.csv: PnL=+160.8 ETH
+  - fuzz-b8-029.csv: PnL=+155.9 ETH
+  - fuzz-b8-030.csv: PnL=+27.1 ETH
+
+
+## Batch 9: low DD=10%
+- Started: 2026-02-09 05:39 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=100000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:40 UTC
+- Results: 11/30 profitable
+- Profitable runs:
+  - fuzz-b9-004.csv: PnL=+180.1 ETH
+  - fuzz-b9-005.csv: PnL=+18.2 ETH
+  - fuzz-b9-006.csv: PnL=+174.8 ETH
+  - fuzz-b9-008.csv: PnL=+40.4 ETH
+  - fuzz-b9-010.csv: PnL=+63.8 ETH
+  - fuzz-b9-013.csv: PnL=+71.9 ETH
+  - fuzz-b9-015.csv: PnL=+64.7 ETH
+  - fuzz-b9-020.csv: PnL=+97.6 ETH
+  - fuzz-b9-022.csv: PnL=+31.0 ETH
+  - fuzz-b9-027.csv: PnL=+83.3 ETH
+  - fuzz-b9-029.csv: PnL=+43.7 ETH
+
+
+## Batch 10: high DD=100%
+- Started: 2026-02-09 05:40 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=1000000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:41 UTC
+- Results: 7/30 profitable
+- Profitable runs:
+  - fuzz-b10-010.csv: PnL=+139.5 ETH
+  - fuzz-b10-012.csv: PnL=+142.7 ETH
+  - fuzz-b10-015.csv: PnL=+78.4 ETH
+  - fuzz-b10-016.csv: PnL=+1.6 ETH
+  - fuzz-b10-020.csv: PnL=+53.4 ETH
+  - fuzz-b10-022.csv: PnL=+180.0 ETH
+  - fuzz-b10-024.csv: PnL=+62.5 ETH
+
+
+## Batch 11: 3000 trades
+- Started: 2026-02-09 05:41 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=3000 runs=20
+- Completed: 2026-02-09 05:41 UTC
+- Results: 10/20 profitable
+- Profitable runs:
+  - fuzz-b11-002.csv: PnL=+172.5 ETH
+  - fuzz-b11-004.csv: PnL=+145.3 ETH
+  - fuzz-b11-005.csv: PnL=+17.7 ETH
+  - fuzz-b11-006.csv: PnL=+139.2 ETH
+  - fuzz-b11-007.csv: PnL=+18.5 ETH
+  - fuzz-b11-009.csv: PnL=+170.5 ETH
+  - fuzz-b11-012.csv: PnL=+2.2 ETH
+  - fuzz-b11-013.csv: PnL=+89.0 ETH
+  - fuzz-b11-014.csv: PnL=+170.3 ETH
+  - fuzz-b11-016.csv: PnL=+8.2 ETH
+
+
+## Batch 12: extreme buy 90%
+- Started: 2026-02-09 05:41 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=90 trades=2000 runs=30
+- Completed: 2026-02-09 05:42 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 13: CI=20%
+- Started: 2026-02-09 05:42 UTC
+- Params: CI=200000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:43 UTC
+- Results: 23/30 profitable
+- Profitable runs:
+  - fuzz-b13-001.csv: PnL=+179.9 ETH
+  - fuzz-b13-002.csv: PnL=+150.3 ETH
+  - fuzz-b13-003.csv: PnL=+43.6 ETH
+  - fuzz-b13-004.csv: PnL=+178.4 ETH
+  - fuzz-b13-006.csv: PnL=+182.0 ETH
+  - fuzz-b13-007.csv: PnL=+178.8 ETH
+  - fuzz-b13-009.csv: PnL=+177.4 ETH
+  - fuzz-b13-010.csv: PnL=+182.5 ETH
+  - fuzz-b13-012.csv: PnL=+176.3 ETH
+  - fuzz-b13-014.csv: PnL=+0.8 ETH
+  - fuzz-b13-015.csv: PnL=+108.1 ETH
+  - fuzz-b13-016.csv: PnL=+33.5 ETH
+  - fuzz-b13-017.csv: PnL=+2.7 ETH
+  - fuzz-b13-018.csv: PnL=+181.4 ETH
+  - fuzz-b13-019.csv: PnL=+169.9 ETH
+  - fuzz-b13-022.csv: PnL=+178.1 ETH
+  - fuzz-b13-023.csv: PnL=+93.6 ETH
+  - fuzz-b13-025.csv: PnL=+173.9 ETH
+  - fuzz-b13-026.csv: PnL=+183.0 ETH
+  - fuzz-b13-027.csv: PnL=+183.1 ETH
+  - fuzz-b13-028.csv: PnL=+179.2 ETH
+  - fuzz-b13-029.csv: PnL=+172.7 ETH
+  - fuzz-b13-030.csv: PnL=+134.8 ETH
+
+
+## Batch 14: max AW=100
+- Started: 2026-02-09 05:43 UTC
+- Params: CI=0 AS=100000000000000000 AW=100 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:44 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 15: baseline repeat
+- Started: 2026-02-09 05:44 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:44 UTC
+- Results: 6/30 profitable
+- Profitable runs:
+  - fuzz-b15-001.csv: PnL=+129.0 ETH
+  - fuzz-b15-003.csv: PnL=+174.4 ETH
+  - fuzz-b15-009.csv: PnL=+177.2 ETH
+  - fuzz-b15-013.csv: PnL=+123.3 ETH
+  - fuzz-b15-017.csv: PnL=+175.3 ETH
+  - fuzz-b15-025.csv: PnL=+129.4 ETH
+
+
+## Batch 16: AS=20% AW=30
+- Started: 2026-02-09 05:44 UTC
+- Params: CI=0 AS=200000000000000000 AW=30 DD=500000000000000000 buybias=55 trades=2000 runs=30
+- Completed: 2026-02-09 05:45 UTC
+- Results: 22/30 profitable
+- Profitable runs:
+  - fuzz-b16-002.csv: PnL=+68.7 ETH
+  - fuzz-b16-003.csv: PnL=+183.6 ETH
+  - fuzz-b16-004.csv: PnL=+174.6 ETH
+  - fuzz-b16-005.csv: PnL=+80.6 ETH
+  - fuzz-b16-006.csv: PnL=+180.0 ETH
+  - fuzz-b16-007.csv: PnL=+72.9 ETH
+  - fuzz-b16-009.csv: PnL=+179.4 ETH
+  - fuzz-b16-010.csv: PnL=+166.8 ETH
+  - fuzz-b16-011.csv: PnL=+60.0 ETH
+  - fuzz-b16-014.csv: PnL=+97.3 ETH
+  - fuzz-b16-015.csv: PnL=+88.7 ETH
+  - fuzz-b16-017.csv: PnL=+181.5 ETH
+  - fuzz-b16-018.csv: PnL=+177.6 ETH
+  - fuzz-b16-019.csv: PnL=+168.7 ETH
+  - fuzz-b16-021.csv: PnL=+43.2 ETH
+  - fuzz-b16-022.csv: PnL=+127.2 ETH
+  - fuzz-b16-023.csv: PnL=+34.2 ETH
+  - fuzz-b16-025.csv: PnL=+41.0 ETH
+  - fuzz-b16-027.csv: PnL=+179.3 ETH
+  - fuzz-b16-028.csv: PnL=+169.5 ETH
+  - fuzz-b16-029.csv: PnL=+50.8 ETH
+  - fuzz-b16-030.csv: PnL=+155.8 ETH
+
+
+## Batch 17: CI=5%
+- Started: 2026-02-09 05:45 UTC
+- Params: CI=50000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 05:46 UTC
+- Results: 9/30 profitable
+- Profitable runs:
+  - fuzz-b17-004.csv: PnL=+42.7 ETH
+  - fuzz-b17-005.csv: PnL=+154.7 ETH
+  - fuzz-b17-008.csv: PnL=+60.9 ETH
+  - fuzz-b17-009.csv: PnL=+62.2 ETH
+  - fuzz-b17-019.csv: PnL=+9.7 ETH
+  - fuzz-b17-020.csv: PnL=+169.6 ETH
+  - fuzz-b17-022.csv: PnL=+123.8 ETH
+  - fuzz-b17-027.csv: PnL=+117.6 ETH
+  - fuzz-b17-030.csv: PnL=+116.0 ETH
+
+
+## Batch 18: 4000 trades
+- Started: 2026-02-09 05:46 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=4000 runs=15
+- Completed: 2026-02-09 05:46 UTC
+- Results: 2/15 profitable
+- Profitable runs:
+  - fuzz-b18-002.csv: PnL=+168.6 ETH
+  - fuzz-b18-009.csv: PnL=+80.6 ETH
+
+
+## Batch 19: 3000 trades buybias=65
+- Started: 2026-02-09 05:46 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=65 trades=3000 runs=20
+- Completed: 2026-02-09 05:47 UTC
+- Results: 1/20 profitable
+- Profitable runs:
+  - fuzz-b19-012.csv: PnL=+175.5 ETH
+
+
+## Batch 20: baseline big batch
+- Started: 2026-02-09 05:47 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=50
+- Completed: 2026-02-09 05:48 UTC
+- Results: 11/50 profitable
+- Profitable runs:
+  - fuzz-b20-005.csv: PnL=+34.9 ETH
+  - fuzz-b20-007.csv: PnL=+106.6 ETH
+  - fuzz-b20-017.csv: PnL=+175.4 ETH
+  - fuzz-b20-020.csv: PnL=+179.5 ETH
+  - fuzz-b20-023.csv: PnL=+48.5 ETH
+  - fuzz-b20-027.csv: PnL=+26.9 ETH
+  - fuzz-b20-029.csv: PnL=+30.2 ETH
+  - fuzz-b20-030.csv: PnL=+177.1 ETH
+  - fuzz-b20-034.csv: PnL=+177.6 ETH
+  - fuzz-b20-044.csv: PnL=+77.1 ETH
+  - fuzz-b20-048.csv: PnL=+127.4 ETH
+
+
+## Search Complete
+All batches finished: 2026-02-09 05:48 UTC
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 08:40 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-09 08:40 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 3: sell-heavy CI=0
+- Started: 2026-02-09 08:40 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=30 trades=2000 runs=30
+- Completed: 2026-02-09 08:41 UTC
+- Results: 19/30 profitable
+- Profitable runs:
+  - fuzz-b3-001.csv: PnL=+40.0 ETH
+  - fuzz-b3-003.csv: PnL=+178.9 ETH
+  - fuzz-b3-004.csv: PnL=+179.0 ETH
+  - fuzz-b3-005.csv: PnL=+177.3 ETH
+  - fuzz-b3-008.csv: PnL=+175.6 ETH
+  - fuzz-b3-009.csv: PnL=+23.3 ETH
+  - fuzz-b3-012.csv: PnL=+170.8 ETH
+  - fuzz-b3-014.csv: PnL=+45.5 ETH
+  - fuzz-b3-015.csv: PnL=+74.3 ETH
+  - fuzz-b3-016.csv: PnL=+175.5 ETH
+  - fuzz-b3-017.csv: PnL=+20.0 ETH
+  - fuzz-b3-020.csv: PnL=+47.6 ETH
+  - fuzz-b3-021.csv: PnL=+35.4 ETH
+  - fuzz-b3-023.csv: PnL=+29.6 ETH
+  - fuzz-b3-025.csv: PnL=+128.0 ETH
+  - fuzz-b3-027.csv: PnL=+169.5 ETH
+  - fuzz-b3-028.csv: PnL=+173.6 ETH
+  - fuzz-b3-029.csv: PnL=+26.9 ETH
+  - fuzz-b3-030.csv: PnL=+175.9 ETH
+
+
+## Batch 4: wider AS=50% AW=50
+- Started: 2026-02-09 08:41 UTC
+- Params: CI=0 AS=500000000000000000 AW=50 DD=500000000000000000 buybias=50 trades=2000 runs=30
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 08:59 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-09 09:00 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 3: sell-heavy CI=0
+- Started: 2026-02-09 09:00 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=30 trades=2000 runs=30
+- Completed: 2026-02-09 09:01 UTC
+- Results: 9/30 profitable
+- Profitable runs:
+  - fuzz-b3-005.csv: PnL=+93.1 ETH
+  - fuzz-b3-006.csv: PnL=+154.9 ETH
+  - fuzz-b3-012.csv: PnL=+67.1 ETH
+  - fuzz-b3-015.csv: PnL=+26.3 ETH
+  - fuzz-b3-021.csv: PnL=+171.0 ETH
+  - fuzz-b3-022.csv: PnL=+15.4 ETH
+  - fuzz-b3-023.csv: PnL=+62.6 ETH
+  - fuzz-b3-028.csv: PnL=+7.4 ETH
+  - fuzz-b3-030.csv: PnL=+13.2 ETH
+
+
+## Batch 4: wider AS=50% AW=50
+- Started: 2026-02-09 09:01 UTC
+- Params: CI=0 AS=500000000000000000 AW=50 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:02 UTC
+- Results: 25/30 profitable
+- Profitable runs:
+  - fuzz-b4-001.csv: PnL=+166.4 ETH
+  - fuzz-b4-002.csv: PnL=+174.4 ETH
+  - fuzz-b4-003.csv: PnL=+165.9 ETH
+  - fuzz-b4-005.csv: PnL=+153.7 ETH
+  - fuzz-b4-006.csv: PnL=+171.7 ETH
+  - fuzz-b4-008.csv: PnL=+140.2 ETH
+  - fuzz-b4-009.csv: PnL=+169.9 ETH
+  - fuzz-b4-011.csv: PnL=+13.5 ETH
+  - fuzz-b4-013.csv: PnL=+143.1 ETH
+  - fuzz-b4-014.csv: PnL=+84.5 ETH
+  - fuzz-b4-016.csv: PnL=+167.7 ETH
+  - fuzz-b4-017.csv: PnL=+159.5 ETH
+  - fuzz-b4-018.csv: PnL=+158.3 ETH
+  - fuzz-b4-019.csv: PnL=+175.9 ETH
+  - fuzz-b4-020.csv: PnL=+162.7 ETH
+  - fuzz-b4-021.csv: PnL=+50.8 ETH
+  - fuzz-b4-022.csv: PnL=+37.4 ETH
+  - fuzz-b4-023.csv: PnL=+173.1 ETH
+  - fuzz-b4-024.csv: PnL=+144.0 ETH
+  - fuzz-b4-025.csv: PnL=+170.6 ETH
+  - fuzz-b4-026.csv: PnL=+143.6 ETH
+  - fuzz-b4-027.csv: PnL=+158.6 ETH
+  - fuzz-b4-028.csv: PnL=+1.2 ETH
+  - fuzz-b4-029.csv: PnL=+163.2 ETH
+  - fuzz-b4-030.csv: PnL=+169.3 ETH
+
+
+## Batch 5: extra deep 5000 trades
+- Started: 2026-02-09 09:02 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=5000 runs=15
+- Completed: 2026-02-09 09:02 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 6: CI=10%
+- Started: 2026-02-09 09:02 UTC
+- Params: CI=100000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:03 UTC
+- Results: 7/30 profitable
+- Profitable runs:
+  - fuzz-b6-001.csv: PnL=+47.2 ETH
+  - fuzz-b6-004.csv: PnL=+27.4 ETH
+  - fuzz-b6-007.csv: PnL=+1.4 ETH
+  - fuzz-b6-009.csv: PnL=+172.9 ETH
+  - fuzz-b6-018.csv: PnL=+18.2 ETH
+  - fuzz-b6-026.csv: PnL=+159.8 ETH
+  - fuzz-b6-030.csv: PnL=+72.9 ETH
+
+
+## Batch 7: mid AS=30% AW=40
+- Started: 2026-02-09 09:03 UTC
+- Params: CI=0 AS=300000000000000000 AW=40 DD=500000000000000000 buybias=60 trades=2000 runs=30
+- Completed: 2026-02-09 09:04 UTC
+- Results: 20/30 profitable
+- Profitable runs:
+  - fuzz-b7-001.csv: PnL=+165.1 ETH
+  - fuzz-b7-002.csv: PnL=+40.7 ETH
+  - fuzz-b7-004.csv: PnL=+179.7 ETH
+  - fuzz-b7-005.csv: PnL=+21.0 ETH
+  - fuzz-b7-009.csv: PnL=+12.3 ETH
+  - fuzz-b7-010.csv: PnL=+63.6 ETH
+  - fuzz-b7-011.csv: PnL=+53.0 ETH
+  - fuzz-b7-012.csv: PnL=+92.0 ETH
+  - fuzz-b7-013.csv: PnL=+76.6 ETH
+  - fuzz-b7-014.csv: PnL=+157.9 ETH
+  - fuzz-b7-015.csv: PnL=+2.9 ETH
+  - fuzz-b7-016.csv: PnL=+41.1 ETH
+  - fuzz-b7-017.csv: PnL=+10.1 ETH
+  - fuzz-b7-018.csv: PnL=+13.8 ETH
+  - fuzz-b7-020.csv: PnL=+129.0 ETH
+  - fuzz-b7-026.csv: PnL=+183.7 ETH
+  - fuzz-b7-027.csv: PnL=+83.3 ETH
+  - fuzz-b7-028.csv: PnL=+158.9 ETH
+  - fuzz-b7-029.csv: PnL=+169.0 ETH
+  - fuzz-b7-030.csv: PnL=+65.4 ETH
+
+
+## Batch 8: high AS=100% AW=80
+- Started: 2026-02-09 09:04 UTC
+- Params: CI=0 AS=1000000000000000000 AW=80 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:05 UTC
+- Results: 30/30 profitable
+- Profitable runs:
+  - fuzz-b8-001.csv: PnL=+166.7 ETH
+  - fuzz-b8-002.csv: PnL=+161.9 ETH
+  - fuzz-b8-003.csv: PnL=+162.3 ETH
+  - fuzz-b8-004.csv: PnL=+152.0 ETH
+  - fuzz-b8-005.csv: PnL=+166.4 ETH
+  - fuzz-b8-006.csv: PnL=+170.8 ETH
+  - fuzz-b8-007.csv: PnL=+170.8 ETH
+  - fuzz-b8-008.csv: PnL=+162.5 ETH
+  - fuzz-b8-009.csv: PnL=+143.5 ETH
+  - fuzz-b8-010.csv: PnL=+157.1 ETH
+  - fuzz-b8-011.csv: PnL=+177.0 ETH
+  - fuzz-b8-012.csv: PnL=+161.0 ETH
+  - fuzz-b8-013.csv: PnL=+173.9 ETH
+  - fuzz-b8-014.csv: PnL=+161.0 ETH
+  - fuzz-b8-015.csv: PnL=+143.0 ETH
+  - fuzz-b8-016.csv: PnL=+151.6 ETH
+  - fuzz-b8-017.csv: PnL=+175.7 ETH
+  - fuzz-b8-018.csv: PnL=+163.2 ETH
+  - fuzz-b8-019.csv: PnL=+148.7 ETH
+  - fuzz-b8-020.csv: PnL=+148.5 ETH
+  - fuzz-b8-021.csv: PnL=+168.5 ETH
+  - fuzz-b8-022.csv: PnL=+167.1 ETH
+  - fuzz-b8-023.csv: PnL=+149.3 ETH
+  - fuzz-b8-024.csv: PnL=+82.3 ETH
+  - fuzz-b8-025.csv: PnL=+174.6 ETH
+  - fuzz-b8-026.csv: PnL=+176.8 ETH
+  - fuzz-b8-027.csv: PnL=+171.2 ETH
+  - fuzz-b8-028.csv: PnL=+143.4 ETH
+  - fuzz-b8-029.csv: PnL=+172.3 ETH
+  - fuzz-b8-030.csv: PnL=+141.6 ETH
+
+
+## Batch 9: low DD=10%
+- Started: 2026-02-09 09:05 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=100000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:05 UTC
+- Results: 1/30 profitable
+- Profitable runs:
+  - fuzz-b9-008.csv: PnL=+171.3 ETH
+
+
+## Batch 10: high DD=100%
+- Started: 2026-02-09 09:05 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=1000000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:06 UTC
+- Results: 2/30 profitable
+- Profitable runs:
+  - fuzz-b10-016.csv: PnL=+55.3 ETH
+  - fuzz-b10-025.csv: PnL=+120.6 ETH
+
+
+## Batch 11: 3000 trades
+- Started: 2026-02-09 09:06 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=3000 runs=20
+- Completed: 2026-02-09 09:07 UTC
+- Results: 0/20 profitable
+- No profitable runs found
+
+
+## Batch 12: extreme buy 90%
+- Started: 2026-02-09 09:07 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=90 trades=2000 runs=30
+- Completed: 2026-02-09 09:07 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 13: CI=20%
+- Started: 2026-02-09 09:07 UTC
+- Params: CI=200000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:08 UTC
+- Results: 6/30 profitable
+- Profitable runs:
+  - fuzz-b13-002.csv: PnL=+36.8 ETH
+  - fuzz-b13-004.csv: PnL=+41.4 ETH
+  - fuzz-b13-010.csv: PnL=+26.6 ETH
+  - fuzz-b13-020.csv: PnL=+62.0 ETH
+  - fuzz-b13-026.csv: PnL=+33.5 ETH
+  - fuzz-b13-027.csv: PnL=+4.2 ETH
+
+
+## Batch 14: max AW=100
+- Started: 2026-02-09 09:08 UTC
+- Params: CI=0 AS=100000000000000000 AW=100 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:09 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 15: baseline repeat
+- Started: 2026-02-09 09:09 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:10 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 16: AS=20% AW=30
+- Started: 2026-02-09 09:10 UTC
+- Params: CI=0 AS=200000000000000000 AW=30 DD=500000000000000000 buybias=55 trades=2000 runs=30
+- Completed: 2026-02-09 09:11 UTC
+- Results: 7/30 profitable
+- Profitable runs:
+  - fuzz-b16-001.csv: PnL=+73.2 ETH
+  - fuzz-b16-009.csv: PnL=+173.4 ETH
+  - fuzz-b16-013.csv: PnL=+44.1 ETH
+  - fuzz-b16-015.csv: PnL=+13.5 ETH
+  - fuzz-b16-019.csv: PnL=+9.6 ETH
+  - fuzz-b16-022.csv: PnL=+173.2 ETH
+  - fuzz-b16-029.csv: PnL=+169.9 ETH
+
+
+## Batch 17: CI=5%
+- Started: 2026-02-09 09:11 UTC
+- Params: CI=50000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:11 UTC
+- Results: 3/30 profitable
+- Profitable runs:
+  - fuzz-b17-002.csv: PnL=+76.3 ETH
+  - fuzz-b17-012.csv: PnL=+11.5 ETH
+  - fuzz-b17-021.csv: PnL=+17.1 ETH
+
+
+## Batch 18: 4000 trades
+- Started: 2026-02-09 09:11 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=4000 runs=15
+- Completed: 2026-02-09 09:12 UTC
+- Results: 0/15 profitable
+- No profitable runs found
+
+
+## Batch 19: 3000 trades buybias=65
+- Started: 2026-02-09 09:12 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=65 trades=3000 runs=20
+- Completed: 2026-02-09 09:13 UTC
+- Results: 0/20 profitable
+- No profitable runs found
+
+
+## Batch 20: baseline big batch
+- Started: 2026-02-09 09:13 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=50
+- Completed: 2026-02-09 09:14 UTC
+- Results: 4/50 profitable
+- Profitable runs:
+  - fuzz-b20-025.csv: PnL=+117.4 ETH
+  - fuzz-b20-038.csv: PnL=+3.1 ETH
+  - fuzz-b20-046.csv: PnL=+94.7 ETH
+  - fuzz-b20-048.csv: PnL=+29.1 ETH
+
+
+## Search Complete
+All batches finished: 2026-02-09 09:14 UTC
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-09 09:17 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-09 09:18 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 3: sell-heavy CI=0
+- Started: 2026-02-09 09:18 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=30 trades=2000 runs=30
+- Completed: 2026-02-09 09:19 UTC
+- Results: 10/30 profitable
+- Profitable runs:
+  - fuzz-b3-002.csv: PnL=+94.1 ETH
+  - fuzz-b3-005.csv: PnL=+19.1 ETH
+  - fuzz-b3-006.csv: PnL=+165.2 ETH
+  - fuzz-b3-007.csv: PnL=+174.0 ETH
+  - fuzz-b3-011.csv: PnL=+0.7 ETH
+  - fuzz-b3-012.csv: PnL=+1.4 ETH
+  - fuzz-b3-021.csv: PnL=+92.8 ETH
+  - fuzz-b3-023.csv: PnL=+175.8 ETH
+  - fuzz-b3-029.csv: PnL=+48.0 ETH
+  - fuzz-b3-030.csv: PnL=+171.7 ETH
+
+
+## Batch 4: wider AS=50% AW=50
+- Started: 2026-02-09 09:19 UTC
+- Params: CI=0 AS=500000000000000000 AW=50 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:20 UTC
+- Results: 25/30 profitable
+- Profitable runs:
+  - fuzz-b4-001.csv: PnL=+166.6 ETH
+  - fuzz-b4-002.csv: PnL=+173.2 ETH
+  - fuzz-b4-003.csv: PnL=+179.9 ETH
+  - fuzz-b4-004.csv: PnL=+171.8 ETH
+  - fuzz-b4-005.csv: PnL=+177.3 ETH
+  - fuzz-b4-006.csv: PnL=+171.3 ETH
+  - fuzz-b4-007.csv: PnL=+51.0 ETH
+  - fuzz-b4-008.csv: PnL=+166.5 ETH
+  - fuzz-b4-009.csv: PnL=+178.6 ETH
+  - fuzz-b4-010.csv: PnL=+177.7 ETH
+  - fuzz-b4-011.csv: PnL=+175.5 ETH
+  - fuzz-b4-012.csv: PnL=+5.4 ETH
+  - fuzz-b4-013.csv: PnL=+179.3 ETH
+  - fuzz-b4-015.csv: PnL=+173.8 ETH
+  - fuzz-b4-016.csv: PnL=+157.5 ETH
+  - fuzz-b4-019.csv: PnL=+43.4 ETH
+  - fuzz-b4-022.csv: PnL=+75.0 ETH
+  - fuzz-b4-023.csv: PnL=+74.1 ETH
+  - fuzz-b4-024.csv: PnL=+169.1 ETH
+  - fuzz-b4-025.csv: PnL=+172.5 ETH
+  - fuzz-b4-026.csv: PnL=+172.2 ETH
+  - fuzz-b4-027.csv: PnL=+168.8 ETH
+  - fuzz-b4-028.csv: PnL=+128.4 ETH
+  - fuzz-b4-029.csv: PnL=+170.5 ETH
+  - fuzz-b4-030.csv: PnL=+61.1 ETH
+
+
+## Batch 5: extra deep 5000 trades
+- Started: 2026-02-09 09:20 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=5000 runs=15
+- Completed: 2026-02-09 09:21 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 6: CI=10%
+- Started: 2026-02-09 09:21 UTC
+- Params: CI=100000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:21 UTC
+- Results: 5/30 profitable
+- Profitable runs:
+  - fuzz-b6-012.csv: PnL=+181.0 ETH
+  - fuzz-b6-018.csv: PnL=+68.3 ETH
+  - fuzz-b6-021.csv: PnL=+13.5 ETH
+  - fuzz-b6-022.csv: PnL=+51.9 ETH
+  - fuzz-b6-024.csv: PnL=+74.5 ETH
+
+
+## Batch 7: mid AS=30% AW=40
+- Started: 2026-02-09 09:21 UTC
+- Params: CI=0 AS=300000000000000000 AW=40 DD=500000000000000000 buybias=60 trades=2000 runs=30
+- Completed: 2026-02-09 09:22 UTC
+- Results: 18/30 profitable
+- Profitable runs:
+  - fuzz-b7-002.csv: PnL=+34.4 ETH
+  - fuzz-b7-006.csv: PnL=+36.4 ETH
+  - fuzz-b7-007.csv: PnL=+176.2 ETH
+  - fuzz-b7-008.csv: PnL=+11.5 ETH
+  - fuzz-b7-009.csv: PnL=+24.7 ETH
+  - fuzz-b7-010.csv: PnL=+172.7 ETH
+  - fuzz-b7-013.csv: PnL=+181.9 ETH
+  - fuzz-b7-014.csv: PnL=+157.1 ETH
+  - fuzz-b7-015.csv: PnL=+172.7 ETH
+  - fuzz-b7-016.csv: PnL=+151.0 ETH
+  - fuzz-b7-017.csv: PnL=+65.1 ETH
+  - fuzz-b7-018.csv: PnL=+167.1 ETH
+  - fuzz-b7-019.csv: PnL=+164.1 ETH
+  - fuzz-b7-021.csv: PnL=+180.6 ETH
+  - fuzz-b7-022.csv: PnL=+174.6 ETH
+  - fuzz-b7-027.csv: PnL=+45.4 ETH
+  - fuzz-b7-028.csv: PnL=+36.5 ETH
+  - fuzz-b7-030.csv: PnL=+6.9 ETH
+
+
+## Batch 8: high AS=100% AW=80
+- Started: 2026-02-09 09:22 UTC
+- Params: CI=0 AS=1000000000000000000 AW=80 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:23 UTC
+- Results: 30/30 profitable
+- Profitable runs:
+  - fuzz-b8-001.csv: PnL=+174.7 ETH
+  - fuzz-b8-002.csv: PnL=+171.8 ETH
+  - fuzz-b8-003.csv: PnL=+167.4 ETH
+  - fuzz-b8-004.csv: PnL=+181.2 ETH
+  - fuzz-b8-005.csv: PnL=+177.8 ETH
+  - fuzz-b8-006.csv: PnL=+177.3 ETH
+  - fuzz-b8-007.csv: PnL=+65.7 ETH
+  - fuzz-b8-008.csv: PnL=+178.1 ETH
+  - fuzz-b8-009.csv: PnL=+170.3 ETH
+  - fuzz-b8-010.csv: PnL=+19.4 ETH
+  - fuzz-b8-011.csv: PnL=+176.7 ETH
+  - fuzz-b8-012.csv: PnL=+173.8 ETH
+  - fuzz-b8-013.csv: PnL=+1.7 ETH
+  - fuzz-b8-014.csv: PnL=+166.7 ETH
+  - fuzz-b8-015.csv: PnL=+179.6 ETH
+  - fuzz-b8-016.csv: PnL=+152.6 ETH
+  - fuzz-b8-017.csv: PnL=+166.2 ETH
+  - fuzz-b8-018.csv: PnL=+156.4 ETH
+  - fuzz-b8-019.csv: PnL=+169.6 ETH
+  - fuzz-b8-020.csv: PnL=+64.7 ETH
+  - fuzz-b8-021.csv: PnL=+179.9 ETH
+  - fuzz-b8-022.csv: PnL=+177.5 ETH
+  - fuzz-b8-023.csv: PnL=+158.6 ETH
+  - fuzz-b8-024.csv: PnL=+169.5 ETH
+  - fuzz-b8-025.csv: PnL=+180.3 ETH
+  - fuzz-b8-026.csv: PnL=+166.4 ETH
+  - fuzz-b8-027.csv: PnL=+176.5 ETH
+  - fuzz-b8-028.csv: PnL=+151.3 ETH
+  - fuzz-b8-029.csv: PnL=+86.5 ETH
+  - fuzz-b8-030.csv: PnL=+167.8 ETH
+
+
+## Batch 9: low DD=10%
+- Started: 2026-02-09 09:23 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=100000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:24 UTC
+- Results: 2/30 profitable
+- Profitable runs:
+  - fuzz-b9-006.csv: PnL=+176.5 ETH
+  - fuzz-b9-023.csv: PnL=+159.8 ETH
+
+
+## Batch 10: high DD=100%
+- Started: 2026-02-09 09:24 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=1000000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:24 UTC
+- Results: 1/30 profitable
+- Profitable runs:
+  - fuzz-b10-021.csv: PnL=+176.2 ETH
+
+
+## Batch 11: 3000 trades
+- Started: 2026-02-09 09:24 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=3000 runs=20
+- Completed: 2026-02-09 09:25 UTC
+- Results: 0/20 profitable
+- No profitable runs found
+
+
+## Batch 12: extreme buy 90%
+- Started: 2026-02-09 09:25 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=90 trades=2000 runs=30
+- Completed: 2026-02-09 09:25 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 13: CI=20%
+- Started: 2026-02-09 09:25 UTC
+- Params: CI=200000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:26 UTC
+- Results: 7/30 profitable
+- Profitable runs:
+  - fuzz-b13-001.csv: PnL=+18.4 ETH
+  - fuzz-b13-004.csv: PnL=+10.5 ETH
+  - fuzz-b13-008.csv: PnL=+69.9 ETH
+  - fuzz-b13-011.csv: PnL=+117.3 ETH
+  - fuzz-b13-014.csv: PnL=+2.3 ETH
+  - fuzz-b13-024.csv: PnL=+14.9 ETH
+  - fuzz-b13-027.csv: PnL=+71.0 ETH
+
+
+## Batch 14: max AW=100
+- Started: 2026-02-09 09:26 UTC
+- Params: CI=0 AS=100000000000000000 AW=100 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:27 UTC
+- Results: 8/30 profitable
+- Profitable runs:
+  - fuzz-b14-002.csv: PnL=+166.3 ETH
+  - fuzz-b14-003.csv: PnL=+168.8 ETH
+  - fuzz-b14-004.csv: PnL=+149.4 ETH
+  - fuzz-b14-008.csv: PnL=+29.8 ETH
+  - fuzz-b14-010.csv: PnL=+20.3 ETH
+  - fuzz-b14-017.csv: PnL=+154.8 ETH
+  - fuzz-b14-022.csv: PnL=+147.2 ETH
+  - fuzz-b14-024.csv: PnL=+138.4 ETH
+
+
+## Batch 15: baseline repeat
+- Started: 2026-02-09 09:27 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:28 UTC
+- Results: 1/30 profitable
+- Profitable runs:
+  - fuzz-b15-026.csv: PnL=+44.1 ETH
+
+
+## Batch 16: AS=20% AW=30
+- Started: 2026-02-09 09:28 UTC
+- Params: CI=0 AS=200000000000000000 AW=30 DD=500000000000000000 buybias=55 trades=2000 runs=30
+- Completed: 2026-02-09 09:29 UTC
+- Results: 8/30 profitable
+- Profitable runs:
+  - fuzz-b16-004.csv: PnL=+175.0 ETH
+  - fuzz-b16-016.csv: PnL=+87.7 ETH
+  - fuzz-b16-021.csv: PnL=+48.6 ETH
+  - fuzz-b16-022.csv: PnL=+10.9 ETH
+  - fuzz-b16-023.csv: PnL=+176.4 ETH
+  - fuzz-b16-026.csv: PnL=+4.2 ETH
+  - fuzz-b16-029.csv: PnL=+175.3 ETH
+  - fuzz-b16-030.csv: PnL=+172.0 ETH
+
+
+## Batch 17: CI=5%
+- Started: 2026-02-09 09:29 UTC
+- Params: CI=50000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-09 09:29 UTC
+- Results: 1/30 profitable
+- Profitable runs:
+  - fuzz-b17-030.csv: PnL=+94.8 ETH
+
+
+## Batch 18: 4000 trades
+- Started: 2026-02-09 09:29 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=4000 runs=15
+- Completed: 2026-02-09 09:30 UTC
+- Results: 2/15 profitable
+- Profitable runs:
+  - fuzz-b18-009.csv: PnL=+147.0 ETH
+  - fuzz-b18-012.csv: PnL=+32.3 ETH
+
+
+## Batch 19: 3000 trades buybias=65
+- Started: 2026-02-09 09:30 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=65 trades=3000 runs=20
+- Completed: 2026-02-09 09:31 UTC
+- Results: 0/20 profitable
+- No profitable runs found
+
+
+## Batch 20: baseline big batch
+- Started: 2026-02-09 09:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=50
+- Completed: 2026-02-09 09:32 UTC
+- Results: 1/50 profitable
+- Profitable runs:
+  - fuzz-b20-024.csv: PnL=+143.8 ETH
+
+
+## Search Complete
+All batches finished: 2026-02-09 09:32 UTC
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-10 09:31 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
+- Completed: 2026-02-10 09:32 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 3: sell-heavy CI=0
+- Started: 2026-02-10 09:32 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=30 trades=2000 runs=30
+- Completed: 2026-02-10 09:32 UTC
+- Results: 11/30 profitable
+- Profitable runs:
+  - fuzz-b3-002.csv: PnL=+39.0 ETH
+  - fuzz-b3-004.csv: PnL=+55.2 ETH
+  - fuzz-b3-005.csv: PnL=+33.3 ETH
+  - fuzz-b3-006.csv: PnL=+151.7 ETH
+  - fuzz-b3-007.csv: PnL=+57.1 ETH
+  - fuzz-b3-011.csv: PnL=+61.6 ETH
+  - fuzz-b3-012.csv: PnL=+172.0 ETH
+  - fuzz-b3-013.csv: PnL=+170.7 ETH
+  - fuzz-b3-023.csv: PnL=+11.2 ETH
+  - fuzz-b3-026.csv: PnL=+12.3 ETH
+  - fuzz-b3-029.csv: PnL=+173.1 ETH
+
+
+## Batch 4: wider AS=50% AW=50
+- Started: 2026-02-10 09:32 UTC
+- Params: CI=0 AS=500000000000000000 AW=50 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:33 UTC
+- Results: 24/30 profitable
+- Profitable runs:
+  - fuzz-b4-001.csv: PnL=+172.4 ETH
+  - fuzz-b4-002.csv: PnL=+49.5 ETH
+  - fuzz-b4-003.csv: PnL=+169.8 ETH
+  - fuzz-b4-004.csv: PnL=+157.1 ETH
+  - fuzz-b4-005.csv: PnL=+171.7 ETH
+  - fuzz-b4-006.csv: PnL=+163.0 ETH
+  - fuzz-b4-008.csv: PnL=+90.6 ETH
+  - fuzz-b4-009.csv: PnL=+169.4 ETH
+  - fuzz-b4-010.csv: PnL=+174.5 ETH
+  - fuzz-b4-011.csv: PnL=+160.6 ETH
+  - fuzz-b4-012.csv: PnL=+162.7 ETH
+  - fuzz-b4-013.csv: PnL=+170.5 ETH
+  - fuzz-b4-014.csv: PnL=+172.1 ETH
+  - fuzz-b4-015.csv: PnL=+164.9 ETH
+  - fuzz-b4-016.csv: PnL=+179.4 ETH
+  - fuzz-b4-017.csv: PnL=+170.7 ETH
+  - fuzz-b4-018.csv: PnL=+111.9 ETH
+  - fuzz-b4-019.csv: PnL=+176.8 ETH
+  - fuzz-b4-021.csv: PnL=+162.3 ETH
+  - fuzz-b4-023.csv: PnL=+11.7 ETH
+  - fuzz-b4-024.csv: PnL=+171.8 ETH
+  - fuzz-b4-026.csv: PnL=+99.0 ETH
+  - fuzz-b4-027.csv: PnL=+170.9 ETH
+  - fuzz-b4-029.csv: PnL=+95.0 ETH
+
+
+## Batch 5: extra deep 5000 trades
+- Started: 2026-02-10 09:33 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=5000 runs=15
+- Completed: 2026-02-10 09:34 UTC
+- Results: 0/0 profitable
+- No profitable runs found
+
+
+## Batch 6: CI=10%
+- Started: 2026-02-10 09:34 UTC
+- Params: CI=100000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:35 UTC
+- Results: 1/30 profitable
+- Profitable runs:
+  - fuzz-b6-021.csv: PnL=+129.7 ETH
+
+
+## Batch 7: mid AS=30% AW=40
+- Started: 2026-02-10 09:35 UTC
+- Params: CI=0 AS=300000000000000000 AW=40 DD=500000000000000000 buybias=60 trades=2000 runs=30
+- Completed: 2026-02-10 09:36 UTC
+- Results: 18/30 profitable
+- Profitable runs:
+  - fuzz-b7-001.csv: PnL=+175.9 ETH
+  - fuzz-b7-003.csv: PnL=+173.0 ETH
+  - fuzz-b7-004.csv: PnL=+140.6 ETH
+  - fuzz-b7-006.csv: PnL=+163.5 ETH
+  - fuzz-b7-007.csv: PnL=+173.3 ETH
+  - fuzz-b7-008.csv: PnL=+178.0 ETH
+  - fuzz-b7-009.csv: PnL=+176.9 ETH
+  - fuzz-b7-010.csv: PnL=+165.6 ETH
+  - fuzz-b7-011.csv: PnL=+70.4 ETH
+  - fuzz-b7-012.csv: PnL=+115.7 ETH
+  - fuzz-b7-016.csv: PnL=+33.3 ETH
+  - fuzz-b7-018.csv: PnL=+153.4 ETH
+  - fuzz-b7-019.csv: PnL=+58.9 ETH
+  - fuzz-b7-022.csv: PnL=+37.8 ETH
+  - fuzz-b7-023.csv: PnL=+165.6 ETH
+  - fuzz-b7-024.csv: PnL=+173.9 ETH
+  - fuzz-b7-025.csv: PnL=+172.1 ETH
+  - fuzz-b7-027.csv: PnL=+167.9 ETH
+
+
+## Batch 8: high AS=100% AW=80
+- Started: 2026-02-10 09:36 UTC
+- Params: CI=0 AS=1000000000000000000 AW=80 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:36 UTC
+- Results: 28/30 profitable
+- Profitable runs:
+  - fuzz-b8-001.csv: PnL=+167.5 ETH
+  - fuzz-b8-002.csv: PnL=+145.1 ETH
+  - fuzz-b8-003.csv: PnL=+177.5 ETH
+  - fuzz-b8-004.csv: PnL=+148.9 ETH
+  - fuzz-b8-006.csv: PnL=+173.3 ETH
+  - fuzz-b8-007.csv: PnL=+170.2 ETH
+  - fuzz-b8-008.csv: PnL=+170.9 ETH
+  - fuzz-b8-009.csv: PnL=+175.2 ETH
+  - fuzz-b8-010.csv: PnL=+176.0 ETH
+  - fuzz-b8-011.csv: PnL=+154.8 ETH
+  - fuzz-b8-012.csv: PnL=+166.5 ETH
+  - fuzz-b8-013.csv: PnL=+161.2 ETH
+  - fuzz-b8-014.csv: PnL=+149.1 ETH
+  - fuzz-b8-015.csv: PnL=+157.4 ETH
+  - fuzz-b8-016.csv: PnL=+168.2 ETH
+  - fuzz-b8-017.csv: PnL=+164.1 ETH
+  - fuzz-b8-018.csv: PnL=+169.1 ETH
+  - fuzz-b8-019.csv: PnL=+145.8 ETH
+  - fuzz-b8-020.csv: PnL=+124.1 ETH
+  - fuzz-b8-021.csv: PnL=+170.2 ETH
+  - fuzz-b8-022.csv: PnL=+15.0 ETH
+  - fuzz-b8-023.csv: PnL=+159.8 ETH
+  - fuzz-b8-024.csv: PnL=+160.5 ETH
+  - fuzz-b8-025.csv: PnL=+165.6 ETH
+  - fuzz-b8-026.csv: PnL=+164.7 ETH
+  - fuzz-b8-027.csv: PnL=+162.0 ETH
+  - fuzz-b8-028.csv: PnL=+83.2 ETH
+  - fuzz-b8-029.csv: PnL=+158.3 ETH
+
+
+## Batch 9: low DD=10%
+- Started: 2026-02-10 09:36 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=100000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:37 UTC
+- Results: 3/30 profitable
+- Profitable runs:
+  - fuzz-b9-007.csv: PnL=+168.8 ETH
+  - fuzz-b9-019.csv: PnL=+173.6 ETH
+  - fuzz-b9-021.csv: PnL=+7.7 ETH
+
+
+## Batch 10: high DD=100%
+- Started: 2026-02-10 09:37 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=1000000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:38 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 11: 3000 trades
+- Started: 2026-02-10 09:38 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=3000 runs=20
+- Completed: 2026-02-10 09:38 UTC
+- Results: 0/20 profitable
+- No profitable runs found
+
+
+## Batch 12: extreme buy 90%
+- Started: 2026-02-10 09:38 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=90 trades=2000 runs=30
+- Completed: 2026-02-10 09:39 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 13: CI=20%
+- Started: 2026-02-10 09:39 UTC
+- Params: CI=200000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:40 UTC
+- Results: 11/30 profitable
+- Profitable runs:
+  - fuzz-b13-001.csv: PnL=+38.8 ETH
+  - fuzz-b13-004.csv: PnL=+47.1 ETH
+  - fuzz-b13-009.csv: PnL=+171.4 ETH
+  - fuzz-b13-012.csv: PnL=+68.3 ETH
+  - fuzz-b13-013.csv: PnL=+120.8 ETH
+  - fuzz-b13-014.csv: PnL=+35.9 ETH
+  - fuzz-b13-015.csv: PnL=+0.2 ETH
+  - fuzz-b13-024.csv: PnL=+177.5 ETH
+  - fuzz-b13-025.csv: PnL=+178.9 ETH
+  - fuzz-b13-027.csv: PnL=+72.0 ETH
+  - fuzz-b13-028.csv: PnL=+178.3 ETH
+
+
+## Batch 14: max AW=100
+- Started: 2026-02-10 09:40 UTC
+- Params: CI=0 AS=100000000000000000 AW=100 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:41 UTC
+- Results: 0/30 profitable
+- No profitable runs found
+
+
+## Batch 15: baseline repeat
+- Started: 2026-02-10 09:41 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:41 UTC
+- Results: 1/30 profitable
+- Profitable runs:
+  - fuzz-b15-020.csv: PnL=+83.0 ETH
+
+
+## Batch 16: AS=20% AW=30
+- Started: 2026-02-10 09:41 UTC
+- Params: CI=0 AS=200000000000000000 AW=30 DD=500000000000000000 buybias=55 trades=2000 runs=30
+- Completed: 2026-02-10 09:42 UTC
+- Results: 12/30 profitable
+- Profitable runs:
+  - fuzz-b16-002.csv: PnL=+143.6 ETH
+  - fuzz-b16-006.csv: PnL=+170.0 ETH
+  - fuzz-b16-007.csv: PnL=+17.8 ETH
+  - fuzz-b16-008.csv: PnL=+44.7 ETH
+  - fuzz-b16-009.csv: PnL=+167.9 ETH
+  - fuzz-b16-013.csv: PnL=+164.0 ETH
+  - fuzz-b16-017.csv: PnL=+46.5 ETH
+  - fuzz-b16-019.csv: PnL=+3.3 ETH
+  - fuzz-b16-021.csv: PnL=+41.2 ETH
+  - fuzz-b16-023.csv: PnL=+29.8 ETH
+  - fuzz-b16-025.csv: PnL=+158.3 ETH
+  - fuzz-b16-030.csv: PnL=+6.9 ETH
+
+
+## Batch 17: CI=5%
+- Started: 2026-02-10 09:42 UTC
+- Params: CI=50000000000000000 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=30
+- Completed: 2026-02-10 09:43 UTC
+- Results: 3/30 profitable
+- Profitable runs:
+  - fuzz-b17-013.csv: PnL=+82.1 ETH
+  - fuzz-b17-014.csv: PnL=+8.9 ETH
+  - fuzz-b17-015.csv: PnL=+46.4 ETH
+
+
+## Batch 18: 4000 trades
+- Started: 2026-02-10 09:43 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=4000 runs=15
+- Completed: 2026-02-10 09:44 UTC
+- Results: 0/15 profitable
+- No profitable runs found
+
+
+## Batch 19: 3000 trades buybias=65
+- Started: 2026-02-10 09:44 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=65 trades=3000 runs=20
+- Completed: 2026-02-10 09:44 UTC
+- Results: 0/20 profitable
+- No profitable runs found
+
+
+## Batch 20: baseline big batch
+- Started: 2026-02-10 09:44 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=50 trades=2000 runs=50
+- Completed: 2026-02-10 09:45 UTC
+- Results: 0/50 profitable
+- No profitable runs found
+
+
+## Search Complete
+All batches finished: 2026-02-10 09:45 UTC
+
+## Adversarial Attack Campaign — 2026-02-10 09:45 UTC
+Target: CI=0 AS=10% AW=20 DD=50% (safe config)
+
+### Attack 1: extreme sell-heavy buybias=10
+Params: buybias=10 trades=2000 runs=30
+Result: **18/30 PROFITABLE** ❌
+
+### Attack 2: sell-bias=30 trades=3000 with staking
+Params: buybias=30 trades=3000 runs=20
+Result: **10/20 PROFITABLE** ❌
+
+### Attack 3: balanced 5000 trades
+Params: buybias=50 trades=5000 runs=15
+Result: 0/15 profitable ✅
+
+### Attack 4: sell-bias=20
+Params: buybias=20 trades=2000 runs=30
+Result: **17/30 PROFITABLE** ❌
+
+### Attack 5: buy-heavy 4000 trades (accumulate then dump)
+Params: buybias=70 trades=4000 runs=15
+Result: **9/15 PROFITABLE** ❌
+
+### Attack 6: sell-bias=15 trades=4000
+Params: buybias=15 trades=4000 runs=10
+Result: 0/10 profitable ✅
+
+### Attack 7: near-balanced buybias=45 trades=3000
+Params: buybias=45 trades=3000 runs=20
+Result: **12/20 PROFITABLE** ❌
+
+
+### Campaign Complete: 2026-02-10 09:50 UTC
+
+## Batch 2: buy-heavy CI=0
+- Started: 2026-02-10 15:45 UTC
+- Params: CI=0 AS=100000000000000000 AW=20 DD=500000000000000000 buybias=70 trades=2000 runs=30
diff --git a/onchain/analysis/KRAIKEN_RESEARCH_REPORT.md b/onchain/analysis/KRAIKEN_RESEARCH_REPORT.md
new file mode 100644
index 0000000..6ad4cb9
--- /dev/null
+++ b/onchain/analysis/KRAIKEN_RESEARCH_REPORT.md
@@ -0,0 +1,414 @@
+# KRAIKEN Floor & Optimizer Research Report
+
+**Period:** 2026-02-04 to 2026-02-12
+**Branch:** `fix/floor-ratchet` (primary), `feat/optimizer-v2-validation`
+**Authors:** Johann (design, direction) + Clawy (implementation, analysis)
+
+---
+
+## Table of Contents
+
+1. [Executive Summary](#1-executive-summary)
+2. [Critical Bugs Found & Fixed](#2-critical-bugs-found--fixed)
+3. [Floor Drain Vulnerability](#3-floor-drain-vulnerability)
+4. [VWAP Mirror Defense](#4-vwap-mirror-defense)
+5. [Parameter Space Safety Map](#5-parameter-space-safety-map)
+6. [Fee Revenue Analysis](#6-fee-revenue-analysis)
+7. [LP Competition Analysis](#7-lp-competition-analysis)
+8. [Optimizer Evolution (V1 → V2 → V3)](#8-optimizer-evolution-v1--v2--v3)
+9. [Staking Dynamics & Triangle Cycle](#9-staking-dynamics--triangle-cycle)
+10. [Remaining Work](#10-remaining-work)
+11. [Key Commits](#11-key-commits)
+12. [Appendix: Fuzzing Infrastructure](#appendix-fuzzing-infrastructure)
+
+---
+
+## 1. Executive Summary
+
+### What we discovered
+The KRAIKEN LiquidityManager had two critical math bugs and a fundamental floor placement vulnerability that allowed attackers to extract 100+ ETH per attack cycle. We fixed the bugs, designed a VWAP mirror defense, mapped the entire parameter safety space, and designed a new optimizer (V3) that uses Harberger staking signals to switch between safe and aggressive configurations.
+
+### Key outcomes
+- **Two critical math bugs fixed** (sqrt inflation + missing supply accounting)
+- **Floor drain vulnerability understood and mitigated** via VWAP mirror + parameter-space defense
+- **Complete 2D safety frontier mapped**: only extreme configs (AS≤35%/AW=100 or AS≥50%/AW=20) are safe without HWM
+- **Fee revenue fully characterized**: CI has zero effect; only AS and AW matter
+- **Realistic LP competition modeled**: LM retains 55-65% of WETH fees with 200 ETH competing LP
+- **OptimizerV3 designed**: three-zone piecewise function from Harberger staking data → binary step between safe bear/bull configs
+- **Bear config optimized**: AS=30% AW=100 earns 48% more WETH fees than AS=10% while remaining safe
+
+### Design philosophy (Johann)
+- Transaction fees are the product — locked ETH has no value
+- No magic numbers — CI should be the risk lever
+- Fix root causes, not symptoms
+- Parameter space provides safety; no position ratchets needed
+
+---
+
+## 2. Critical Bugs Found & Fixed
+
+### Bug 1: sqrt inflation in `_setFloorPosition` (ThreePositionStrategy.sol)
+
+**Impact:** Made EthScarcity **permanently true**, forcing floor to always use scarcity path regardless of actual ETH balance.
+
+**Root cause:** The scarcity calculation used `FullMath.mulDiv(sqrtVwapX96, sqrtVwapX96, FixedPoint96.Q96)` which squares `sqrtVwapX96`, inflating `requiredEthForBuyback` by ~445×.
+
+**Fix:** Use `vwapX96` directly (already the squared value): `requiredEthForBuyback = FullMath.mulDiv(outstandingSupply, vwapX96, FixedPoint96.Q96)`
+
+### Bug 2: `outstandingSupply()` missing pool balance
+
+**Impact:** `outstandingSupply()` only subtracted LM's own balance from total supply, but not KRK held by `feeDestination` and `stakingPool`. This inflated the supply figure, making scarcity trigger even more easily.
+
+**Fix:** Subtract `feeDestination` and `stakingPool` KRK balances from outstanding supply.
+
+**Combined commit:** `0e2104b`. 130 tests pass after fix.
+
+**Effect:** After fixing both bugs, CI works correctly as a solvency lever:
+- CI=0% → safest (floor furthest from current)
+- CI=100% → riskiest (floor closest)
+- Previously, CI had no effect because scarcity was permanently true.
+
+---
+
+## 3. Floor Drain Vulnerability
+
+### Attack pattern
+1. Attacker buys ~950 ETH of KRK (building position)
+2. Executes ~2000 trades with 90% sells (buybias=10)
+3. Each sell triggers a recenter that rebuilds the floor position
+4. Floor walks progressively closer to current price via ~140 recenters
+5. Final dump sweeps all floor + anchor positions → net profit +130-170 ETH
+
+### Root cause: `floor = f(current_tick)`
+The floor position's absolute tick is always computed from the current tick:
+```
+floorTick = currentTick + distance(VWAP, CI, ...)
+```
+During sell-heavy trading, `currentTick` drops through recenters. Even if the VWAP distance grows, the absolute floor position still walks down because `current` drops faster than `distance` grows.
+
+### What we tried (in order)
+| Approach | Result | Why it failed/worked |
+|----------|--------|---------------------|
+| Directional VWAP | Reduced profits 20× | Prevents VWAP dilution but doesn't prevent floor walking |
+| VWAP bootstrap | No improvement | 8/10 still profitable |
+| Anti-overlap clamp removal | Regression | Clamp is a correctness constraint (floor must hold WETH) |
+| Floor ratchet on `isUp` | Works but rejected | "Bandage, not elegant" — Johann |
+| VWAP mirror | Partial | Floor walks less but still walks |
+| Mirror + wide floor | No improvement | Width irrelevant when attacker sweeps everything |
+| Mirror + peak VWAP distance | CI=0% safe, CI>0% leaks | Distance is relative, not absolute |
+| Mirror + floor high-water mark | **135/135 safe** | Absolute position ratchet |
+| **Parameter space defense** | **Works without HWM** | Safe configs prevent floor walking by geometry |
+
+### Why HWM was removed
+Johann's argument: HWM creates a one-way valve. If the optimizer changes CI during operations, HWM prevents the floor from moving back. This defeats the purpose of having CI as a risk lever. Safety should come from the parameter space, not from a position ratchet.
+
+---
+
+## 4. VWAP Mirror Defense
+
+### Current floor formula (no HWM, no Scarcity/Abundance branching)
+
+```
+floorTick = max(scarcityTick, mirrorTick, clampTick) toward KRK-cheap side
+```
+
+**Three signals:**
+- **scarcityTick**: from `vwapX96` and ETH/supply ratio. Correct when ETH is scarce.
+- **mirrorTick**: `currentTick + |adjustedVwapTick - currentTick|` on KRK-cheap side. Reflects VWAP distance symmetrically. Uses `getAdjustedVWAP(CI)`.
+- **clampTick**: minimum distance from anchor edge. `anchorSpacing = 200 + (34 × 20 × AW / 100)` ticks.
+
+**Key properties:**
+- CI controls mirror distance through `getAdjustedVWAP(CI)` — no magic numbers
+- Selling naturally grows the mirror distance (current moves away from VWAP)
+- AW=100 → clamp = 7000 ticks minimum distance (provides safety floor)
+- Unified formula — no EthScarcity/EthAbundance branching
+
+### VWAP recording (directional)
+- `LiquidityManager._scrapePositions(bool recordVWAP)` — only records on ETH inflow
+- `shouldRecordVWAP` flag: compares `lastRecenterTick` to current tick to detect direction
+- Records anchor midpoint price weighted by WETH fees
+- Bootstrap: always records when `cumulativeVolume == 0`
+- Commit `c97714c` (directional) + `ba018c4` (bootstrap)
+
+---
+
+## 5. Parameter Space Safety Map
+
+### 2D Safe Frontier (AS × AW)
+
+Tested 29 (AS, AW) combinations adversarially (buybias=10, 2000 trades, CI=0%). Full results in `analysis/2D_FRONTIER_LOG.md` and `analysis/2d-frontier-results.csv`.
+
+```
+AW=100: AS ≤ 35% safe ✅       (clamp = 7000 ticks)
+AW= 90: AS ≤ 30% safe ✅       (clamp = 6320 ticks)
+AW= 80: AS ≤ 30% safe ✅       (clamp = 5640 ticks)
+AW= 60: ALL AS broken ❌       (clamp = 4280 ticks — too close)
+AW= 40: ALL AS broken ❌       (clamp = 2920 ticks)
+AW= 30: AS ≥ 80% safe ✅       (floor not under pressure with thin anchor)
+AW= 20: AS ≥ 50% safe ✅       (clamp = 1560 ticks but anchor is thin)
+```
+
+**The kill zone is AW 40-80 at most AS levels.** Only extreme configurations survive adversarial attack.
+
+### Why only extremes work
+
+| Config | Why safe |
+|--------|----------|
+| AS low + AW high (bear) | Wide clamp (7000 ticks) prevents floor from reaching current. Thin anchor means less ETH available for attacker to trade against. |
+| AS high + AW low (bull) | Thin, concentrated anchor near current price. Floor far away with minimal ETH. Attacker can't drain deep anchor efficiently. |
+| AS mid + AW mid | Moderate anchor depth AND moderate clamp distance. Attacker can trade against enough ETH through the anchor while floor is close enough to drain. |
+
+### Other parameter effects
+- **CI (capitalInefficiency)**: Zero effect on fee revenue. Pure risk lever for floor placement. CI=0% safest.
+- **DD (discoveryDepth)**: Zero effect on floor safety. Pure fee lever for discovery position liquidity. Tested 20/20 safe across DD 0 to 1e18 at AS=10% AW=100.
+- **Staking level**: r≈0 correlation with attack profitability.
+
+---
+
+## 6. Fee Revenue Analysis
+
+### Core finding: CI has ZERO effect on fees
+
+Tested across CI=0%, 25%, 50%, 75%, 100% with identical results. CI only affects floor placement, which doesn't generate fees.
+
+### AS × AW fee matrix (without background LP)
+
+| Config | WETH fees | KRK fees | Notes |
+|--------|-----------|----------|-------|
+| AS=10% AW=100 | 48 W | 1.3M K | Best WETH per ETH |
+| AS=30% AW=100 | 72 W | 1.7M K | **Optimal bear** |
+| AS=35% AW=100 | 72 W | 1.7M K | Edge of safe zone |
+| AS=100% AW=20 | 19 W | 9.2M K | Best KRK fees |
+
+**Two opposing forces:**
+- WETH fees ↑ with wider AW (more trades complete through range)
+- KRK fees ↑ with higher AS + narrower AW (concentrated liquidity captures more per-tick)
+
+### Volatility effect
+High volatility → 5-8× more fees (more trading activity). Fee revenue is primarily driven by volume, not parameters.
+
+---
+
+## 7. LP Competition Analysis
+
+### Background LP model
+`BackgroundLP.sol`: 5 stacked Gaussian positions at ±10/20/40/80/160 tick spacings centered on current tick. 200 ETH total (40 ETH/layer). Buys KRK from pool realistically. Rebalances every 10th recenter. Commit `e008b42` + `381b1cc`.
+
+### Fee retention with competition
+
+| Config | WETH (no BG LP) | WETH (200 ETH BG LP) | Retained |
+|--------|-----------------|---------------------|----------|
+| AS=30% AW=100 | 72 W | 43 W | 60% |
+| AS=35% AW=100 | 72 W | 38 W | 52% |
+| AS=10% AW=100 | 48 W | 28 W | 58% |
+| AS=50% AW=150 | 75 W | 37 W | 49% |
+| AS=50% AW=200 | 68 W | 31 W | 41% |
+| AS=100% AW=20 | 19 W | 13 W | 66% |
+
+**Wider AW = more fee leakage.** The LM's liquidity is spread thinner → concentrated competitor captures disproportionate share.
+
+### Real LP distribution data (Uniswap V3 mainnet, Feb 2026)
+
+Scanned 4 small-cap pools on mainnet:
+
+| Pool | #Ticks | ±10sp | ±50sp | Avg dist | Character |
+|------|--------|-------|-------|----------|-----------|
+| AZTEC/WETH 1% | 9 | 50% | 100% | 15 sp | Very concentrated |
+| wTAO/USDC 1% | 72 | 54% | 85% | 21 sp | Moderate, long tail |
+| wTAO/WETH 0.3% | 109 | 5% | 50% | 80 sp | Very spread |
+| LQTY/WETH 0.3% | 41 | 0% | 24% | 234 sp | Extremely spread |
+
+**Key insight:** 1% fee pools (same as KRAIKEN) have more concentrated LPs (avg ~18 spacings). Our Gaussian model at avg ~62 spacings is less concentrated than typical real competition for 1% fee pools. This means our fee estimates are **slightly optimistic** — real competing LPs would capture somewhat more fees.
+
+**Caveat:** KRAIKEN is unique. The LM owns the entire initial liquidity and rebalances every recenter. Competing LPs face a protocol-owned position that actively tracks price, which is very different from normal pools.
+
+---
+
+## 8. Optimizer Evolution (V1 → V2 → V3)
+
+### V1 (Original)
+- Sentiment-based: bear → high AS, bull → low AS
+- CI, DD driven by sentiment
+- **Inverted**: high AS in bear = deep anchor = more ETH for attacker
+
+### V2 (`src/OptimizerV2.sol`, commit `c13d4ca`)
+- CI = 0 always (no fee impact, pure safety)
+- AS: 100% (bull) → 10% (bear) — **corrected inversion**
+- AW: 20 (bull) → 100 (bear)
+- DD: proportional to sentiment
+- UUPS upgradeable
+- 131 tests pass
+
+### V3 (`src/OptimizerV3.sol`, commit `44b8510` + `94446e7`)
+
+Uses on-chain Harberger staking data to determine market phase:
+
+**Inputs:** `percentageStaked` (0-100%), `averageTaxRate` (maps to index 0-29)
+
+**Tax rate array:** `[1, 3, 5, 8, 12, 18, 24, 30, 40, 50, 60, 80, 100, 130, 180, 250, 320, 420, 540, 700, 920, 1200, 1600, 2000, 2600, 3400, 4400, 5700, 7500, 9700]`
+
+**Three zones → score 0-200:**
+
+| Zone | Condition | Formula | Meaning |
+|------|-----------|---------|---------|
+| A | staked ≤ 39% | `100 - stakedPct² × effIdx / 3600` | Early filling, score ~100 |
+| B | 40-91% staked | `max(0, 120 - 8 × effIdx)` | Main operating range |
+| C | >91% staked | `max(0, 200 - deltaS³ × effIdx / 20)` | Euphoria zone, cubic snap |
+
+Where `effIdx = min(29, taxIdx + (taxIdx >= 14 ? 1 : 0))`, `deltaS = 100 - stakedPct`
+
+**Score → parameters (step function):**
+- Score ≤ 140 → **BEAR**: AS=30%, AW=100, CI=0
+- Score ≥ 160 → **BULL**: AS=100%, AW=20, CI=0
+- 140-160: narrow linear ramp
+
+**Parameter space distribution:** 94.3% bear, 0.5% transition, 5.2% bull.
+
+**Why step function:** Linear gradient through the score range would pass through vulnerable middle AW values (40-80). Step function snaps between proven-safe extremes.
+
+### Pending: Direct 2D mapping (remove score intermediate)
+Johann directed removing the score variable. Score collapses useful 2D (staking%, avgTax) information into lossy 1D.
+
+**Direct rule:** `staked ≤ 91% → BEAR always`. `staked > 91% → BULL if deltaS³ × effIdx / 20 < 50, else BEAR`.
+
+At specific thresholds:
+- 97%+ staked: any tax → bull
+- 95% staked: tax ≤ 30% (idx ≤ 7) → bull
+- 92% staked: tax ≤ 3% (idx ≤ 1) → bull
+- <92%: always bear
+
+---
+
+## 9. Staking Dynamics & Triangle Cycle
+
+### Harberger tax mechanics
+- Tax rate = **self-assessed defense price** (not conviction)
+- Snatching a position requires strictly higher tax rate
+- MAX_STAKE = 20% of KRK supply
+- TAX_FLOOR_DURATION = 3 days
+- High tax erodes position exponentially — cost of defense
+
+### Triangle cycle model
+
+The staking system naturally traces a triangle in (staking%, avgTax) space:
+
+```
+                    100% staked
+                   /            \
+                  /   BULL       \
+     fill up    /   (euphoria)    \  collapse
+    (bottom)   /                   \ (hypotenuse)
+              /        BEAR         \
+             /________________________\
+           0% staked               0% staked
+           low tax                 high tax
+```
+
+**Phase 1 — Bottom edge (fill up):** Staking grows 0→100%, tax starts low. Optimizer stays bear. Transitions to bull at ~95% staked.
+
+**Phase 2 — Right edge (snatching wars):** 100% staked, snatching wars push average tax rate up. `deltaS = 0` → score = 200 (always bull). Euphoria overwhelms tax cost.
+
+**Phase 3 — Hypotenuse (collapse):** Nervous exits. High tax + declining staking → cubic term in Zone C snaps score to 0 (bear) within 4-6% staking drop. Fast transition because `deltaS³` is cubic.
+
+**Game theory validates this trajectory** — no agent simulation needed (Johann's direction). Incentive structures force participants through this cycle.
+
+---
+
+## 10. Remaining Work
+
+### Immediate
+- [ ] **Refactor OptimizerV3**: Remove score intermediate. Direct 2D (staking%, avgTax) → binary config.
+- [ ] **Fix run-v3-step-test.sh**: Parameter passing bug causes false positives (script bug, not V3 bug).
+- [ ] **Complete bear AS sweep**: Test AS=40-100% at AW=100 to confirm frontier. Fix PnL parsing.
+- [ ] **Re-validate after V3 refactor**: Run adversarial suite against refactored V3.
+
+### Deferred
+- [ ] Update PR: `https://codeberg.org/johba/harb/compare/master...fix/floor-ratchet`
+- [ ] Bull→bear transition testing: What happens when optimizer switches mid-cycle?
+- [ ] Test V3 with real staking scenarios end-to-end
+- [ ] Consider if bear AS can ramp with staking confidence (AS=30% base → higher as staking grows)
+
+### Won't do
+- ~~Agent-based staking simulation~~ — game theory argument sufficient
+- ~~HWM / position ratchet~~ — removed by design decision
+- ~~New fuzzing scripts~~ — extend existing infrastructure only
+
+---
+
+## 11. Key Commits
+
+| Commit | Description | Branch |
+|--------|-------------|--------|
+| `0e2104b` | sqrt + outstandingSupply bugfix | fix/floor-ratchet |
+| `c97714c` | Directional VWAP recording | fix/floor-ratchet |
+| `ba018c4` | VWAP bootstrap fix | fix/floor-ratchet |
+| `59b30a6` | Initial VWAP mirror | fix/floor-ratchet |
+| `49d15f0` | Revert to Version A (CI controls mirror) | fix/floor-ratchet |
+| `bf92977` | Floor HWM (later removed) | fix/floor-ratchet |
+| `c7ea6d0` | Cleanup (diagnostics, stale CSVs) | fix/floor-ratchet |
+| `e008b42` | Gaussian background LP | feat/optimizer-v2-validation |
+| `381b1cc` | Realistic BG LP funding | feat/optimizer-v2-validation |
+| `c13d4ca` | OptimizerV2 + HWM removal | feat/optimizer-v2-validation |
+| `7b83dd4` | BG LP rebalance fix (every 10th) | feat/optimizer-v2-validation |
+| `44b8510` | OptimizerV3: three-zone piecewise | feat/optimizer-v2-validation |
+| `94446e7` | OptimizerV3: step function | feat/optimizer-v2-validation |
+
+---
+
+## Appendix: Fuzzing Infrastructure
+
+### Scripts
+| Script | Purpose |
+|--------|---------|
+| `analysis/run-fuzzing.sh` | Single-optimizer fuzzing, CSV per run |
+| `analysis/run-adversarial.sh` | Attack specific configs with varied strategies |
+| `analysis/run-v3-adversarial.sh` | Attack V3 with staking scenarios |
+| `analysis/run-v3-step-test.sh` | Test step function across parameter space (HAS BUG) |
+| `analysis/run-deep-search.sh` | Deep search across 4D parameter space |
+| `analysis/run-bglp-fee-test.sh` | Fee revenue with background LP competition |
+| `analysis/scan-final.py` | On-chain LP distribution scanner |
+| `analysis/clean-csvs.sh` | Clean generated CSV files |
+
+### Solidity
+| Contract | Purpose |
+|----------|---------|
+| `StreamlinedFuzzing.s.sol` | Main fuzzing script. ConfigurableOptimizer, staking, BG LP, uncapped swaps. |
+| `ParameterSweepFuzzing.s.sol` | Multi-combo sweep in single execution |
+| `BullBearSweep.s.sol` | Deterministic bull→bear scenario |
+| `helpers/FuzzingBase.sol` | Shared infrastructure |
+| `helpers/BackgroundLP.sol` | Gaussian competing LP (5 layers, rebalances on recenters) |
+| `helpers/ConfigurableOptimizer.sol` | Test optimizer with env-var-driven params |
+
+### Environment variables
+| Var | Default | Description |
+|-----|---------|-------------|
+| `CI_VALUE` | 0 | Capital inefficiency (0-1e18) |
+| `AS_VALUE` | 1e17 | Anchor share (0-1e18) |
+| `AW_VALUE` | 20 | Anchor width (0-200+) |
+| `DD_VALUE` | 5e17 | Discovery depth (0-1e18) |
+| `BUY_BIAS` | 50 | % of trades that are buys (0-100) |
+| `TRADES_PER_RUN` | 15 | Trades per run |
+| `FUZZING_RUNS` | 1 | Runs per invocation |
+| `BATCH_SEED` | 0 | Random seed |
+| `OPTIMIZER_CLASS` | BullMarketOptimizer | Which optimizer to use |
+| `UNCAPPED_SWAPS` | false | Use uncapped swap amounts |
+| `BG_LP_ETH_PER_LAYER` | 0 | ETH per BG LP layer (0 = disabled) |
+| `STAKING_LEVEL` | 0 | Staking % (0-100) |
+| `STAKING_TAX_RATE` | 3 | Tax rate index (0-29) |
+
+### Constraints
+- **1 run per forge invocation**: EVM MemoryOOG after ~2 runs of 2000 trades. Loop in shell.
+- **VPS: 8GB RAM, no swap**: Cargo tests OOM. Use `CARGO_BUILD_JOBS=1`.
+- **Disk**: ~50% used. Run `clean-csvs.sh` periodically.
+- **Forge PATH**: `~/.foundry/bin/forge` (not in default PATH).
+
+### Data files
+| File | Description |
+|------|-------------|
+| `analysis/2D_FRONTIER_LOG.md` | 29-combo (AS, AW) safety frontier |
+| `analysis/2d-frontier-results.csv` | Machine-readable frontier data |
+| `analysis/V3_FUZZING_LOG.md` | V3 adversarial test results |
+| `analysis/V3_STEP_LOG.md` | Step function test results |
+| `analysis/FUZZING_LOG.md` | General fuzzing log |
+| `analysis/AS_SWEEP_LOG.md` | AS sweep results |
+| `analysis/PARAMETER_SEARCH_RESULTS.md` | 4D parameter search |
diff --git a/onchain/analysis/PARAMETER_SEARCH_RESULTS.md b/onchain/analysis/PARAMETER_SEARCH_RESULTS.md
index 404f1ab..87d8755 100644
--- a/onchain/analysis/PARAMETER_SEARCH_RESULTS.md
+++ b/onchain/analysis/PARAMETER_SEARCH_RESULTS.md
@@ -1,361 +1,353 @@
 # KRAIKEN Parameter Search Results
 
 ## Objective
-Find optimizer parameters where the LiquidityManager NEVER loses ETH regardless of trade sequence.
+Map the full 4D optimizer parameter space (CI, AS, AW, DD) after fixing the sqrt price
+bug and outstandingSupply inflation (commit `0e2104b`). Primary optimization target:
+**maximize fee revenue while staying safe** (trader cannot profit from bull-bear cycles).
+
+## Executive Summary
+
+**The sqrt price bug was the critical issue.** Fixing it makes `capitalInefficiency` (CI)
+the dominant safety parameter — it now correctly controls floor placement via VWAP-adjusted
+scarcity calculations. All other parameters are secondary.
+
+### Key Findings
+
+| Finding | Detail |
+|---------|--------|
+| **CI is the safety dial** | CI=0% → 100% safe. CI≥40% → 100% unsafe. Boundary at CI=20-30%. |
+| **Fee revenue is parameter-independent** | ~1.5 ETH per bull→bear cycle regardless of CI/AS/AW/DD |
+| **No safety-fee trade-off** | Lowering CI to protect the LM costs ZERO fee revenue |
+| **AW is the secondary safety factor** | Narrow anchor (AW=20) maximizes LM protection |
+| **DD now has measurable (but small) effect** | Higher DD adds ~5 safe combos at boundaries |
+| **Optimal safe config** | CI=0%, AS=10%, AW=20, DD=100% — max protection, full fees |
+
+### Bottom Line
+**Set CI=0% for maximum safety with zero fee cost.** CI is the only parameter the optimizer
+needs to manage for solvency. AS, AW, and DD can be tuned freely for UX and fee optimization
+without affecting protocol safety at CI=0%.
+
+## What Changed: The Sqrt Bug Fix
+
+### Before (broken scarcity math)
+```solidity
+// OLD: _priceAtTick returns price*2^96 (Q96), NOT price^2*2^96
+uint256 requiredEthForBuyback = outstandingSupply.mulDiv(sqrt(vwapX96), (1 << 96));
+// sqrt(price*2^96) ≈ sqrt(price) * 2^48 — a ~445x OVERESTIMATE of the actual price
+```
+
+The old code applied `sqrt()` to a value that was already a linear price (not a squared price).
+This produced a buyback requirement ~445x too high, making `ethScarcity` **permanently true**
+regardless of actual ETH reserves. Result: the floor ratchet was always on, and CI had zero effect.
+
+### After (corrected)
+```solidity
+// NEW: vwapX96 IS the price — use directly
+uint256 requiredEthForBuyback = outstandingSupply.mulDiv(vwapX96, (1 << 96));
+```
+
+Now scarcity triggers when actual floor ETH is insufficient to cover outstanding supply at
+VWAP — the intended behavior. CI adjusts VWAP (`adjustedVWAP = 70%*VWAP + CI*VWAP`),
+which directly controls how generous the buyback valuation is and thus when scarcity fires.
+
+### OutstandingSupply Fix
+Additionally, `outstandingSupply` now excludes `feeDestination` and `stakingPool` balances:
+```solidity
+uint256 outstandingSupply = kraiken.totalSupply()
+    - kraiken.balanceOf(address(this))    // LM's own tokens
+    - kraiken.balanceOf(feeDestination)   // accumulated fee KRK
+    - kraiken.balanceOf(address(stake));  // staked KRK
+```
+This has zero effect in the test environment (both balances are 0) but prevents false
+scarcity on mainnet where fees accumulate.
 
 ## Methodology
-- **Mode**: boundary
-- **Runs per parameter combination**: 5
-- **Trades per run**: 30
-- **Uncapped swaps**: true (trades push through position boundaries)
-- **Trade size range**: 20-80 ETH (vs 100 ETH LM balance)
-- **VWAP accumulation**: Environment reused across runs per combo
-- **Buy biases tested**: 80%
-- **Total combinations tested**: 252
-- **Elapsed time**: 64s
 
-### Parameters Searched
-| Parameter | Values | Description |
-|-----------|--------|-------------|
-| capitalInefficiency | 0%, 30%, 50%, 80% | Capital buffer (0=aggressive, 1e18=conservative) |
-| anchorShare | 10.0%, 20.0%, 30.0%, 40.0%, 50.0%, 70.0%, 100.0% | ETH allocation to anchor vs floor |
-| anchorWidth | 30,50,80 | Anchor position width (1-100) |
-| discoveryDepth | 20%, 50%, 100% | Discovery liquidity density |
-| buyBias | 80% | Adversarial trade mix (80=buy-heavy, 100=buy-only) |
+### BullBearSweep — Deterministic Bull→Bear Scenario
+Each of the 1050 parameter combinations runs an identical scenario:
 
-### Key Metrics
-- **Trader PnL < 0**: LM gained ETH (SAFE). Trader lost money.
-- **Trader PnL > 0**: LM lost ETH (UNSAFE). Trader extracted ETH.
+| Phase | Action | Details |
+|-------|--------|---------|
+| **Setup** | Deploy fresh environment | LM funded with 200 ETH, initial recenter |
+| **Bull** | 10 buys × 15 ETH | Total 150 ETH spent, recenter every 3 buys |
+| **Transition** | Final recenter | Records VWAP, redeploys positions |
+| **Bear** | Sell all KRK | Multiple sell attempts with recenters between |
+| **Measure** | Trader PnL | `final_WETH - initial_WETH` (negative = LM gain) |
 
-## Results Summary
-- **Safe combinations**: 1 / 252
-- **Unsafe combinations**: 251 / 252
+### Full 4D Parameter Space (1050 combos)
 
-## UNSAFE Parameters (Trader Profited = LM Lost ETH)
+| Parameter | Values | Count |
+|-----------|--------|-------|
+| capitalInefficiency | 0%, 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, 100% | 10 |
+| anchorShare | 10%, 20%, 30%, 40%, 50%, 70%, 100% | 7 |
+| anchorWidth | 20, 40, 60, 80, 100 | 5 |
+| discoveryDepth | 20%, 50%, 100% | 3 |
+| **Total** | | **1050** |
 
-| CI | AnchorShare | AnchorWidth | DiscoveryDepth | BuyBias | Worst Trader PnL (ETH) |
-|-----|-------------|-------------|----------------|---------|------------------------|
-| 0% | 10.0% | 30 | 20% | 80 | +44.4865 |
-| 0% | 10.0% | 30 | 50% | 80 | +167.0544 |
-| 0% | 10.0% | 30 | 100% | 80 | +173.8168 |
-| 0% | 10.0% | 50 | 20% | 80 | +195.4837 |
-| 0% | 10.0% | 50 | 50% | 80 | +151.0647 |
-| 0% | 10.0% | 50 | 100% | 80 | +32.3425 |
-| 0% | 10.0% | 80 | 50% | 80 | +194.9101 |
-| 0% | 10.0% | 80 | 100% | 80 | +142.8975 |
-| 0% | 20.0% | 30 | 20% | 80 | +155.1874 |
-| 0% | 20.0% | 30 | 50% | 80 | +163.5719 |
-| 0% | 20.0% | 30 | 100% | 80 | +165.1913 |
-| 0% | 20.0% | 50 | 20% | 80 | +160.7820 |
-| 0% | 20.0% | 50 | 50% | 80 | +45.7948 |
-| 0% | 20.0% | 50 | 100% | 80 | +158.7578 |
-| 0% | 20.0% | 80 | 20% | 80 | +194.8064 |
-| 0% | 20.0% | 80 | 50% | 80 | +195.2834 |
-| 0% | 20.0% | 80 | 100% | 80 | +111.9274 |
-| 0% | 30.0% | 30 | 20% | 80 | +151.7137 |
-| 0% | 30.0% | 30 | 50% | 80 | +159.1207 |
-| 0% | 30.0% | 30 | 100% | 80 | +171.0853 |
-| 0% | 30.0% | 50 | 20% | 80 | +129.2839 |
-| 0% | 30.0% | 50 | 50% | 80 | +141.0922 |
-| 0% | 30.0% | 50 | 100% | 80 | +153.9969 |
-| 0% | 30.0% | 80 | 20% | 80 | +194.9104 |
-| 0% | 30.0% | 80 | 50% | 80 | +167.4619 |
-| 0% | 30.0% | 80 | 100% | 80 | +98.0605 |
-| 0% | 40.0% | 30 | 20% | 80 | +150.5747 |
-| 0% | 40.0% | 30 | 50% | 80 | +156.1247 |
-| 0% | 40.0% | 30 | 100% | 80 | +164.0883 |
-| 0% | 40.0% | 50 | 20% | 80 | +101.9849 |
-| 0% | 40.0% | 50 | 50% | 80 | +93.0508 |
-| 0% | 40.0% | 50 | 100% | 80 | +146.2112 |
-| 0% | 40.0% | 80 | 20% | 80 | +195.2850 |
-| 0% | 40.0% | 80 | 50% | 80 | +126.8223 |
-| 0% | 40.0% | 80 | 100% | 80 | +103.2776 |
-| 0% | 50.0% | 30 | 20% | 80 | +160.1651 |
-| 0% | 50.0% | 30 | 50% | 80 | +165.6169 |
-| 0% | 50.0% | 30 | 100% | 80 | +167.6367 |
-| 0% | 50.0% | 50 | 20% | 80 | +137.2574 |
-| 0% | 50.0% | 50 | 50% | 80 | +150.7772 |
-| 0% | 50.0% | 50 | 100% | 80 | +154.5785 |
-| 0% | 50.0% | 80 | 20% | 80 | +195.4837 |
-| 0% | 50.0% | 80 | 50% | 80 | +181.7083 |
-| 0% | 50.0% | 80 | 100% | 80 | +147.8093 |
-| 0% | 70.0% | 30 | 20% | 80 | +172.0906 |
-| 0% | 70.0% | 30 | 50% | 80 | +170.8340 |
-| 0% | 70.0% | 30 | 100% | 80 | +167.3951 |
-| 0% | 70.0% | 50 | 20% | 80 | +156.1362 |
-| 0% | 70.0% | 50 | 50% | 80 | +163.3642 |
-| 0% | 70.0% | 50 | 100% | 80 | +169.0484 |
-| 0% | 70.0% | 80 | 20% | 80 | +120.1484 |
-| 0% | 70.0% | 80 | 50% | 80 | +127.5211 |
-| 0% | 70.0% | 80 | 100% | 80 | +142.2562 |
-| 0% | 100.0% | 30 | 20% | 80 | +159.4093 |
-| 0% | 100.0% | 30 | 50% | 80 | +162.4528 |
-| 0% | 100.0% | 30 | 100% | 80 | +159.8911 |
-| 0% | 100.0% | 50 | 20% | 80 | +164.0498 |
-| 0% | 100.0% | 50 | 50% | 80 | +166.4621 |
-| 0% | 100.0% | 50 | 100% | 80 | +163.1331 |
-| 0% | 100.0% | 80 | 20% | 80 | +139.6734 |
-| 0% | 100.0% | 80 | 50% | 80 | +142.3217 |
-| 0% | 100.0% | 80 | 100% | 80 | +147.6998 |
-| 30% | 10.0% | 30 | 20% | 80 | +90.1073 |
-| 30% | 10.0% | 30 | 50% | 80 | +115.8428 |
-| 30% | 10.0% | 30 | 100% | 80 | +119.9304 |
-| 30% | 10.0% | 50 | 20% | 80 | +126.4138 |
-| 30% | 10.0% | 50 | 50% | 80 | +121.1845 |
-| 30% | 10.0% | 50 | 100% | 80 | +103.7924 |
-| 30% | 10.0% | 80 | 20% | 80 | +71.6892 |
-| 30% | 10.0% | 80 | 50% | 80 | +113.3565 |
-| 30% | 10.0% | 80 | 100% | 80 | +110.1272 |
-| 30% | 20.0% | 30 | 20% | 80 | +99.5726 |
-| 30% | 20.0% | 30 | 50% | 80 | +109.5590 |
-| 30% | 20.0% | 30 | 100% | 80 | +102.5265 |
-| 30% | 20.0% | 50 | 20% | 80 | +120.0764 |
-| 30% | 20.0% | 50 | 50% | 80 | +88.3542 |
-| 30% | 20.0% | 50 | 100% | 80 | +105.7466 |
-| 30% | 20.0% | 80 | 20% | 80 | +115.8770 |
-| 30% | 20.0% | 80 | 50% | 80 | +112.3954 |
-| 30% | 20.0% | 80 | 100% | 80 | +102.0245 |
-| 30% | 30.0% | 30 | 20% | 80 | +88.9205 |
-| 30% | 30.0% | 30 | 50% | 80 | +97.1584 |
-| 30% | 30.0% | 30 | 100% | 80 | +102.9767 |
-| 30% | 30.0% | 50 | 20% | 80 | +113.3466 |
-| 30% | 30.0% | 50 | 50% | 80 | +81.5380 |
-| 30% | 30.0% | 50 | 100% | 80 | +91.2719 |
-| 30% | 30.0% | 80 | 20% | 80 | +113.7442 |
-| 30% | 30.0% | 80 | 50% | 80 | +105.2492 |
-| 30% | 30.0% | 80 | 100% | 80 | +98.0605 |
-| 30% | 40.0% | 30 | 20% | 80 | +80.5371 |
-| 30% | 40.0% | 30 | 50% | 80 | +87.1861 |
-| 30% | 40.0% | 30 | 100% | 80 | +89.2654 |
-| 30% | 40.0% | 50 | 20% | 80 | +101.9849 |
-| 30% | 40.0% | 50 | 50% | 80 | +93.0508 |
-| 30% | 40.0% | 50 | 100% | 80 | +82.1692 |
-| 30% | 40.0% | 80 | 20% | 80 | +112.1467 |
-| 30% | 40.0% | 80 | 50% | 80 | +98.4444 |
-| 30% | 40.0% | 80 | 100% | 80 | +81.6585 |
-| 30% | 50.0% | 30 | 20% | 80 | +81.1150 |
-| 30% | 50.0% | 30 | 50% | 80 | +87.9297 |
-| 30% | 50.0% | 30 | 100% | 80 | +85.4227 |
-| 30% | 50.0% | 50 | 20% | 80 | +64.9790 |
-| 30% | 50.0% | 50 | 50% | 80 | +82.5178 |
-| 30% | 50.0% | 50 | 100% | 80 | +85.9601 |
-| 30% | 50.0% | 80 | 20% | 80 | +106.5547 |
-| 30% | 50.0% | 80 | 50% | 80 | +104.7799 |
-| 30% | 50.0% | 80 | 100% | 80 | +99.1856 |
-| 30% | 70.0% | 30 | 20% | 80 | +81.5207 |
-| 30% | 70.0% | 30 | 50% | 80 | +79.0134 |
-| 30% | 70.0% | 30 | 100% | 80 | +72.5387 |
-| 30% | 70.0% | 50 | 20% | 80 | +69.8455 |
-| 30% | 70.0% | 50 | 50% | 80 | +80.6623 |
-| 30% | 70.0% | 50 | 100% | 80 | +86.1583 |
-| 30% | 70.0% | 80 | 20% | 80 | +65.6840 |
-| 30% | 70.0% | 80 | 50% | 80 | +58.3039 |
-| 30% | 70.0% | 80 | 100% | 80 | +65.6792 |
-| 30% | 100.0% | 30 | 20% | 80 | +48.0308 |
-| 30% | 100.0% | 30 | 50% | 80 | +46.0619 |
-| 30% | 100.0% | 30 | 100% | 80 | +45.0256 |
-| 30% | 100.0% | 50 | 20% | 80 | +61.2679 |
-| 30% | 100.0% | 50 | 50% | 80 | +64.0892 |
-| 30% | 100.0% | 50 | 100% | 80 | +54.6580 |
-| 30% | 100.0% | 80 | 20% | 80 | +59.1616 |
-| 30% | 100.0% | 80 | 50% | 80 | +54.4745 |
-| 30% | 100.0% | 80 | 100% | 80 | +58.5477 |
-| 50% | 10.0% | 30 | 20% | 80 | +44.4865 |
-| 50% | 10.0% | 30 | 50% | 80 | +36.2061 |
-| 50% | 10.0% | 30 | 100% | 80 | +39.7368 |
-| 50% | 10.0% | 50 | 20% | 80 | +78.7116 |
-| 50% | 10.0% | 50 | 50% | 80 | +74.2340 |
-| 50% | 10.0% | 50 | 100% | 80 | +32.3425 |
-| 50% | 10.0% | 80 | 20% | 80 | +72.2638 |
-| 50% | 10.0% | 80 | 50% | 80 | +72.8687 |
-| 50% | 10.0% | 80 | 100% | 80 | +63.3909 |
-| 50% | 20.0% | 30 | 20% | 80 | +31.0651 |
-| 50% | 20.0% | 30 | 50% | 80 | +30.5473 |
-| 50% | 20.0% | 30 | 100% | 80 | +29.6514 |
-| 50% | 20.0% | 50 | 20% | 80 | +75.2892 |
-| 50% | 20.0% | 50 | 50% | 80 | +45.7948 |
-| 50% | 20.0% | 50 | 100% | 80 | +27.4948 |
-| 50% | 20.0% | 80 | 20% | 80 | +72.8613 |
-| 50% | 20.0% | 80 | 50% | 80 | +67.6330 |
-| 50% | 20.0% | 80 | 100% | 80 | +61.9827 |
-| 50% | 30.0% | 30 | 20% | 80 | +34.5388 |
-| 50% | 30.0% | 30 | 50% | 80 | +27.1038 |
-| 50% | 30.0% | 30 | 100% | 80 | +35.0315 |
-| 50% | 30.0% | 50 | 20% | 80 | +70.7938 |
-| 50% | 30.0% | 50 | 50% | 80 | +45.1601 |
-| 50% | 30.0% | 50 | 100% | 80 | +32.2557 |
-| 50% | 30.0% | 80 | 20% | 80 | +70.9767 |
-| 50% | 30.0% | 80 | 50% | 80 | +62.9839 |
-| 50% | 30.0% | 80 | 100% | 80 | +60.1060 |
-| 50% | 40.0% | 30 | 20% | 80 | +35.6779 |
-| 50% | 40.0% | 30 | 50% | 80 | +30.1036 |
-| 50% | 40.0% | 30 | 100% | 80 | +22.1643 |
-| 50% | 40.0% | 50 | 20% | 80 | +66.2748 |
-| 50% | 40.0% | 50 | 50% | 80 | +62.6375 |
-| 50% | 40.0% | 50 | 100% | 80 | +40.0414 |
-| 50% | 40.0% | 80 | 20% | 80 | +67.5835 |
-| 50% | 40.0% | 80 | 50% | 80 | +61.6885 |
-| 50% | 40.0% | 80 | 100% | 80 | +54.1124 |
-| 50% | 50.0% | 30 | 20% | 80 | +26.0875 |
-| 50% | 50.0% | 30 | 50% | 80 | +20.6095 |
-| 50% | 50.0% | 30 | 100% | 80 | +18.6159 |
-| 50% | 50.0% | 50 | 20% | 80 | +48.9952 |
-| 50% | 50.0% | 50 | 50% | 80 | +35.4577 |
-| 50% | 50.0% | 50 | 100% | 80 | +31.6740 |
-| 50% | 50.0% | 80 | 20% | 80 | +70.3513 |
-| 50% | 50.0% | 80 | 50% | 80 | +68.3633 |
-| 50% | 50.0% | 80 | 100% | 80 | +62.8821 |
-| 50% | 70.0% | 30 | 20% | 80 | +14.6729 |
-| 50% | 70.0% | 30 | 50% | 80 | +15.8832 |
-| 50% | 70.0% | 30 | 100% | 80 | +19.7497 |
-| 50% | 70.0% | 50 | 20% | 80 | +30.1163 |
-| 50% | 70.0% | 50 | 50% | 80 | +22.8615 |
-| 50% | 70.0% | 50 | 100% | 80 | +17.2041 |
-| 50% | 70.0% | 80 | 20% | 80 | +56.9112 |
-| 50% | 70.0% | 80 | 50% | 80 | +55.4916 |
-| 50% | 70.0% | 80 | 100% | 80 | +43.9963 |
-| 50% | 100.0% | 30 | 20% | 80 | +14.4888 |
-| 50% | 100.0% | 30 | 50% | 80 | +17.3528 |
-| 50% | 100.0% | 30 | 100% | 80 | +20.0627 |
-| 50% | 100.0% | 50 | 20% | 80 | +22.2027 |
-| 50% | 100.0% | 50 | 50% | 80 | +19.7685 |
-| 50% | 100.0% | 50 | 100% | 80 | +23.5007 |
-| 50% | 100.0% | 80 | 20% | 80 | +44.1949 |
-| 50% | 100.0% | 80 | 50% | 80 | +41.6010 |
-| 50% | 100.0% | 80 | 100% | 80 | +38.5527 |
-| 80% | 10.0% | 30 | 20% | 80 | +36.9053 |
-| 80% | 10.0% | 30 | 50% | 80 | +19.1955 |
-| 80% | 10.0% | 30 | 100% | 80 | +13.3382 |
-| 80% | 10.0% | 50 | 20% | 80 | +38.0580 |
-| 80% | 10.0% | 50 | 50% | 80 | +36.8523 |
-| 80% | 10.0% | 50 | 100% | 80 | +32.3425 |
-| 80% | 10.0% | 80 | 20% | 80 | +22.1459 |
-| 80% | 10.0% | 80 | 50% | 80 | +22.4193 |
-| 80% | 10.0% | 80 | 100% | 80 | +17.4677 |
-| 80% | 20.0% | 30 | 20% | 80 | +31.0651 |
-| 80% | 20.0% | 30 | 50% | 80 | +22.6756 |
-| 80% | 20.0% | 30 | 100% | 80 | +21.0613 |
-| 80% | 20.0% | 50 | 20% | 80 | +32.2943 |
-| 80% | 20.0% | 50 | 50% | 80 | +31.7863 |
-| 80% | 20.0% | 50 | 100% | 80 | +27.4948 |
-| 80% | 20.0% | 80 | 20% | 80 | +23.7564 |
-| 80% | 20.0% | 80 | 50% | 80 | +22.6200 |
-| 80% | 20.0% | 80 | 100% | 80 | +18.4964 |
-| 80% | 30.0% | 30 | 20% | 80 | +27.9013 |
-| 80% | 30.0% | 30 | 50% | 80 | +27.1038 |
-| 80% | 30.0% | 30 | 100% | 80 | +15.1672 |
-| 80% | 30.0% | 50 | 20% | 80 | +31.9832 |
-| 80% | 30.0% | 50 | 50% | 80 | +28.1646 |
-| 80% | 30.0% | 50 | 100% | 80 | +25.4829 |
-| 80% | 30.0% | 80 | 20% | 80 | +23.0357 |
-| 80% | 30.0% | 80 | 50% | 80 | +29.0780 |
-| 80% | 30.0% | 80 | 100% | 80 | +18.5361 |
-| 80% | 40.0% | 30 | 20% | 80 | +26.2602 |
-| 80% | 40.0% | 30 | 50% | 80 | +23.8902 |
-| 80% | 40.0% | 30 | 100% | 80 | +22.1643 |
-| 80% | 40.0% | 50 | 20% | 80 | +28.8204 |
-| 80% | 40.0% | 50 | 50% | 80 | +24.2234 |
-| 80% | 40.0% | 50 | 100% | 80 | +23.4347 |
-| 80% | 40.0% | 80 | 20% | 80 | +31.4300 |
-| 80% | 40.0% | 80 | 50% | 80 | +28.4225 |
-| 80% | 40.0% | 80 | 100% | 80 | +26.1570 |
-| 80% | 50.0% | 30 | 20% | 80 | +20.1297 |
-| 80% | 50.0% | 30 | 50% | 80 | +17.7192 |
-| 80% | 50.0% | 30 | 100% | 80 | +18.6159 |
-| 80% | 50.0% | 50 | 20% | 80 | +21.8346 |
-| 80% | 50.0% | 50 | 50% | 80 | +20.5705 |
-| 80% | 50.0% | 50 | 100% | 80 | +19.6272 |
-| 80% | 50.0% | 80 | 20% | 80 | +30.2614 |
-| 80% | 50.0% | 80 | 50% | 80 | +25.7402 |
-| 80% | 50.0% | 80 | 100% | 80 | +24.5946 |
-| 80% | 70.0% | 30 | 20% | 80 | +9.4713 |
-| 80% | 70.0% | 30 | 50% | 80 | +10.6575 |
-| 80% | 70.0% | 30 | 100% | 80 | +19.7497 |
-| 80% | 70.0% | 50 | 20% | 80 | +14.8283 |
-| 80% | 70.0% | 50 | 50% | 80 | +12.9254 |
-| 80% | 70.0% | 50 | 100% | 80 | +12.3710 |
-| 80% | 70.0% | 80 | 20% | 80 | +23.0548 |
-| 80% | 70.0% | 80 | 50% | 80 | +21.2336 |
-| 80% | 70.0% | 80 | 100% | 80 | +18.9539 |
-| 80% | 100.0% | 30 | 20% | 80 | +12.7994 |
-| 80% | 100.0% | 30 | 50% | 80 | +13.8975 |
-| 80% | 100.0% | 30 | 100% | 80 | +16.5736 |
-| 80% | 100.0% | 50 | 20% | 80 | +7.8091 |
-| 80% | 100.0% | 50 | 50% | 80 | +7.6161 |
-| 80% | 100.0% | 50 | 100% | 80 | +18.5219 |
-| 80% | 100.0% | 80 | 20% | 80 | +18.8946 |
-| 80% | 100.0% | 80 | 50% | 80 | +18.7205 |
-| 80% | 100.0% | 80 | 100% | 80 | +16.0340 |
+### Metrics Tracked (19 per combo)
+- **trader_pnl**: Trader's ETH gain/loss. Primary safety metric (negative = safe).
+- **lm_net_gain**: LM ETH gained over the cycle.
+- **drawdown_bps**: Peak-to-trough LM ETH drop during bear phase.
+- **fee_weth_total / fee_krk_total**: Fee revenue at `feeDestination`.
+- **floor_moved**: Whether the floor position shifted during the cycle.
+- **sell_attempts**: Rounds needed to liquidate all KRK.
 
-## SAFE Parameters
+## Results
 
-All tested parameter combinations where the LM never lost ETH:
+### 1. Safety by CI Value
 
-### Safe Ranges by Buy Bias
+| CI | Safe | Unsafe | Safe % | Avg Trader PnL (ETH) | Avg LM Net Gain (ETH) |
+|----|------|--------|--------|-----------------------|------------------------|
+| **0%** | **105** | 0 | **100%** | -21.69 | +20.21 |
+| **10%** | **87** | 18 | **83%** | -10.72 | +9.24 |
+| **20%** | **55** | 50 | **52%** | +0.34 | -1.82 |
+| **30%** | **20** | 85 | **19%** | +11.40 | -12.88 |
+| 40% | 0 | 105 | 0% | +21.54 | -23.02 |
+| 50% | 0 | 105 | 0% | +30.87 | -32.35 |
+| 60% | 0 | 105 | 0% | +38.29 | -39.77 |
+| 70% | 0 | 105 | 0% | +44.38 | -45.86 |
+| 80% | 0 | 105 | 0% | +49.37 | -50.85 |
+| 100% | 0 | 105 | 0% | +55.70 | -57.18 |
 
-- **BuyBias=80%**: 1/252 safe
+**Total: 267 safe / 783 unsafe out of 1050 combos.**
 
-### Top 20 Safest Combinations (most negative trader PnL = hardest to exploit)
+CI is the dominant safety control. The PnL crossover is between CI=10% (avg -10.72) and
+CI=20% (avg +0.34). Each 10% CI increment shifts average PnL by ~10 ETH toward traders.
 
-| CI | AnchorShare | AnchorWidth | DiscoveryDepth | BuyBias | Worst Trader PnL (ETH) |
-|-----|-------------|-------------|----------------|---------|------------------------|
-| 0% | 10.0% | 80 | 20% | 80 | -114.4822 |
+### 2. Fee Revenue — Completely Parameter-Independent
 
-## Exploitation Mechanism
+| Dimension | Values Tested | Avg feeWethTotal | Range |
+|-----------|--------------|-----------------|-------|
+| CI (0-100%) | 10 values | 1.4814 ETH | ±0.000 |
+| AS (10-100%) | 7 values | 1.44-1.50 ETH | 0.06 |
+| AW (20-100) | 5 values | 1.43-1.50 ETH | 0.07 |
+| DD (20-100%) | 3 values | 1.48 ETH | ±0.004 |
 
-### Where Trader Profit ETH Comes From
-The trader's profit WETH is extracted from the Uniswap pool's liquidity, which is backed by
-the LM's positions. Since the LM is the sole liquidity provider:
-1. Trader buys KRAIKEN: sends WETH to pool, receives KRAIKEN from LM's positions
-2. Recenter fires: LM scrapes positions, repositions at new price, mints fresh KRAIKEN
-3. Trader sells KRAIKEN: receives WETH from pool (from LM's repositioned liquidity)
-4. Net: trader extracts WETH from LM's position value
+**Fee revenue is 1.50 ETH for 87.6% of combos.** The remaining 12.4% earn 1.35 ETH (10% less),
+occurring only at high-AS + low-AW configurations (AS≥50% with AW=20, AS=100% with AW≤40).
 
-This is **impermanent loss (IL)** from dynamic liquidity management. Each recenter
-repositions liquidity at the current price, "absorbing" the price impact. The trader
-exploits this by pushing price, triggering recenter, then reversing.
+**KRK fees are zero** across all 1050 combos — all fee revenue is WETH-denominated.
 
-### VWAP is NOT the Attack Vector
-VWAP tracks historical anchor prices weighted by ETH fee volume. `getAdjustedVWAP(CI)`
-returns `(70% * VWAP) + (CI * VWAP)`, which places the floor BELOW average prices
-when CI is low (bull) and ABOVE when CI is high (bear). VWAP **anchors the floor to
-history** — it is a safety mechanism that prevents the floor from chasing price up,
-not an exploitation surface.
+**Critical implication: there is NO trade-off between safety and fee revenue.** Setting CI=0%
+for maximum protection earns identical fees as CI=100% (which bleeds 55+ ETH to traders).
 
-### Measurement Notes
-- **Trader PnL** is the reliable safety metric: WETH balance before vs after trading+liquidation
-- **lm_eth_delta** in the CSV uses `lm_balance + pool_WETH` as a rough proxy for total LM ETH.
-  This metric is noisy because pool WETH mixes LM position ETH with trader buy WETH in transit.
-  It is informational only — trader PnL is the authoritative signal.
+### 3. CI=0% — Full Safety with Fee Revenue
 
-### Confirmed: Capped Swaps Prevent Exploitation
-With LiquidityBoundaryHelper caps enabled (production behavior): trader ALWAYS loses money.
-Capped swaps prevent the trader from pushing through position boundaries, eliminating the
-IL-based extraction. The question is whether caps restrict legitimate large trades.
+All 105 combos at CI=0% are safe. Trader PnL matrix (ETH, avg across DD):
 
-## Recommendations
+| AS \ AW | 20 | 40 | 60 | 80 | 100 |
+|---------|------|------|------|------|------|
+| **10%** | **-43.1** | -42.9 | -37.6 | -29.3 | -16.0 |
+| **20%** | -39.1 | -38.2 | -33.1 | -23.7 | -13.2 |
+| **30%** | -34.8 | -33.2 | -27.8 | -18.3 | -8.6 |
+| **40%** | -29.9 | -28.2 | -22.5 | -14.3 | -6.5 |
+| **50%** | -25.5 | -25.0 | -19.6 | -13.6 | -6.0 |
+| **70%** | -20.2 | -20.1 | -16.9 | -11.8 | -7.4 |
+| **100%** | -14.1 | -12.4 | -11.1 | -8.8 | -6.6 |
 
-**251 of 252 tested parameter combinations are UNSAFE with uncapped swaps.**
+Every cell is negative (safe). The worst case (AS=100%, AW=100) still costs the trader 6.6 ETH.
+At CI=0%, **the entire AS/AW/DD space is available for free tuning** without safety concerns.
 
-The exploitation stems from the LM acting as a repositioning market maker: each recenter
-resets position geometry around the current price, allowing a trader to repeatedly extract
-IL by moving the price and triggering repositioning.
+Fee revenue at CI=0%:
 
-### capitalInefficiency Effect
-| CI | Unsafe Rate | Avg Trader Profit |
-|----|-------------|-------------------|
-| 0% (bull) | 98% | ~100+ ETH |
-| 30% | 100% | ~85 ETH |
-| 50% | 100% | ~40 ETH |
-| 80% (bear) | 100% | ~22 ETH |
+| AS \ AW | 20 | 40 | 60 | 80 | 100 |
+|---------|------|------|------|------|------|
+| 10% | 1.50 | 1.50 | 1.50 | 1.50 | 1.50 |
+| 20% | 1.50 | 1.50 | 1.50 | 1.50 | 1.50 |
+| 30% | 1.50 | 1.50 | 1.50 | 1.50 | 1.50 |
+| 40% | 1.45* | 1.50 | 1.50 | 1.50 | 1.50 |
+| 50% | 1.35 | 1.50 | 1.50 | 1.50 | 1.50 |
+| 70% | 1.35 | 1.50 | 1.50 | 1.50 | 1.50 |
+| 100% | 1.35 | 1.35 | 1.50 | 1.50 | 1.50 |
 
-CI reduces exploitation magnitude but does not eliminate it.
+*Mixed across DD values. Only high-AS/low-AW combos see a minor 10% fee reduction.
 
-### Mitigation Directions (Require Code Changes)
-1. **Keep swap caps**: LiquidityBoundaryHelper prevents exploitation entirely
-2. **Recenter cooldown**: Prevent rapid buy→recenter→sell→recenter cycles
-3. **Price impact detection**: Detect when recenter is triggered by a single actor's trades
-4. **Position geometry hardening**: Widen positions to increase slippage cost of round-trips
+### 4. Safe/Unsafe Boundary Maps
+
+For each (CI, AS, AW), shows whether ALL DD values are Safe (S), ALL Unsafe (U), or Mixed (M):
+
+#### CI=10% (83% safe overall)
+```
+AS\AW     20    40    60    80   100
+10%        S     S     S     S     M
+20%        S     S     S     S     M
+30%        S     S     S     S     U
+40%        S     S     S     S     U
+50%        S     S     S     S     U
+70%        S     S     S     S     U
+100%       S     S     S     S     U
+```
+Only AW=100 is problematic at CI=10%. All narrow-anchor combos are safe.
+
+#### CI=20% (52% safe overall)
+```
+AS\AW     20    40    60    80   100
+10%        S     S     S     M     U
+20%        S     S     S     M     U
+30%        S     S     S     U     U
+40%        S     S     M     U     U
+50%        S     S     U     U     U
+70%        S     S     U     U     U
+100%       S     S     U     U     U
+```
+The unsafe zone expands to AW≥60 for high AS. Low AS (10-20%) remains safe through AW=80.
+
+#### CI=30% (19% safe overall)
+```
+AS\AW     20    40    60    80   100
+10%        S     S     M     U     U
+20%        S     S     U     U     U
+30%        S     U     U     U     U
+40%        M     U     U     U     U
+50%        M     U     U     U     U
+70%        U     U     U     U     U
+100%       U     U     U     U     U
+```
+Only the tightest configs (low AS + low AW) remain safe. AS≥70% is universally unsafe.
+
+**Pattern**: The safe boundary sweeps diagonally — lower CI allows wider anchor/higher share.
+At any CI, you can trade AS for AW along iso-safety curves.
+
+### 5. Discovery Depth: Measurable but Small Effect
+
+#### DD impact on safety boundary (8 combos where DD flips outcome):
+
+| CI | AS | AW | DD=20% PnL | DD=50% PnL | DD=100% PnL | Pattern |
+|----|----|----|-----------|-----------|------------|---------|
+| 10% | 10% | 100 | +7.77 (U) | -3.19 (S) | -8.59 (S) | Higher DD saves |
+| 10% | 20% | 100 | +6.63 (U) | +0.53 (U) | -1.93 (S) | Only DD=100% safe |
+| 20% | 10% | 80 | +4.18 (U) | -2.67 (S) | -6.46 (S) | Higher DD saves |
+| 20% | 20% | 80 | +7.46 (U) | +3.20 (U) | -0.05 (S) | Barely safe at DD=100% |
+| 20% | 40% | 60 | +1.11 (U) | -0.12 (S) | +0.26 (U) | Non-monotonic |
+| 30% | 10% | 60 | +0.79 (U) | -2.32 (S) | -2.43 (S) | Higher DD saves |
+| 30% | 40% | 20 | +1.07 (U) | -0.82 (S) | -0.81 (S) | Higher DD saves |
+| 30% | 50% | 20 | +0.71 (U) | +0.80 (U) | -0.95 (S) | Only DD=100% safe |
+
+In 7 of 8 boundary cases, higher DD improves safety. The mechanism: more discovery liquidity
+density provides additional sell-side absorption, slightly reducing the trader's exit proceeds.
+Combo #5 (CI=20%, AS=40%, AW=60) shows a non-monotonic anomaly — likely a precision effect
+at the exact boundary.
+
+#### DD within safe combos (negligible):
+
+| DD | Avg PnL (ETH) | Avg feeWethTotal (ETH) | Safe Count |
+|----|---------------|----------------------|------------|
+| 20% | -15.08 | 1.479 | 85 |
+| 50% | -15.09 | 1.473 | 90 |
+| 100% | -15.40 | 1.479 | 92 |
+
+DD changes the safe count by only 7 combos (85→92) across the entire space. Within safe
+combos, its effect on PnL and fees is negligible.
+
+### 6. Drawdown Analysis
+
+Average drawdown (bps) during the bear sell-off:
+
+| CI | Avg Drawdown | Interpretation |
+|----|-------------|---------------|
+| 0% | 3681 bps (36.8%) | LM absorbs sell pressure well |
+| 10% | 3996 bps (40.0%) | |
+| 20% | 4313 bps (43.1%) | |
+| 30% | 4631 bps (46.3%) | |
+| 40% | 4922 bps (49.2%) | |
+| 50% | 5189 bps (51.9%) | |
+| 60% | 5402 bps (54.0%) | |
+| 70% | 5577 bps (55.8%) | |
+| 80% | 5720 bps (57.2%) | |
+| 100% | 5901 bps (59.0%) | LM gives back most of peak ETH |
+
+Drawdown scales linearly with CI. Even at CI=0%, the LM experiences ~37% drawdown during
+a 150 ETH bull-to-bear cycle, but **recovers to a net gain** (20.21 ETH average).
+At CI≥40%, the LM never recovers — drawdown exceeds 100% of the bull gains.
+
+### 7. Secondary Parameter Impact (at CI=0%)
+
+Since CI=0% is universally safe, the other parameters only affect *how much* the LM gains:
+
+| Parameter | Range | PnL Impact | Fee Impact |
+|-----------|-------|-----------|-----------|
+| **AW** (anchor width) | 20→100 | 27 ETH (strongest secondary) | <5% |
+| **AS** (anchor share) | 10%→100% | 29 ETH | <10% |
+| **DD** (discovery depth) | 20%→100% | 0.3 ETH (negligible) | <0.5% |
+
+AW and AS have roughly equal impact at CI=0%. Both affect how much ETH the LM keeps
+during the bear phase, but neither threatens safety.
+
+### 8. Floor Movement
+
+Floor moves in 99.7% of combos (1047/1050). The 3 static-floor combos are all at CI=0%
+with moderate AS (40-50%) and AW=20 — the floor is placed so conservatively that the
+sell-off never reaches it. Floor movement does NOT correlate with safety — both safe
+and unsafe combos have floor_moved=true.
+
+## Parameter Sensitivity Ranking
+
+From most to least impactful:
+
+1. **capitalInefficiency** — THE safety dial. Each +10% shifts avg PnL by ~10 ETH toward traders.
+   CI=0%: 100% safe. CI≥40%: 100% unsafe. **Must be actively managed.**
+2. **anchorWidth** — Secondary safety factor. Each +20 ticks increases avg PnL by ~8 ETH.
+   Narrow anchor (20) maximizes resistance; wide (100) allows more traversal.
+3. **anchorShare** — Tertiary. Higher AS means less floor ETH. Effect is ~5 ETH per +20%.
+4. **discoveryDepth** — Negligible for safety (<1 ETH across full range). Only matters at
+   exact boundary conditions (8 out of 1050 combos).
+
+## Recommended Configuration
+
+### For Maximum Safety: CI=0%
+```
+capitalInefficiency = 0              (0%)
+anchorShare         = 200000000000000000  (20%)
+anchorWidth         = 60             (60 ticks)
+discoveryDepth      = 500000000000000000  (50%)
+```
+
+**Rationale:**
+- CI=0% guarantees safety across the ENTIRE AS/AW/DD space
+- AS=20% provides moderate anchor liquidity for fee capture (1.50 ETH)
+- AW=60 balances concentrated liquidity (fees) with sell resistance
+- DD=50% is a neutral choice (DD has negligible effect)
+- Trader loses ~33 ETH out of 150 ETH round trip (22% loss)
+- LM drawdown ~33% during bear, recovers to net +31 ETH gain
+
+### Adaptive Strategy
+The optimizer should treat CI as a risk dial:
+
+| Market Regime | CI | AS | AW | Rationale |
+|--------------|-----|-----|-----|-----------|
+| **Conservative** | 0% | 10-20% | 20-40 | Maximum protection; floor at 30% discount |
+| **Balanced** | 0% | 20-30% | 60-80 | Full safety with broader fee capture |
+| **Growth** | 10% | 30-50% | 60-80 | 83% safe; more anchor liquidity |
+| **NEVER** | ≥40% | any | any | Universally unsafe |
+
+### Why Not CI>0%?
+At CI=0%, adjusted VWAP = 70% of raw VWAP (floor at 30% discount). This means:
+- The floor buys KRK at a 30% discount to recent trading price
+- This is highly protective — traders selling into the floor get terrible prices
+- Fee revenue is IDENTICAL to higher CI values
+- There is literally zero benefit to increasing CI in the current model
+
+The only reason to increase CI would be if the 30% discount floor prevents organic
+price discovery — but the BullBearSweep shows this doesn't happen (anchor and discovery
+positions handle normal trading; the floor only matters during sell-offs).
+
+## Raw Data
+
+Full results: `analysis/sweep-FULL-4D-summary.csv` (1050 rows)
+
+### CSV Schema
+```
+ci,anchor_share,anchor_width,discovery_depth,trader_pnl,bull_spent,
+lm_eth_start,lm_eth_after_bull,lm_eth_end,lm_retention_pct,floor_moved,
+lm_eth_trough,drawdown_bps,sell_attempts,lm_net_gain,
+fee_weth_bull,fee_krk_bull,fee_weth_total,fee_krk_total
+```
+
+All monetary values in wei (18 decimals). CI/AS/DD scaled to 18 decimals.
+AW in raw tick count. drawdown_bps and retention_pct in basis points.
 
 ---
-*Generated: 2026-02-07*
+*Generated: 2026-02-08*
+*Sweep: 1050 combos (10 CI x 7 AS x 5 AW x 3 DD) via BullBearSweep.s.sol*
+*Commit: 0e2104b (sqrt price bug + outstandingSupply fix)*
+*Branch: fix/floor-ratchet*
diff --git a/onchain/analysis/ParameterSweepFuzzing.s.sol b/onchain/analysis/ParameterSweepFuzzing.s.sol
index f0d1b4a..a6c95ae 100644
--- a/onchain/analysis/ParameterSweepFuzzing.s.sol
+++ b/onchain/analysis/ParameterSweepFuzzing.s.sol
@@ -1,20 +1,8 @@
 // SPDX-License-Identifier: MIT
 pragma solidity ^0.8.19;
 
-import { Kraiken } from "../src/Kraiken.sol";
-
-import { LiquidityManager } from "../src/LiquidityManager.sol";
-import { Stake } from "../src/Stake.sol";
-import { ThreePositionStrategy } from "../src/abstracts/ThreePositionStrategy.sol";
-import { UniswapHelpers } from "../src/helpers/UniswapHelpers.sol";
-import { IWETH9 } from "../src/interfaces/IWETH9.sol";
-import { TestEnvironment } from "../test/helpers/TestBase.sol";
-
 import { ConfigurableOptimizer } from "../test/mocks/ConfigurableOptimizer.sol";
-import { SwapExecutor } from "./helpers/SwapExecutor.sol";
-import { IUniswapV3Factory } from "@uniswap/v3-core/contracts/interfaces/IUniswapV3Factory.sol";
-import { IUniswapV3Pool } from "@uniswap/v3-core/contracts/interfaces/IUniswapV3Pool.sol";
-import "forge-std/Script.sol";
+import { FuzzingBase } from "./helpers/FuzzingBase.sol";
 import "forge-std/console2.sol";
 
 /// @title ParameterSweepFuzzing
@@ -24,20 +12,8 @@ import "forge-std/console2.sol";
 ///      Swaps are uncapped by default (no LiquidityBoundaryHelper limits).
 ///      LM ETH is tracked as direct balance + pool WETH (since LM is sole LP,
 ///      pool WETH represents LM's deployed position ETH).
-contract ParameterSweepFuzzing is Script {
-    TestEnvironment testEnv;
-    IUniswapV3Factory factory;
-    IUniswapV3Pool pool;
-    IWETH9 weth;
-    Kraiken kraiken;
-    Stake stake;
-    LiquidityManager lm;
-    SwapExecutor swapExecutor;
+contract ParameterSweepFuzzing is FuzzingBase {
     ConfigurableOptimizer optimizer;
-    bool token0isWeth;
-
-    address trader = makeAddr("trader");
-    address fees = makeAddr("fees");
 
     string summaryFile;
 
@@ -65,7 +41,6 @@ contract ParameterSweepFuzzing is Script {
         cfgMaxBuy = vm.envOr("MAX_BUY_ETH", uint256(80));
         string memory tag = vm.envOr("SWEEP_TAG", string("SWEEP"));
 
-        // Parse parameter arrays from comma-separated env vars
         uint256[] memory ciValues = _parseUintArray(vm.envOr("CI_VALUES", string("0,500000000000000000,1000000000000000000")));
         uint256[] memory asValues = _parseUintArray(vm.envOr("AS_VALUES", string("100000000000000000,500000000000000000,1000000000000000000")));
         uint256[] memory awValues = _parseUintArray(vm.envOr("AW_VALUES", string("30,50,80")));
@@ -80,11 +55,10 @@ contract ParameterSweepFuzzing is Script {
         console2.log("Uncapped:", cfgUncapped);
         console2.log("Trade range (ETH):", cfgMinBuy, cfgMaxBuy);
 
-        testEnv = new TestEnvironment(fees);
-        factory = UniswapHelpers.deployUniswapFactory();
+        _initInfrastructure();
 
         summaryFile = string(abi.encodePacked("analysis/sweep-", tag, "-summary.csv"));
-        vm.writeFile(summaryFile, "ci,anchor_share,anchor_width,discovery_depth,buy_bias,max_trader_pnl,min_trader_pnl,any_lm_loss,lm_eth_delta\n");
+        vm.writeFile(summaryFile, "ci,anchor_share,anchor_width,discovery_depth,buy_bias,worst_trader_pnl,best_trader_pnl,any_lm_loss,lm_eth_delta\n");
 
         uint256 comboIndex = 0;
         for (uint256 ci_i = 0; ci_i < ciValues.length; ci_i++) {
@@ -107,19 +81,16 @@ contract ParameterSweepFuzzing is Script {
     }
 
     function _runCombo(uint256 ci, uint256 as_, uint24 aw, uint256 dd, uint256 bb, uint256 comboIdx) internal {
-        // Deploy optimizer and environment ONCE per combo
         optimizer = new ConfigurableOptimizer(ci, as_, aw, dd);
         cfgBuyBias = bb;
 
         // Setup environment once — VWAP accumulates across all runs
-        _setupEnvironment(comboIdx % 2 == 0);
+        _setupEnvironment(address(optimizer), comboIdx % 2 == 0, cfgUncapped);
 
-        int256 maxPnl = type(int256).min;
-        int256 minPnl = type(int256).max;
+        int256 worstPnl = type(int256).min;
+        int256 bestPnl = type(int256).max;
         bool anyLoss = false;
 
-        // Track total LM ETH = direct balance + pool WETH (LM's deployed positions)
-        // address(lm).balance + weth.balanceOf(lm) is near-zero after recenter since ETH is in pool
         uint256 lmSystemStart = _getLmSystemEth();
 
         for (uint256 runIdx = 0; runIdx < cfgRunsPerCombo; runIdx++) {
@@ -127,45 +98,40 @@ contract ParameterSweepFuzzing is Script {
 
             int256 pnl = int256(result.traderFinalEth) - int256(result.traderInitEth);
 
-            if (pnl > maxPnl) maxPnl = pnl;
-            if (pnl < minPnl) minPnl = pnl;
+            if (pnl > worstPnl) worstPnl = pnl;
+            if (pnl < bestPnl) bestPnl = pnl;
             if (pnl > 0) anyLoss = true;
         }
 
         uint256 lmSystemEnd = _getLmSystemEth();
         int256 lmDelta = int256(lmSystemEnd) - int256(lmSystemStart);
 
-        // Write summary
+        // Write summary row
         string memory row = string(abi.encodePacked(vm.toString(ci), ",", vm.toString(as_), ",", vm.toString(uint256(aw)), ","));
-        row = string(abi.encodePacked(row, vm.toString(dd), ",", vm.toString(bb), ",", vm.toString(maxPnl), ","));
-        row = string(abi.encodePacked(row, vm.toString(minPnl), ",", anyLoss ? "true" : "false", ",", vm.toString(lmDelta)));
+        row = string(abi.encodePacked(row, vm.toString(dd), ",", vm.toString(bb), ",", vm.toString(worstPnl), ","));
+        row = string(abi.encodePacked(row, vm.toString(bestPnl), ",", anyLoss ? "true" : "false", ",", vm.toString(lmDelta)));
         vm.writeLine(summaryFile, row);
 
-        // Log progress
         if (anyLoss) {
             console2.log("UNSAFE combo", comboIdx);
-            console2.log("  maxPnl:", maxPnl);
+            console2.log("  worstPnl:", worstPnl);
             console2.log("  lmDelta:", lmDelta);
         } else if (comboIdx % 5 == 0) {
             console2.log("Progress:", comboIdx);
         }
     }
 
-    /// @notice Approximate total ETH attributable to the LM (direct balance + pool WETH)
-    /// @dev Pool WETH includes both LM position ETH and trader buy ETH in transit.
-    ///      This is a rough proxy — trader PnL is the reliable safety metric.
-    function _getLmSystemEth() internal view returns (uint256) {
-        return address(lm).balance + weth.balanceOf(address(lm)) + weth.balanceOf(address(pool));
-    }
-
     function _executeRun(uint256 runIndex) internal returns (RunResult memory result) {
         // DON'T re-setup environment — reuse existing so VWAP accumulates
         result.lmEthInit = _getLmSystemEth();
 
+        // Clean up leftover tokens from previous run to prevent PnL leakage
+        _cleanupTraderTokens();
+
         // Fund trader fresh each run
-        vm.deal(trader, 400 ether);
+        vm.deal(trader, LM_FUNDING_ETH);
         vm.prank(trader);
-        weth.deposit{ value: 200 ether }();
+        weth.deposit{ value: LM_FUNDING_ETH }();
         result.traderInitEth = weth.balanceOf(trader);
 
         for (uint256 i = 0; i < cfgTradesPerRun; i++) {
@@ -175,132 +141,24 @@ contract ParameterSweepFuzzing is Script {
 
             uint256 rand = uint256(keccak256(abi.encodePacked(runIndex, i))) % 100;
             if (rand < cfgBuyBias) {
-                if (!_executeBuy(runIndex, i)) result.numBuysFailed++;
+                uint256 range = cfgMaxBuy - cfgMinBuy;
+                uint256 amount = (cfgMinBuy * 1 ether) + (uint256(keccak256(abi.encodePacked(runIndex, i, "buy"))) % (range * 1 ether));
+                if (!_executeBuy(amount)) result.numBuysFailed++;
             } else {
-                _executeSell(runIndex, i);
+                uint256 krkBal = kraiken.balanceOf(trader);
+                if (krkBal > 0) {
+                    uint256 pct = SELL_PCT_MIN + (uint256(keccak256(abi.encodePacked(runIndex, i, "sell"))) % SELL_PCT_RANGE);
+                    uint256 amount = krkBal * pct / 100;
+                    _executeSell(amount);
+                }
             }
         }
 
         _tryRecenter();
         _liquidateTraderHoldings();
+        _recoverStuckTokens();
 
         result.lmEthFinal = _getLmSystemEth();
         result.traderFinalEth = weth.balanceOf(trader);
     }
-
-    function _setupEnvironment(bool wethIsToken0) internal {
-        (factory, pool, weth, kraiken, stake, lm,, token0isWeth) = testEnv.setupEnvironmentWithExistingFactory(factory, wethIsToken0, fees, address(optimizer));
-
-        swapExecutor = new SwapExecutor(pool, weth, kraiken, token0isWeth, lm, cfgUncapped);
-
-        vm.deal(address(lm), 200 ether);
-        vm.prank(address(lm));
-        weth.deposit{ value: 100 ether }();
-
-        vm.prank(fees);
-        try lm.recenter() { } catch { }
-    }
-
-    function _executeBuy(uint256 runIndex, uint256 tradeIndex) internal returns (bool) {
-        uint256 range = cfgMaxBuy - cfgMinBuy;
-        uint256 amount = (cfgMinBuy * 1 ether) + (uint256(keccak256(abi.encodePacked(runIndex, tradeIndex, "buy"))) % (range * 1 ether));
-        if (weth.balanceOf(trader) < amount) return false;
-
-        vm.startPrank(trader);
-        weth.transfer(address(swapExecutor), amount);
-        try swapExecutor.executeBuy(amount, trader) returns (uint256 actualAmount) {
-            vm.stopPrank();
-            return actualAmount > 0;
-        } catch {
-            vm.stopPrank();
-            return false;
-        }
-    }
-
-    function _executeSell(uint256 runIndex, uint256 tradeIndex) internal returns (bool) {
-        uint256 kraikenBal = kraiken.balanceOf(trader);
-        if (kraikenBal == 0) return false;
-
-        // Sell 20-80% of holdings
-        uint256 pct = 20 + (uint256(keccak256(abi.encodePacked(runIndex, tradeIndex, "sell"))) % 60);
-        uint256 amount = kraikenBal * pct / 100;
-        if (amount == 0) return false;
-
-        vm.startPrank(trader);
-        kraiken.transfer(address(swapExecutor), amount);
-        try swapExecutor.executeSell(amount, trader) returns (uint256 actualAmount) {
-            vm.stopPrank();
-            return actualAmount > 0;
-        } catch {
-            vm.stopPrank();
-            return false;
-        }
-    }
-
-    function _tryRecenter() internal returns (bool) {
-        vm.warp(block.timestamp + 1 hours);
-        vm.roll(block.number + 1);
-        vm.prank(fees);
-        try lm.recenter{ gas: 50_000_000 }() {
-            return true;
-        } catch {
-            return false;
-        }
-    }
-
-    function _liquidateTraderHoldings() internal {
-        uint256 remaining = kraiken.balanceOf(trader);
-        uint256 attempts;
-        while (remaining > 0 && attempts < 20) {
-            uint256 prev = remaining;
-            vm.startPrank(trader);
-            kraiken.transfer(address(swapExecutor), remaining);
-            try swapExecutor.executeSell(remaining, trader) returns (uint256 a) {
-                vm.stopPrank();
-                if (a == 0) break;
-            } catch {
-                vm.stopPrank();
-                break;
-            }
-
-            // Recenter between attempts to unlock more sell liquidity
-            if (attempts % 3 == 2) {
-                _tryRecenter();
-            }
-
-            remaining = kraiken.balanceOf(trader);
-            if (remaining >= prev) break;
-            unchecked {
-                attempts++;
-            }
-        }
-    }
-
-    /// @notice Parse comma-separated uint string into array
-    function _parseUintArray(string memory csv) internal pure returns (uint256[] memory) {
-        bytes memory b = bytes(csv);
-        uint256 count = 1;
-        for (uint256 i = 0; i < b.length; i++) {
-            if (b[i] == ",") count++;
-        }
-
-        uint256[] memory result = new uint256[](count);
-        uint256 idx = 0;
-        uint256 start = 0;
-
-        for (uint256 i = 0; i <= b.length; i++) {
-            if (i == b.length || b[i] == ",") {
-                uint256 num = 0;
-                for (uint256 j = start; j < i; j++) {
-                    require(b[j] >= "0" && b[j] <= "9", "Invalid number");
-                    num = num * 10 + (uint256(uint8(b[j])) - 48);
-                }
-                result[idx] = num;
-                idx++;
-                start = i + 1;
-            }
-        }
-
-        return result;
-    }
 }
diff --git a/onchain/analysis/README.md b/onchain/analysis/README.md
index b27f725..da88bb5 100644
--- a/onchain/analysis/README.md
+++ b/onchain/analysis/README.md
@@ -1,125 +1,177 @@
-# KRAIKEN Fuzzing Analysis Tools
+# KRAIKEN Fuzzing & Parameter Analysis Tools
 
-This directory contains tools for fuzzing the KRAIKEN LiquidityManager to identify potential profitable trading scenarios.
+Tools for stress-testing the KRAIKEN LiquidityManager against exploitative trading patterns.
+All scripts inherit shared infrastructure from `helpers/FuzzingBase.sol`.
+
+For the full research report covering bugs found, floor defense design, parameter safety mapping, and optimizer evolution, see [KRAIKEN_RESEARCH_REPORT.md](KRAIKEN_RESEARCH_REPORT.md).
 
 ## Quick Start
 
 ```bash
-# Run fuzzing with default settings (50 runs, 20 trades)
-./run-fuzzing.sh BullMarketOptimizer
+cd onchain
 
-# Run with custom parameters
-./run-fuzzing.sh WhaleOptimizer runs=100 trades=50
+# Single-optimizer fuzzing with per-run CSV output
+./analysis/run-fuzzing.sh BullMarketOptimizer runs=10 trades=20
 
-# Clean up generated files
-./clean.sh
+# Adversarial floor-drain attack (sell-heavy, 2000 trades)
+./analysis/run-adversarial.sh as=3e17 aw=100
+
+# V3 optimizer adversarial test with staking scenarios
+./analysis/run-v3-adversarial.sh
+
+# Fee revenue with background LP competition
+./analysis/run-bglp-fee-test.sh as=3e17 aw=100 bglp=40
+
+# Deep 4D parameter space search
+./analysis/run-deep-search.sh
+
+# Clean up generated CSV files
+./analysis/clean-csvs.sh
 ```
 
-## Files
+## Scripts
 
-### Core Scripts
-- `StreamlinedFuzzing.s.sol` - Streamlined fuzzing script with staking support and accurate trade recording
-- `run-fuzzing.sh` - Shell script to orchestrate multiple fuzzing runs with configurable parameters
-- `clean-csvs.sh` - Cleanup script to remove generated CSV files
+### Shell Scripts
 
-### Helpers
-- `helpers/SwapExecutor.sol` - Handles swap execution through Uniswap
-- `helpers/CSVManager.sol` - CSV generation utilities
-- `helpers/CSVHelper.sol` - CSV formatting helpers
+| Script | Purpose |
+|--------|---------|
+| `run-fuzzing.sh` | Single-optimizer fuzzing, CSV per run. Args: `runs=N trades=N buybias=N uncapped ci=N as=N aw=N dd=N` |
+| `run-adversarial.sh` | Attack specific AS/AW configs with varied buy biases (10-30%). Tests floor drain resilience. |
+| `run-v3-adversarial.sh` | Attack OptimizerV3 with staking scenarios (varied staking% and tax rates). |
+| `run-v3-step-test.sh` | Test V3 step function across parameter space. **Known bug**: parameter passing causes false positives. |
+| `run-deep-search.sh` | Deep search across 4D parameter space (CI × AS × AW × DD). |
+| `run-bglp-fee-test.sh` | Fee revenue measurement with Gaussian background LP competition. Args: `as=N aw=N bglp=N` |
+| `run-bullbear-sweep.sh` | Deterministic bull→bear parameter sweep. Modes: `quick` (27 combos), `standard` (225 combos). |
+| `run-2d-frontier.sh` | 2D (AS × AW) safety frontier mapping. |
+| `run-as-sweep.sh` | AS sweep at fixed AW. |
+| `clean-csvs.sh` | Clean generated CSV files. |
 
-### Visualization
-- `run-visualizer.html` - Interactive web visualization for analyzing individual trades from fuzzing runs
-- Supports row-by-row navigation through trades with liquidity distribution charts
+### Python Scripts
 
-## Available Optimizers
+| Script | Purpose |
+|--------|---------|
+| `scan-final.py` | On-chain LP distribution scanner. Scans real Uniswap V3 pools to compare LP concentration against the BackgroundLP model. |
+| `scan-pool-ticks.py` | Pool tick scanner (original). |
+| `scan-pool-ticks-fast.py` | Fast pool tick scanner. |
+| `scan-pool-ticks-v2.py` | Pool tick scanner v2 with improved coverage. |
+| `scan-wide.py` | Wide-range pool tick scanner. |
 
-- `BullMarketOptimizer` - Aggressive parameters for bull market conditions
-- `NeutralMarketOptimizer` - Balanced parameters
-- `BearMarketOptimizer` - Conservative parameters for bear market conditions
-- `WhaleOptimizer` - Simulates large position dominance
-- `MockOptimizer` - Standard mock with configurable parameters
-- `RandomScenarioOptimizer` - Randomized parameters for each run
+### Solidity Contracts
 
-## Usage
+| Contract | Purpose |
+|----------|---------|
+| `StreamlinedFuzzing.s.sol` | Main fuzzing script. ConfigurableOptimizer, staking, BG LP, uncapped swaps. |
+| `ParameterSweepFuzzing.s.sol` | Multi-combo sweep in single execution. |
+| `BullBearSweep.s.sol` | Deterministic bull→bear scenario. |
+| `helpers/FuzzingBase.sol` | Shared infrastructure (environment setup, trade execution, liquidation, CSV output). |
+| `helpers/BackgroundLP.sol` | Gaussian competing LP — 5 stacked layers at ±10/20/40/80/160 tick spacings. Buys KRK from pool realistically. Rebalances every 10th recenter. |
+| `helpers/SwapExecutor.sol` | Swap execution with optional `uncapped` mode (6th constructor arg) to bypass LiquidityBoundaryHelper. |
 
-### Running Fuzzing Campaigns
+## Architecture
 
-```bash
-# Basic usage
-./run-fuzzing.sh <optimizer_class> [runs=N] [staking=on|off] [buybias=N] [trades=N] [stakingbias=N]
+```
+FuzzingBase.sol (abstract)
+├── Environment setup, trade execution, liquidation, token recovery
+├── Recenter with time advancement
+├── LM ETH measurement, CSV parsing, string helpers
+│
+├── StreamlinedFuzzing.s.sol  → per-run CSV, named optimizer
+├── ParameterSweepFuzzing.s.sol → multi-combo summary CSV
+└── BullBearSweep.s.sol → deterministic bull→bear with floor tracking
 
-# Examples
-./run-fuzzing.sh BullMarketOptimizer                    # Uses defaults
-./run-fuzzing.sh WhaleOptimizer runs=100               # 100 runs
-./run-fuzzing.sh BearMarketOptimizer trades=50         # 50 trades per run
-./run-fuzzing.sh NeutralMarketOptimizer runs=25 trades=30  # Both params
-./run-fuzzing.sh BullMarketOptimizer runs=50 staking=on buybias=85 trades=100 stakingbias=95  # Full config
+helpers/
+├── BackgroundLP.sol → Gaussian competing LP (5 layers, rebalances on recenters)
+├── SwapExecutor.sol → uncapped swap mode
+└── FuzzingBase.sol → shared base contract
 ```
 
-Parameters:
-- `optimizer_class` - Required. The optimizer class to use
-- `runs=N` - Optional. Number of fuzzing runs (default: 20)
-- `staking=on|off` - Optional. Enable/disable staking (default: on)
-- `buybias=N` - Optional. 0-100% bias towards buying vs selling (default: 50)
-- `trades=N` - Optional. Trades per run (default: 15, supports 100+ trades)
-- `stakingbias=N` - Optional. 0-100% bias towards staking vs unstaking (default: 80)
-
-### Output
-
-Each fuzzing campaign creates a timestamped directory with:
-- Individual run logs (`run_N.log`)
-- Merged CSV of profitable scenarios
-- Summary report with statistics
-- Configuration file for reproducibility
-
-### Visualization
-
-To visualize results:
-
-```bash
-# Start local web server from analysis directory
-cd analysis && python3 -m http.server 8000
-# Then open http://localhost:8000/run-visualizer.html
-
-# Or use debugCSV mode which automatically launches visualizer
-./analysis/run-fuzzing.sh BullMarketOptimizer debugCSV
-```
-
-### Cleanup
-
-Remove all generated files:
-
-```bash
-./clean.sh
-```
+### Shared Constants (FuzzingBase.sol)
+| Constant | Value | Purpose |
+|----------|-------|---------|
+| `LM_FUNDING_ETH` | 200 ether | Default LM ETH funding |
+| `LM_INITIAL_WETH` | 100 ether | Initial WETH deposit for LM |
+| `RECENTER_GAS_LIMIT` | 50M | Gas limit for recenter calls |
+| `RECENTER_TIME_ADVANCE` | 1 hour | Time warp before each recenter |
+| `LIQUIDATION_MAX_ATTEMPTS` | 20 | Max sell attempts during liquidation |
 
 ## Environment Variables
 
-The fuzzing script supports these environment variables:
-- `FUZZING_RUNS` - Number of runs (overridden by script parameter)
-- `OPTIMIZER_CLASS` - Optimizer to use (overridden by script parameter)
-- `TRADES_PER_RUN` - Trades per run (overridden by script parameter)
-- `TRACK_POSITIONS` - Enable detailed position tracking (default: true)
-- `ENABLE_STAKING` - Enable staking operations (default: true)
-- `BUY_BIAS` - Buy bias percentage (default: 50)
-- `STAKING_BIAS` - Staking bias percentage (default: 80)
+All variables are read by `StreamlinedFuzzing.s.sol` and passed through by the shell scripts.
 
-## Development
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `CI_VALUE` | 0 | Capital inefficiency (0-1e18). Pure risk lever, zero fee effect. |
+| `AS_VALUE` | 1e17 | Anchor share (0-1e18). ETH split between floor and anchor. |
+| `AW_VALUE` | 20 | Anchor width (0-200+). Ticks of anchor position width. |
+| `DD_VALUE` | 5e17 | Discovery depth (0-1e18). Zero safety effect. |
+| `BUY_BIAS` | 50 | % of trades that are buys (0-100). 10 = adversarial sell-heavy. |
+| `TRADES_PER_RUN` | 15 | Trades per run. 2000 for deep adversarial tests. |
+| `FUZZING_RUNS` | 1 | Runs per forge invocation. **Must be 1 for 2000-trade runs** (MemoryOOG). |
+| `BATCH_SEED` | 0 | Random seed. Each batch produces unique scenario IDs. Loop in shell for >1 run. |
+| `OPTIMIZER_CLASS` | BullMarketOptimizer | Which optimizer to deploy. Use `ConfigurableOptimizer` for custom params. |
+| `UNCAPPED_SWAPS` | false | Bypass LiquidityBoundaryHelper for uncapped swap amounts. |
+| `BG_LP_ETH_PER_LAYER` | 0 | ETH per BackgroundLP Gaussian layer (0 = disabled). 40 = 200 ETH total. |
+| `STAKING_LEVEL` | 0 | Staking % for V3 optimizer (0-100). |
+| `STAKING_TAX_RATE` | 3 | Tax rate index for V3 optimizer (0-29). |
 
-To add a new optimizer:
-1. Create the optimizer contract in `../test/mocks/`
-2. Import it in `ImprovedFuzzingAnalysis.s.sol`
-3. Add it to the `_getOptimizerByClass` function
-4. Update this README
+### ParameterSweepFuzzing-specific
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `TRADES_PER_RUN` | 30 | Trades per run |
+| `RUNS_PER_COMBO` | 5 | Runs per parameter combination |
+| `CI_VALUES` | 0,0.5e18,1e18 | Comma-separated capitalInefficiency values |
+| `AS_VALUES` | 0.1e18,0.5e18,1e18 | Comma-separated anchorShare values |
+| `AW_VALUES` | 30,50,80 | Comma-separated anchorWidth values |
+| `DD_VALUES` | 0.2e18,1e18 | Comma-separated discoveryDepth values |
+| `BB_VALUES` | 60,80,100 | Comma-separated buyBias values |
+| `SWEEP_TAG` | SWEEP | Output filename tag |
 
-## Notes
+### BullBearSweep-specific
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `BULL_BUYS` | 10 | Number of buys in bull phase |
+| `BUY_SIZE_ETH` | 15 | ETH per buy |
+| `LM_FUNDING_ETH` | 200 | LM funding (ETH) |
+| `SWEEP_TAG` | BULLBEAR | Output filename tag |
 
-- Each run deploys a fresh Uniswap V3 environment
-- Gas limit is set to 300M for script execution
-- Results are deterministic based on the seed
-- The fuzzer tests random buy/sell patterns with periodic recenters
-- Supports staking operations with position snatching mechanics
-- Only records trades that actually execute (non-zero amounts)
-- Records actual traded amounts after liquidity limits are applied
-- CSV files are written to the analysis/ directory
-- Every trade properly updates the tick value
\ No newline at end of file
+## Constraints
+
+- **1 run per forge invocation**: EVM MemoryOOG after ~2 runs of 2000 trades. Loop in shell with `BATCH_SEED=N`.
+- **VPS: 8GB RAM, no swap**: Cargo tests OOM. Use `CARGO_BUILD_JOBS=1`.
+- **Disk**: Run `clean-csvs.sh` periodically to reclaim space.
+- **Forge PATH**: `~/.foundry/bin/forge` (not in default PATH on VPS).
+- **Bash integer overflow**: Wei values > 2^63 overflow `[ $A -gt $B ]` — use `bc` for comparison.
+
+## Data Files
+
+| File | Description |
+|------|-------------|
+| `2D_FRONTIER_LOG.md` | 29-combo (AS, AW) adversarial safety frontier |
+| `2d-frontier-results.csv` | Machine-readable frontier data |
+| `V3_FUZZING_LOG.md` | V3 adversarial test results |
+| `V3_STEP_LOG.md` | Step function test results |
+| `FUZZING_LOG.md` | General fuzzing log |
+| `AS_SWEEP_LOG.md` | AS sweep results |
+| `PARAMETER_SEARCH_RESULTS.md` | Full 4D parameter search (1050 combos) |
+| `KRAIKEN_RESEARCH_REPORT.md` | Comprehensive research report (bugs, floor defense, optimizer, staking) |
+| `fuzz-*.csv` | Per-run tick trace CSVs (generated, gitignored) |
+
+## Visualization
+
+```bash
+# Generate CSVs and launch visualizer
+./analysis/run-fuzzing.sh BullMarketOptimizer debugCSV
+
+# Or manually
+cd analysis && python3 -m http.server 8000
+# Open http://localhost:8000/run-visualizer.html
+```
+
+## Test Coverage
+
+`test/FuzzingAnalyzerBugs.t.sol` validates:
+- Round-trip loss (buy→recenter→sell shows trader loss)
+- PnL leakage prevention (cleanup between runs eliminates false positives)
+- Multi-cycle cumulative loss
+- Capped vs uncapped swap behavior
+- WETH conservation across the system
diff --git a/onchain/analysis/SECURITY_REVIEW.md b/onchain/analysis/SECURITY_REVIEW.md
new file mode 100644
index 0000000..fdf1e3a
--- /dev/null
+++ b/onchain/analysis/SECURITY_REVIEW.md
@@ -0,0 +1,225 @@
+# Security Review: KRAIKEN Protocol Contracts
+
+**Date:** 2026-02-13
+**Branch:** `launch/protocol-readiness`
+**Reviewer:** Automated deep review (Claude)
+**Scope:** LiquidityManager, OptimizerV3, ThreePositionStrategy, VWAPTracker, PriceOracle, Kraiken, Stake
+
+---
+
+## Executive Summary
+
+The KRAIKEN protocol contracts are well-structured with clear separation of concerns. No critical exploitable vulnerabilities were found that would block mainnet launch. Two medium-severity issues should be addressed before deployment: a TWAP calculation bug in the PriceOracle fallback path, and the lack of access control on one-time setter functions during deployment. Several low-severity and informational findings are documented below.
+
+The previously identified Floor Ratchet Extraction Attack (branch `fix/floor-ratchet`) remains the highest-priority issue and is tracked separately.
+
+---
+
+## Findings
+
+### M-1: PriceOracle Fallback TWAP Uses Wrong Divisor
+
+**Severity:** Medium
+**File:** `src/abstracts/PriceOracle.sol:37-40`
+
+```solidity
+// Fallback to longer timeframe if recent data unavailable
+secondsAgo[0] = PRICE_STABILITY_INTERVAL * 200;  // 60,000 seconds
+(int56[] memory tickCumulatives,) = pool.observe(secondsAgo);
+int56 tickCumulativeDiff = tickCumulatives[1] - tickCumulatives[0];
+averageTick = int24(tickCumulativeDiff / int56(int32(PRICE_STABILITY_INTERVAL)));  // divides by 300, not 60000
+```
+
+**Issue:** The fallback path observes a 60,000-second window but divides by 300 (the original 5-minute interval). This produces an `averageTick` that is 200x the actual TWAP value.
+
+**Impact:** When the fallback triggers (new pool with <5min of observation history), `_isPriceStable()` always returns `false`, making `recenter()` permanently blocked until enough observations accumulate. This is a **liveness issue** for newly deployed pools — the protocol cannot perform its first recenter without `recenterAccess` being set.
+
+**Note:** This is fail-safe (blocks recenter rather than allowing manipulation), so it's not exploitable. However, it could delay mainnet activation.
+
+**Fix:**
+```solidity
+uint32 fallbackInterval = PRICE_STABILITY_INTERVAL * 200;
+secondsAgo[0] = fallbackInterval;
+(int56[] memory tickCumulatives,) = pool.observe(secondsAgo);
+int56 tickCumulativeDiff = tickCumulatives[1] - tickCumulatives[0];
+averageTick = int24(tickCumulativeDiff / int56(int32(fallbackInterval)));
+```
+
+---
+
+### M-2: One-Time Setters Lack Access Control (Deployment Race)
+
+**Severity:** Medium
+**Files:**
+- `src/LiquidityManager.sol:102-106` — `setFeeDestination()`
+- `src/Kraiken.sol:64-68` — `setLiquidityManager()`
+- `src/Kraiken.sol:76-80` — `setStakingPool()`
+
+**Issue:** These set-once functions have no `msg.sender` restriction. Anyone can call them before the deployer:
+
+```solidity
+function setFeeDestination(address feeDestination_) external {
+    if (address(0) == feeDestination_) revert ZeroAddressInSetter();
+    if (feeDestination != address(0)) revert AddressAlreadySet();
+    feeDestination = feeDestination_;  // first caller wins
+}
+```
+
+**Impact:** An attacker watching the mempool could frontrun deployment to:
+- Set themselves as `feeDestination` → steal all LP fees forever
+- Set a malicious `liquidityManager` → gain mint/burn control over KRK supply
+
+**Mitigating factors:**
+- `DeployBase.sol` calls all setters in the same broadcast transaction as deployment
+- On Base L2, sequencer ordering reduces frontrunning risk vs L1
+- Using private mempools / bundled transactions eliminates the risk entirely
+
+**Recommendation:** Either:
+1. Accept the risk with bundled deployment (current approach works on Base), or
+2. Add a constructor-set `deployer` address as the only authorized caller for these setters
+
+---
+
+### M-3: Open `recenter()` Access Without Rate Limiting
+
+**Severity:** Medium (griefing)
+**File:** `src/LiquidityManager.sol:121-129`
+
+```solidity
+function recenter() external returns (bool isUp) {
+    if (recenterAccess != address(0)) {
+        require(msg.sender == recenterAccess, "access denied");
+    } else {
+        require(_isPriceStable(currentTick), "price deviated from oracle");
+    }
+```
+
+**Issue:** When `recenterAccess == address(0)`, anyone can call `recenter()` as long as the TWAP check passes. There is no cooldown or rate limiting.
+
+**Impact:**
+- Gas griefing: attacker triggers unnecessary recenters, wasting protocol gas on position burns/mints
+- VWAP frequency manipulation: more frequent recenters with small price movements could subtly influence VWAP recording
+- Each recenter costs 540k-820k gas, so griefing has a cost to the attacker too
+
+**Mitigating factors:**
+- The TWAP oracle check (5-min, 50-tick tolerance) limits when recenter can be called
+- The amplitude check requires meaningful price movement (>400 ticks from center)
+- In practice, `recenterAccess` should be set to the txnBot address after deployment
+
+**Recommendation:** Set `recenterAccess` to the txnBot immediately after deployment. Consider adding a minimum time between recenters (e.g., 60 seconds).
+
+---
+
+### L-1: Division by Zero Edge Case in Kraiken mint/burn
+
+**Severity:** Low
+**File:** `src/Kraiken.sol:109, 130`
+
+```solidity
+uint256 newStake = stakingPoolBalance * _amount / (totalSupply() - stakingPoolBalance);
+```
+
+**Issue:** If `totalSupply() == stakingPoolBalance` (staking pool holds 100% of tokens), the denominator is zero.
+
+**Impact:** `recenter()` reverts when trying to mint KRK for new positions.
+
+**Mitigating factors:** In practice, the LM always holds significant KRK in positions, making `totalSupply() > stakingPoolBalance` invariant. The only way to reach this state would be for the LM to burn all its tokens AND for all remaining supply to be in the staking pool — which would require zero active positions (impossible mid-operation since `recenter` burns then mints).
+
+---
+
+### L-2: OptimizerV3 Integer Truncation at Bull/Bear Boundary
+
+**Severity:** Low
+**File:** `src/OptimizerV3.sol:152`
+
+```solidity
+uint256 stakedPct = percentageStaked * 100 / 1e18; // truncates, doesn't round
+```
+
+**Issue:** 91.9% staked truncates to `91`, triggering bear mode even though staking is close to the 92% threshold.
+
+**Impact:** The bull/bear boundary has ~1% hysteresis due to truncation. This is actually beneficial — it makes the boundary slightly harder to reach, adding a buffer against oscillation.
+
+---
+
+### I-1: Missing `Recentered` Event
+
+**Severity:** Informational
+**File:** `src/LiquidityManager.sol:121`
+
+`recenter()` performs the most critical protocol operation but emits no event. The `EthScarcity`/`EthAbundance` events exist in `ThreePositionStrategy` but only fire during floor tick computation. A top-level `Recentered(int24 tick, bool isUp)` event would improve monitoring and indexing.
+
+---
+
+### I-2: VWAP Directional Recording Is Sound But Has Known Limitations
+
+**Severity:** Informational
+**File:** `src/LiquidityManager.sol:146-158`
+
+The directional VWAP recording (only record on ETH inflow / buys) is a deliberate design choice to prevent sell-side VWAP dilution. An attacker could theoretically buy to inflate VWAP, then sell without VWAP recording. However:
+- Buying costs real ETH (not free to manipulate)
+- VWAP is volume-weighted, so one-off manipulation is diluted by historical volume
+- The VWAP mirror defense naturally increases floor distance during sell pressure
+
+This is acceptable behavior by design.
+
+---
+
+### I-3: ThreePositionStrategy Floor Position at Zero Outstanding Supply
+
+**Severity:** Informational
+**File:** `src/abstracts/ThreePositionStrategy.sol:191-192`
+
+When `outstandingSupply` reaches 0 after subtracting `pulledKraiken` and `discoveryAmount`, the scarcity tick goes to `MAX_TICK` (extreme KRK-cheap). This is **correct by design** — when there's no outstanding supply to protect, the floor should be as far as possible from current price, locking ETH in a position that's virtually unreachable.
+
+---
+
+## Access Control Summary
+
+| Function | Contract | Access | Notes |
+|----------|----------|--------|-------|
+| `recenter()` | LiquidityManager | `recenterAccess` or anyone (TWAP-gated) | Set recenterAccess to txnBot |
+| `setFeeDestination()` | LiquidityManager | Anyone (set-once) | Race condition risk |
+| `setRecenterAccess()` | LiquidityManager | `onlyFeeDestination` | Secure |
+| `revokeRecenterAccess()` | LiquidityManager | `onlyFeeDestination` | Secure |
+| `mint()` / `burn()` | Kraiken | `onlyLiquidityManager` | Secure |
+| `setLiquidityManager()` | Kraiken | Anyone (set-once) | Race condition risk |
+| `setStakingPool()` | Kraiken | Anyone (set-once) | Race condition risk |
+| `upgradeTo()` | OptimizerV3 (proxy) | `onlyAdmin` (deployer) | Secure |
+| `initialize()` | OptimizerV3 | `initializer` guard (once) | Secure |
+| `uniswapV3MintCallback()` | LiquidityManager | `CallbackValidation.verifyCallback` | Secure |
+
+---
+
+## Reentrancy Analysis
+
+**`recenter()`:** No reentrancy risk. The function:
+1. Reads pool state (slot0)
+2. Burns all positions via `pool.burn()` (Uniswap V3 pools are not reentrant)
+3. Collects tokens via `pool.collect()`
+4. Transfers fees to `feeDestination`
+5. Mints new positions via `pool.mint()`
+
+The `uniswapV3MintCallback` is validated via `CallbackValidation.verifyCallback(factory, poolKey)` which ensures only the canonical pool can trigger it. The callback mints KRK tokens and wraps ETH — neither of which creates reentrant paths back to `recenter()`.
+
+**`_scrapePositions()`:** Token transfers (`IERC20.transfer`) to `feeDestination` could theoretically trigger a callback if `feeDestination` is a contract. However, WETH and KRK transfers do not have callback hooks (no ERC-777 or similar), so this is safe.
+
+---
+
+## Known Issues (Tracked Separately)
+
+### Floor Ratchet Extraction Attack
+**Branch:** `fix/floor-ratchet`
+**Severity:** High (exploitable in 2000+ trade scenarios)
+**Summary:** Rapid recenters ratchet the floor position toward current price while packing ETH into it, enabling extraction through coordinated buy-crash-recenter-sell cycles. See `MEMORY.md` deep fuzzing results for full analysis.
+
+---
+
+## Conclusion
+
+The protocol is ready for mainnet deployment with the following pre-launch actions:
+
+1. **Fix M-1** (PriceOracle fallback divisor) — simple one-line fix
+2. **Mitigate M-2** by using bundled transactions for deployment (already the case in DeployBase.sol)
+3. **Mitigate M-3** by setting `recenterAccess` to txnBot address immediately after deployment
+4. **Continue tracking** the Floor Ratchet vulnerability on its dedicated branch
diff --git a/onchain/analysis/STORAGE_LAYOUT.md b/onchain/analysis/STORAGE_LAYOUT.md
new file mode 100644
index 0000000..709c2e2
--- /dev/null
+++ b/onchain/analysis/STORAGE_LAYOUT.md
@@ -0,0 +1,101 @@
+# Storage Layout Verification: Optimizer → OptimizerV3 UUPS Upgrade
+
+**Date:** 2026-02-13
+**Result:** SAFE — storage layout is identical
+
+---
+
+## Inheritance Chain (C3 Linearization)
+
+Both contracts share the same inheritance:
+```
+Optimizer/OptimizerV3 → Initializable → UUPSUpgradeable → ERC1967Upgrade
+```
+
+---
+
+## Storage Slot Map
+
+### OpenZeppelin Infrastructure (Slot 0)
+
+| Offset | Type | Variable | Size |
+|--------|------|----------|------|
+| 0 | `uint8` | `_initialized` | 1 byte |
+| 0 | `bool` | `_initializing` | 1 byte (packed) |
+
+ERC1967Upgrade uses **named constant slots** (not sequential):
+- `_IMPLEMENTATION_SLOT` = `0x360894...` — proxy implementation pointer
+- `_ADMIN_SLOT` = `0xb53127...` — proxy admin address
+- `_ROLLBACK_SLOT` = `0x4910fd...` — upgrade rollback check
+
+These do not conflict with sequential storage.
+
+### Contract State Variables
+
+| Slot | Type | Variable | Optimizer.sol | OptimizerV3.sol |
+|------|------|----------|:---:|:---:|
+| 1 | `Kraiken` (address) | `kraiken` | Line 37 | Line 29 |
+| 2 | `Stake` (address) | `stake` | Line 38 | Line 30 |
+
+**Both contracts declare the same two state variables in the same order with the same types.**
+
+---
+
+## Comparison
+
+```
+Optimizer.sol (V1)                    OptimizerV3.sol
+─────────────────────                 ─────────────────────
+Slot 0: _initialized, _initializing   Slot 0: _initialized, _initializing
+Slot 1: Kraiken private kraiken       Slot 1: Kraiken private kraiken
+Slot 2: Stake private stake           Slot 2: Stake private stake
+```
+
+- No new state variables added in V3
+- No variables removed or reordered
+- No type changes
+- No `__gap` arrays needed (both are final implementations, not base contracts)
+
+---
+
+## Function Signature Compatibility
+
+| Function | Optimizer | OptimizerV3 | Compatible |
+|----------|:---------:|:-----------:|:----------:|
+| `initialize(address,address)` | Yes | Yes | Yes |
+| `getLiquidityParams()` → `(uint256,uint256,uint24,uint256)` | Yes | Yes | Yes |
+| `_authorizeUpgrade(address)` | Yes | Yes | Yes |
+| `calculateSentiment(uint256,uint256)` | Yes | No (removed) | N/A (internal) |
+| `isBullMarket(uint256,uint256)` | No | Yes (new) | N/A (additive) |
+
+The critical external interface (`getLiquidityParams`) is identical. New functions are additive and don't affect storage.
+
+---
+
+## Upgrade Path
+
+```
+1. Deploy OptimizerV3 implementation contract
+2. Call UUPSUpgradeable(proxy).upgradeTo(newImpl)
+3. No re-initialization needed (storage persists)
+4. Verify: call getLiquidityParams() through proxy → returns V3 binary bear/bull params
+```
+
+The `UpgradeOptimizer.sol` script at `script/UpgradeOptimizer.sol` implements this correctly and includes post-upgrade verification.
+
+---
+
+## OptimizerV2 (Intermediate Version)
+
+`OptimizerV2.sol` also has identical storage layout (same two variables: `kraiken`, `stake`). The full upgrade chain Optimizer → OptimizerV2 → OptimizerV3 is safe at every step.
+
+---
+
+## Conclusion
+
+**UUPS Upgrade: APPROVED**
+
+- Storage layout: identical across all optimizer versions
+- Proxy infrastructure: preserved (initialization flags, admin slot)
+- No re-initialization required
+- The only change is the algorithm inside `getLiquidityParams()` — from sentiment-score interpolation to direct 2D binary mapping
diff --git a/onchain/analysis/ScarcityDiagnostic.s.sol b/onchain/analysis/ScarcityDiagnostic.s.sol
new file mode 100644
index 0000000..5f91d8e
--- /dev/null
+++ b/onchain/analysis/ScarcityDiagnostic.s.sol
@@ -0,0 +1,191 @@
+// SPDX-License-Identifier: MIT
+pragma solidity ^0.8.19;
+
+import { Kraiken } from "../src/Kraiken.sol";
+import { LiquidityManager } from "../src/LiquidityManager.sol";
+import { ThreePositionStrategy } from "../src/abstracts/ThreePositionStrategy.sol";
+import { IWETH9 } from "../src/interfaces/IWETH9.sol";
+import { ConfigurableOptimizer } from "../test/mocks/ConfigurableOptimizer.sol";
+import { FuzzingBase } from "./helpers/FuzzingBase.sol";
+import "forge-std/Vm.sol";
+import "forge-std/console2.sol";
+
+/// @title ScarcityDiagnostic
+/// @notice Diagnose when EthScarcity vs EthAbundance fires and why CI has zero effect
+/// @dev Tests various scenarios to find conditions where EthAbundance triggers
+contract ScarcityDiagnostic is FuzzingBase {
+    event EthScarcity(int24 currentTick, uint256 ethBalance, uint256 outstandingSupply, uint256 vwap, int24 vwapTick);
+    event EthAbundance(int24 currentTick, uint256 ethBalance, uint256 outstandingSupply, uint256 vwap, int24 vwapTick);
+
+    function run() public {
+        _initInfrastructure();
+
+        console2.log("=== Scarcity/Abundance Diagnostic ===");
+        console2.log("");
+
+        _testScenario1_InitialRecenter();
+        _testScenario2_BullPhase();
+        _testScenario3_PostSellRecenter();
+        _testScenario4_HighFundingRatio();
+    }
+
+    /// Scenario 1: Fresh deployment — no trading. Should be abundance.
+    function _testScenario1_InitialRecenter() internal {
+        console2.log("--- Scenario 1: Fresh deployment, initial recenter ---");
+
+        ConfigurableOptimizer opt = new ConfigurableOptimizer(5e17, 2e17, 80, 5e17);
+        _setupEnvironment(address(opt), true, true);
+
+        // Check state before recenter
+        uint256 totalSupply = kraiken.totalSupply();
+        uint256 lmBalance = kraiken.balanceOf(address(lm));
+        uint256 outstanding = kraiken.outstandingSupply();
+        uint256 ethBal = address(lm).balance + weth.balanceOf(address(lm));
+
+        console2.log("  totalSupply:", totalSupply);
+        console2.log("  lmBalance:", lmBalance);
+        console2.log("  outstandingSupply:", outstanding);
+        console2.log("  lm ETH balance:", ethBal);
+
+        // Now do a recenter and look for events
+        console2.log("  Doing recenter...");
+        vm.recordLogs();
+        _tryRecenter();
+
+        _analyzeEvents();
+
+        // Post-recenter state
+        outstanding = kraiken.outstandingSupply();
+        console2.log("  outstandingSupply after:", outstanding);
+        console2.log("");
+    }
+
+    /// Scenario 2: After 5 buys (bull phase). Should be scarcity.
+    function _testScenario2_BullPhase() internal {
+        console2.log("--- Scenario 2: After 5 buys x 15 ETH (bull phase) ---");
+
+        ConfigurableOptimizer opt = new ConfigurableOptimizer(5e17, 2e17, 80, 5e17);
+        _setupEnvironment(address(opt), false, true);
+
+        // Fund trader
+        vm.deal(trader, 100 ether);
+        vm.prank(trader);
+        weth.deposit{ value: 100 ether }();
+
+        // Do 5 buys with recenters
+        for (uint256 i = 0; i < 5; i++) {
+            _executeBuy(15 ether);
+            if (i % 2 == 1) _tryRecenter();
+        }
+
+        uint256 outstanding = kraiken.outstandingSupply();
+        uint256 ethBal = address(lm).balance + weth.balanceOf(address(lm));
+        uint256 traderKrk = kraiken.balanceOf(trader);
+
+        console2.log("  outstandingSupply:", outstanding);
+        console2.log("  lm ETH balance:", ethBal);
+        console2.log("  trader KRK:", traderKrk);
+
+        console2.log("  Doing recenter...");
+        vm.recordLogs();
+        _tryRecenter();
+        _analyzeEvents();
+        console2.log("");
+    }
+
+    /// Scenario 3: After bull + complete sell. Should be closer to abundance.
+    function _testScenario3_PostSellRecenter() internal {
+        console2.log("--- Scenario 3: Bull then sell all, recenter ---");
+
+        ConfigurableOptimizer opt = new ConfigurableOptimizer(5e17, 2e17, 80, 5e17);
+        _setupEnvironment(address(opt), true, true);
+
+        // Fund trader
+        vm.deal(trader, 100 ether);
+        vm.prank(trader);
+        weth.deposit{ value: 100 ether }();
+
+        // Buy phase
+        for (uint256 i = 0; i < 5; i++) {
+            _executeBuy(15 ether);
+            if (i % 2 == 1) _tryRecenter();
+        }
+        _tryRecenter();
+
+        // Now sell ALL KRK
+        _liquidateTraderHoldings();
+
+        uint256 outstanding = kraiken.outstandingSupply();
+        uint256 ethBal = address(lm).balance + weth.balanceOf(address(lm));
+        uint256 traderKrk = kraiken.balanceOf(trader);
+
+        console2.log("  outstandingSupply (after sell):", outstanding);
+        console2.log("  lm ETH balance:", ethBal);
+        console2.log("  trader KRK remaining:", traderKrk);
+
+        console2.log("  Doing recenter after sell...");
+        vm.recordLogs();
+        _tryRecenter();
+        _analyzeEvents();
+        console2.log("");
+    }
+
+    /// Scenario 4: Very high LM funding relative to trading (should be abundance)
+    function _testScenario4_HighFundingRatio() internal {
+        console2.log("--- Scenario 4: High LM funding (2000 ETH), tiny buy ---");
+
+        ConfigurableOptimizer opt = new ConfigurableOptimizer(5e17, 2e17, 80, 5e17);
+        _setupEnvironment(address(opt), false, true, 2000 ether);
+
+        // Fund trader with small amount
+        vm.deal(trader, 5 ether);
+        vm.prank(trader);
+        weth.deposit{ value: 5 ether }();
+
+        // Tiny buy
+        _executeBuy(1 ether);
+
+        uint256 outstanding = kraiken.outstandingSupply();
+        uint256 ethBal = address(lm).balance + weth.balanceOf(address(lm));
+
+        console2.log("  outstandingSupply:", outstanding);
+        console2.log("  lm ETH balance:", ethBal);
+
+        console2.log("  Doing recenter...");
+        vm.recordLogs();
+        _tryRecenter();
+        _analyzeEvents();
+        console2.log("");
+    }
+
+    function _analyzeEvents() internal {
+        Vm.Log[] memory logs = vm.getRecordedLogs();
+
+        bytes32 scarcitySig = keccak256("EthScarcity(int24,uint256,uint256,uint256,int24)");
+        bytes32 abundanceSig = keccak256("EthAbundance(int24,uint256,uint256,uint256,int24)");
+
+        bool foundScarcity = false;
+        bool foundAbundance = false;
+
+        for (uint256 i = 0; i < logs.length; i++) {
+            if (logs[i].topics.length > 0 && logs[i].topics[0] == scarcitySig) {
+                foundScarcity = true;
+                (int24 tick, uint256 ethBal, uint256 supply, uint256 vwap, int24 vwapTick) = abi.decode(logs[i].data, (int24, uint256, uint256, uint256, int24));
+                console2.log("  >> EthScarcity fired");
+                console2.log("     ethBalance:", ethBal);
+                console2.log("     outstandingSupply:", supply);
+            }
+            if (logs[i].topics.length > 0 && logs[i].topics[0] == abundanceSig) {
+                foundAbundance = true;
+                (int24 tick, uint256 ethBal, uint256 supply, uint256 vwap, int24 vwapTick) = abi.decode(logs[i].data, (int24, uint256, uint256, uint256, int24));
+                console2.log("  >> EthAbundance fired");
+                console2.log("     ethBalance:", ethBal);
+                console2.log("     outstandingSupply:", supply);
+            }
+        }
+
+        if (!foundScarcity && !foundAbundance) {
+            console2.log("  >> No scarcity/abundance event (no VWAP data?)");
+        }
+    }
+}
diff --git a/onchain/analysis/StreamlinedFuzzing.s.sol b/onchain/analysis/StreamlinedFuzzing.s.sol
index 2688814..5806e79 100644
--- a/onchain/analysis/StreamlinedFuzzing.s.sol
+++ b/onchain/analysis/StreamlinedFuzzing.s.sol
@@ -1,52 +1,27 @@
 // SPDX-License-Identifier: MIT
 pragma solidity ^0.8.19;
 
-import { Kraiken } from "../src/Kraiken.sol";
-
-import { LiquidityManager } from "../src/LiquidityManager.sol";
-
 import { Optimizer } from "../src/Optimizer.sol";
-import { Stake } from "../src/Stake.sol";
+import { OptimizerV2 } from "../src/OptimizerV2.sol";
 import { ThreePositionStrategy } from "../src/abstracts/ThreePositionStrategy.sol";
-import { UniswapHelpers } from "../src/helpers/UniswapHelpers.sol";
-import { IWETH9 } from "../src/interfaces/IWETH9.sol";
-import { TestEnvironment } from "../test/helpers/TestBase.sol";
 
 import { BearMarketOptimizer } from "../test/mocks/BearMarketOptimizer.sol";
 import { BullMarketOptimizer } from "../test/mocks/BullMarketOptimizer.sol";
+import { ConfigurableOptimizer } from "../test/mocks/ConfigurableOptimizer.sol";
 
 import { ExtremeOptimizer } from "../test/mocks/ExtremeOptimizer.sol";
 import { MaliciousOptimizer } from "../test/mocks/MaliciousOptimizer.sol";
 import { NeutralMarketOptimizer } from "../test/mocks/NeutralMarketOptimizer.sol";
 import { WhaleOptimizer } from "../test/mocks/WhaleOptimizer.sol";
-import { SwapExecutor } from "./helpers/SwapExecutor.sol";
-import { IUniswapV3Factory } from "@uniswap/v3-core/contracts/interfaces/IUniswapV3Factory.sol";
-import { IUniswapV3Pool } from "@uniswap/v3-core/contracts/interfaces/IUniswapV3Pool.sol";
-import "forge-std/Script.sol";
+import { FuzzingBase } from "./helpers/FuzzingBase.sol";
 import "forge-std/console2.sol";
 
-contract StreamlinedFuzzing is Script {
-    // Test environment
-    TestEnvironment testEnv;
-    IUniswapV3Factory factory;
-    IUniswapV3Pool pool;
-    IWETH9 weth;
-    Kraiken kraiken;
-    Stake stake;
-    LiquidityManager lm;
-    SwapExecutor swapExecutor;
-    bool token0isWeth;
-
-    // Actors
-    address trader = makeAddr("trader");
-    address staker = makeAddr("staker");
-    address fees = makeAddr("fees");
-
-    // Staking tracking
-    uint256[] public activePositionIds;
-    uint256 totalStakesAttempted;
-    uint256 totalStakesSucceeded;
-
+/// @title StreamlinedFuzzing
+/// @notice Per-run CSV fuzzer: deploys a named optimizer, runs N randomized
+///         trade sequences, and writes one CSV per run with full position snapshots.
+///         Supports ConfigurableOptimizer (env-driven params), uncapped swaps,
+///         and random stake/unstake actions interleaved with trades.
+contract StreamlinedFuzzing is FuzzingBase {
     // CSV filename for current run
     string csvFilename;
 
@@ -56,161 +31,256 @@ contract StreamlinedFuzzing is Script {
 
     // Track recentering
     uint256 lastRecenterBlock;
+    uint256 recenterCount;
 
-    // Config
-    uint256 cfgBuyBias;
-    uint256 cfgMinBuy;
-    uint256 cfgMaxBuy;
-    bool cfgUncapped;
+    // Staking position tracking (max 10 active positions per run)
+    uint256[10] activePositions;
+    uint256 numActivePositions;
+
+    // Batch seed for multi-batch uniqueness
+    uint256 bSeed;
 
     function run() public {
-        // Get configuration from environment
         uint256 numRuns = vm.envOr("FUZZING_RUNS", uint256(20));
         uint256 tradesPerRun = vm.envOr("TRADES_PER_RUN", uint256(15));
-        bool enableStaking = vm.envOr("ENABLE_STAKING", true);
-        cfgBuyBias = vm.envOr("BUY_BIAS", uint256(50));
-        uint256 stakingBias = vm.envOr("STAKING_BIAS", uint256(80));
+        uint256 buyBias = vm.envOr("BUY_BIAS", uint256(50));
         string memory optimizerClass = vm.envOr("OPTIMIZER_CLASS", string("BullMarketOptimizer"));
-        cfgUncapped = vm.envOr("UNCAPPED_SWAPS", true);
-        cfgMinBuy = vm.envOr("MIN_BUY_ETH", uint256(20));
-        cfgMaxBuy = vm.envOr("MAX_BUY_ETH", uint256(80));
+        bool uncapped = vm.envOr("UNCAPPED_SWAPS", false);
+        bSeed = vm.envOr("BATCH_SEED", uint256(0));
+        uint256 bgLpEthPerLayer = vm.envOr("BG_LP_ETH_PER_LAYER", uint256(0));
+        uint256 stakingLevel = vm.envOr("STAKING_LEVEL", uint256(0)); // 0-100%
+        uint256 stakingTaxRate = vm.envOr("STAKING_TAX_RATE", uint256(3)); // tax rate index 0-29
 
         console2.log("=== Streamlined Fuzzing Analysis ===");
         console2.log("Optimizer:", optimizerClass);
-        console2.log("Uncapped swaps:", cfgUncapped);
-        console2.log("Trade range (ETH):", cfgMinBuy, cfgMaxBuy);
+        console2.log("Uncapped:", uncapped);
+        if (bgLpEthPerLayer > 0) {
+            console2.log("Background LP: ", bgLpEthPerLayer / 1e18, "ETH/layer x5");
+        }
+        if (stakingLevel > 0) {
+            console2.log("Staking level: ", stakingLevel, "% at tax rate index", stakingTaxRate);
+        }
 
-        // Deploy factory once
-        testEnv = new TestEnvironment(fees);
-        factory = UniswapHelpers.deployUniswapFactory();
+        _initInfrastructure();
 
-        // Generate unique 4-character scenario ID
-        string memory scenarioCode = _generateScenarioId();
+        string memory scenarioCode = _generateScenarioId(bSeed);
 
-        // Setup environment ONCE — all runs share it so VWAP accumulates
-        _setupEnvironment(optimizerClass, true);
-
-        // Track LM ETH across the entire session
-        uint256 lmEthStart = address(lm).balance + weth.balanceOf(address(lm)) + weth.balanceOf(address(pool));
-        console2.log("LM starting ETH:", lmEthStart / 1e18, "ETH");
-
-        // Run fuzzing scenarios — same environment, VWAP carries over
         for (uint256 runIndex = 0; runIndex < numRuns; runIndex++) {
             string memory runId = string(abi.encodePacked(scenarioCode, "-", _padNumber(runIndex, 3)));
             console2.log("\nRun:", runId);
 
-            // Initialize CSV file for this run
             csvFilename = string(abi.encodePacked("analysis/fuzz-", runId, ".csv"));
             string memory header =
-                "action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter\n";
+                "action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter,fee_dest_weth,fee_dest_krk\n";
             vm.writeFile(csvFilename, header);
 
-            // Reset tracking for CSV
+            // Deploy fresh environment per run
+            address optimizer = _deployOptimizer(optimizerClass);
+            _setupEnvironment(optimizer, runIndex % 2 == 0, uncapped);
+
+            // Late-initialize OptimizerV2 (needs stake address from setup)
+            if (keccak256(bytes(optimizerClass)) == keccak256(bytes("OptimizerV2"))) {
+                OptimizerV2(optimizer).initialize(address(kraiken), address(stake));
+            }
+
+            // Deploy background LP if configured
+            if (bgLpEthPerLayer > 0) {
+                _deployBackgroundLP(bgLpEthPerLayer);
+            }
+
+            // Pre-seed staking to set initial sentiment
+            if (stakingLevel > 0) {
+                _seedStaking(stakingLevel, uint32(stakingTaxRate));
+            }
+
+            // Reset tracking
             totalFees0 = 0;
             totalFees1 = 0;
             lastRecenterBlock = block.number;
+            recenterCount = 0;
+            numActivePositions = 0;
 
-            // Reset trader — burn any leftover WETH/ETH from previous run
-            uint256 leftoverWeth = weth.balanceOf(trader);
-            if (leftoverWeth > 0) {
-                vm.prank(trader);
-                weth.transfer(address(0xdead), leftoverWeth);
-            }
-            uint256 leftoverKraiken = kraiken.balanceOf(trader);
-            if (leftoverKraiken > 0) {
-                vm.prank(trader);
-                kraiken.transfer(address(0xdead), leftoverKraiken);
-            }
-
-            // Fund trader fresh for this run
-            uint256 traderFund = 200 ether;
-            vm.deal(trader, traderFund);
+            // Fund trader
+            uint256 traderFund = 500 ether + (uint256(keccak256(abi.encodePacked(bSeed, runIndex, "trader"))) % 500 ether);
+            vm.deal(trader, traderFund * 2);
             vm.prank(trader);
             weth.deposit{ value: traderFund }();
 
-            // Initial state
             _recordState("INIT", 0);
 
-            // Execute trades
             for (uint256 i = 0; i < tradesPerRun; i++) {
-                // Check for recenter opportunity on average every 3 trades
-                uint256 recenterRand = uint256(keccak256(abi.encodePacked(runIndex, i, "recenter"))) % 3;
+                // Recenter on average every 3 trades
+                uint256 recenterRand = uint256(keccak256(abi.encodePacked(bSeed, runIndex, i, "recenter"))) % 3;
                 if (recenterRand == 0) {
-                    _tryRecenter();
+                    if (_tryRecenter()) {
+                        lastRecenterBlock = block.number;
+                        recenterCount++;
+                        // Rebalance background LP every 10 recenters to track market
+                        // (every recenter is too expensive for 2000-trade runs)
+                        if (bgLpEthPerLayer > 0 && recenterCount % 10 == 0) {
+                            _rebalanceBackgroundLP(bgLpEthPerLayer);
+                        }
+                        _recordState("RECENTER", 0);
+                    }
                 }
 
-                // Determine trade based on bias
-                uint256 rand = uint256(keccak256(abi.encodePacked(runIndex, i))) % 100;
+                // 10% chance of staking action instead of trade
+                uint256 stakeRand = uint256(keccak256(abi.encodePacked(bSeed, runIndex, i, "stake"))) % 100;
+                if (stakeRand < 10) {
+                    _runStakingAction(runIndex, i);
+                    continue;
+                }
 
-                if (rand < cfgBuyBias) {
-                    _executeBuy(runIndex, i);
+                uint256 rand = uint256(keccak256(abi.encodePacked(bSeed, runIndex, i))) % 100;
+                if (rand < buyBias) {
+                    _runBuy(runIndex, i);
                 } else {
-                    _executeSell(runIndex, i);
-                }
-
-                // Staking operations if enabled
-                if (enableStaking && i % 5 == 0) {
-                    _executeStakingOperation(runIndex, i, stakingBias);
+                    _runSell(runIndex, i);
                 }
             }
 
-            // Final recenter + liquidate
-            _tryRecenter();
+            // Exit all staking positions before liquidation
+            _exitAllPositions();
+
             _liquidateTraderHoldings();
             _recordState("FINAL", 0);
 
-            // Report per-run PnL
-            uint256 traderEthNow = weth.balanceOf(trader);
-            uint256 lmEthNow = address(lm).balance + weth.balanceOf(address(lm)) + weth.balanceOf(address(pool));
-            if (traderEthNow > traderFund) {
-                console2.log("  TRADER PROFIT:", (traderEthNow - traderFund) / 1e15, "finney");
-            }
-            console2.log("  LM ETH (wei):", lmEthNow, _signedDelta(lmEthNow, lmEthStart));
+            // Log fee revenue
+            (uint256 feeWeth, uint256 feeKrk) = _getFeeRevenue();
+            console2.log("Fee revenue: WETH=", feeWeth / 1e18, "KRK=", feeKrk / 1e18);
         }
 
-        uint256 lmEthEnd = address(lm).balance + weth.balanceOf(address(lm)) + weth.balanceOf(address(pool));
         console2.log("\n=== Analysis Complete ===");
-        console2.log("LM ETH start:", lmEthStart / 1e18, "final (ETH):", lmEthEnd / 1e18);
-        if (lmEthEnd < lmEthStart) {
-            console2.log("LM LOST ETH:", (lmEthStart - lmEthEnd) / 1e15, "finney");
-        }
         console2.log("Generated", numRuns, "CSV files with prefix:", scenarioCode);
     }
 
-    function _signedDelta(uint256 current, uint256 start) internal pure returns (string memory) {
-        if (current >= start) {
-            return string(abi.encodePacked("+", vm.toString((current - start) / 1e15), " finney"));
+    function _runBuy(uint256 runIndex, uint256 tradeIndex) internal {
+        uint256 amount = _getTradeAmount(runIndex, tradeIndex, true);
+        if (_executeBuy(amount)) {
+            _recordState("BUY", amount);
         } else {
-            return string(abi.encodePacked("-", vm.toString((start - current) / 1e15), " finney"));
+            _recordState("BUY_FAIL", amount);
         }
     }
 
-    function _setupEnvironment(string memory optimizerClass, bool wethIsToken0) internal {
-        address optimizer = _deployOptimizer(optimizerClass);
+    function _runSell(uint256 runIndex, uint256 tradeIndex) internal {
+        uint256 amount = _getTradeAmount(runIndex, tradeIndex, false);
+        if (_executeSell(amount)) {
+            _recordState("SELL", amount);
+        } else {
+            _recordState("SELL_FAIL", amount);
+        }
+    }
 
-        (factory, pool, weth, kraiken, stake, lm,, token0isWeth) = testEnv.setupEnvironmentWithExistingFactory(factory, wethIsToken0, fees, optimizer);
+    function _getTradeAmount(uint256 runIndex, uint256 tradeIndex, bool isBuy) internal view returns (uint256) {
+        uint256 baseAmount = 10 ether + (uint256(keccak256(abi.encodePacked(bSeed, runIndex, tradeIndex))) % 90 ether);
+        return isBuy ? baseAmount : baseAmount * 1000;
+    }
 
-        // Deploy swap executor — uncapped by default for exploit testing
-        swapExecutor = new SwapExecutor(pool, weth, kraiken, token0isWeth, lm, cfgUncapped);
+    // ── Staking Actions ──────────────────────────────────────────────────
 
-        // Fund liquidity manager
-        vm.deal(address(lm), 200 ether);
-        vm.prank(address(lm));
-        weth.deposit{ value: 100 ether }();
+    function _runStakingAction(uint256 runIndex, uint256 tradeIndex) internal {
+        // If we have active positions, 50/50 stake vs unstake; otherwise always stake
+        bool doStake = numActivePositions == 0 || uint256(keccak256(abi.encodePacked(bSeed, runIndex, tradeIndex, "stakeOrUnstake"))) % 2 == 0;
 
-        // Initial recenter to set positions
-        vm.prank(fees);
-        try lm.recenter() returns (bool isUp) {
-            console2.log("Initial recenter successful, isUp:", isUp);
-        } catch Error(string memory reason) {
-            console2.log("Initial recenter failed:", reason);
+        if (doStake) {
+            _tryStake(runIndex, tradeIndex);
+        } else {
+            _tryUnstake(runIndex, tradeIndex);
+        }
+    }
+
+    function _tryStake(uint256 runIndex, uint256 tradeIndex) internal {
+        uint256 krkBalance = kraiken.balanceOf(trader);
+        if (krkBalance == 0 || numActivePositions >= 10) {
+            _recordState("STAKE_SKIP", 0);
+            return;
+        }
+
+        // Stake 5-20% of KRK holdings
+        uint256 pct = 5 + (uint256(keccak256(abi.encodePacked(bSeed, runIndex, tradeIndex, "stakePct"))) % 16);
+        uint256 stakeAmount = krkBalance * pct / 100;
+
+        // Check minimum stake
+        try kraiken.minStake() returns (uint256 minStake) {
+            if (stakeAmount < minStake) stakeAmount = minStake;
+            if (stakeAmount > krkBalance) {
+                _recordState("STAKE_SKIP", 0);
+                return;
+            }
         } catch {
-            console2.log("Initial recenter failed with unknown error");
+            _recordState("STAKE_SKIP", 0);
+            return;
+        }
+
+        // Random tax rate index (0-29), bias toward low rates
+        uint32 taxRate = uint32(uint256(keccak256(abi.encodePacked(bSeed, runIndex, tradeIndex, "taxRate"))) % 10);
+
+        vm.startPrank(trader);
+        kraiken.approve(address(stake), stakeAmount);
+        uint256[] memory empty = new uint256[](0);
+        try stake.snatch(stakeAmount, trader, taxRate, empty) returns (uint256 positionId) {
+            vm.stopPrank();
+            activePositions[numActivePositions] = positionId;
+            numActivePositions++;
+            _recordState("STAKE", stakeAmount);
+        } catch {
+            vm.stopPrank();
+            _recordState("STAKE_FAIL", stakeAmount);
         }
     }
 
+    function _tryUnstake(uint256 runIndex, uint256 tradeIndex) internal {
+        if (numActivePositions == 0) return;
+
+        // Pick a random position to exit
+        uint256 idx = uint256(keccak256(abi.encodePacked(bSeed, runIndex, tradeIndex, "unstakeIdx"))) % numActivePositions;
+        uint256 positionId = activePositions[idx];
+
+        // Advance time so we pass the 3-day tax floor
+        vm.warp(block.timestamp + 4 days);
+
+        vm.prank(trader);
+        try stake.exitPosition(positionId) {
+            // Remove from tracking by swapping with last
+            activePositions[idx] = activePositions[numActivePositions - 1];
+            numActivePositions--;
+            _recordState("UNSTAKE", positionId);
+        } catch {
+            _recordState("UNSTAKE_FAIL", positionId);
+        }
+    }
+
+    function _exitAllPositions() internal {
+        for (uint256 i = 0; i < numActivePositions; i++) {
+            vm.warp(block.timestamp + 4 days);
+            vm.prank(trader);
+            try stake.exitPosition(activePositions[i]) { } catch { }
+        }
+        numActivePositions = 0;
+    }
+
+    function _generateScenarioId(uint256 seed) internal view returns (string memory) {
+        uint256 rand = uint256(keccak256(abi.encodePacked(block.timestamp, block.prevrandao, seed)));
+        bytes memory chars = "ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789";
+        bytes memory result = new bytes(4);
+        for (uint256 i = 0; i < 4; i++) {
+            result[i] = chars[rand % chars.length];
+            rand = rand / chars.length;
+        }
+        return string(result);
+    }
+
+    // ── Optimizer Deployment ─────────────────────────────────────────────
+
     function _deployOptimizer(string memory optimizerClass) internal returns (address) {
-        if (keccak256(bytes(optimizerClass)) == keccak256(bytes("BullMarketOptimizer"))) {
+        if (keccak256(bytes(optimizerClass)) == keccak256(bytes("ConfigurableOptimizer"))) {
+            uint256 ci = vm.envOr("CI_VALUE", uint256(0));
+            uint256 as_ = vm.envOr("AS_VALUE", uint256(100_000_000_000_000_000));
+            uint256 aw = vm.envOr("AW_VALUE", uint256(20));
+            uint256 dd = vm.envOr("DD_VALUE", uint256(500_000_000_000_000_000));
+            return address(new ConfigurableOptimizer(ci, as_, uint24(aw > 100 ? 100 : aw), dd));
+        } else if (keccak256(bytes(optimizerClass)) == keccak256(bytes("BullMarketOptimizer"))) {
             return address(new BullMarketOptimizer());
         } else if (keccak256(bytes(optimizerClass)) == keccak256(bytes("BearMarketOptimizer"))) {
             return address(new BearMarketOptimizer());
@@ -222,160 +292,26 @@ contract StreamlinedFuzzing is Script {
             return address(new ExtremeOptimizer());
         } else if (keccak256(bytes(optimizerClass)) == keccak256(bytes("MaliciousOptimizer"))) {
             return address(new MaliciousOptimizer());
+        } else if (keccak256(bytes(optimizerClass)) == keccak256(bytes("OptimizerV2"))) {
+            // Deploy uninitialized — will be initialized after _setupEnvironment
+            // when stake address is available
+            return address(new OptimizerV2());
         } else {
             return address(new BullMarketOptimizer());
         }
     }
 
-    function _executeBuy(uint256 runIndex, uint256 tradeIndex) internal {
-        uint256 range = cfgMaxBuy - cfgMinBuy;
-        uint256 amount = (cfgMinBuy * 1 ether) + (uint256(keccak256(abi.encodePacked(runIndex, tradeIndex, "buy"))) % (range * 1 ether));
-        if (amount == 0 || weth.balanceOf(trader) < amount) return;
-
-        vm.startPrank(trader);
-        weth.transfer(address(swapExecutor), amount);
-        try swapExecutor.executeBuy(amount, trader) returns (uint256 actualAmount) {
-            if (actualAmount == 0) {
-                console2.log("Buy returned 0, requested:", amount / 1e18);
-            }
-            _recordState("BUY", actualAmount);
-        } catch {
-            _recordState("BUY_FAIL", amount);
-        }
-        vm.stopPrank();
-    }
-
-    function _executeSell(uint256 runIndex, uint256 tradeIndex) internal {
-        uint256 kraikenBal = kraiken.balanceOf(trader);
-        if (kraikenBal == 0) return;
-
-        // Sell 20-80% of holdings
-        uint256 pct = 20 + (uint256(keccak256(abi.encodePacked(runIndex, tradeIndex, "sell"))) % 60);
-        uint256 amount = kraikenBal * pct / 100;
-        if (amount == 0) return;
-
-        vm.startPrank(trader);
-        kraiken.transfer(address(swapExecutor), amount);
-        try swapExecutor.executeSell(amount, trader) returns (uint256 actualAmount) {
-            _recordState("SELL", actualAmount);
-        } catch {
-            _recordState("SELL_FAIL", amount);
-        }
-        vm.stopPrank();
-    }
-
-    function _executeStakingOperation(uint256 runIndex, uint256 tradeIndex, uint256 stakingBias) internal {
-        // Need KRAIKEN to stake — use the staker address, not the trader
-        uint256 stakerKraiken = kraiken.balanceOf(staker);
-
-        // If staker has no KRAIKEN and trader has some, transfer a small amount
-        if (stakerKraiken == 0) {
-            uint256 traderBal = kraiken.balanceOf(trader);
-            if (traderBal == 0) return;
-            uint256 toTransfer = traderBal / 10; // 10% of trader holdings
-            if (toTransfer == 0) return;
-            vm.prank(trader);
-            kraiken.transfer(staker, toTransfer);
-            stakerKraiken = toTransfer;
-        }
-
-        uint256 rand = uint256(keccak256(abi.encodePacked(runIndex, tradeIndex, "staking"))) % 100;
-
-        if (rand < stakingBias && activePositionIds.length == 0) {
-            // Stake: pick a tax rate (0-15 range, modest)
-            uint32 taxRate = uint32(uint256(keccak256(abi.encodePacked(runIndex, tradeIndex, "taxrate"))) % 16);
-            uint256 stakeAmount = stakerKraiken / 2;
-
-            // Check minStake
-            try kraiken.minStake() returns (uint256 minStake) {
-                if (stakeAmount < minStake) {
-                    if (stakerKraiken >= minStake) {
-                        stakeAmount = minStake;
-                    } else {
-                        return;
-                    }
-                }
-            } catch {
-                return;
-            }
-
-            totalStakesAttempted++;
-            vm.startPrank(staker);
-            kraiken.approve(address(stake), stakeAmount);
-            uint256[] memory empty = new uint256[](0);
-            try stake.snatch(stakeAmount, staker, taxRate, empty) returns (uint256 positionId) {
-                activePositionIds.push(positionId);
-                totalStakesSucceeded++;
-            } catch { }
-            vm.stopPrank();
-        } else if (activePositionIds.length > 0) {
-            // Exit a random position
-            uint256 idx = uint256(keccak256(abi.encodePacked(runIndex, tradeIndex, "exit"))) % activePositionIds.length;
-            uint256 posId = activePositionIds[idx];
-            vm.prank(staker);
-            try stake.exitPosition(posId) {
-                // Remove from tracking
-                activePositionIds[idx] = activePositionIds[activePositionIds.length - 1];
-                activePositionIds.pop();
-            } catch { }
-        }
-    }
-
-    function _tryRecenter() internal {
-        vm.warp(block.timestamp + 1 hours);
-        vm.roll(block.number + 1);
-        vm.prank(fees);
-        try lm.recenter{ gas: 50_000_000 }() {
-            lastRecenterBlock = block.number;
-            _recordState("RECENTER", 0);
-        } catch { }
-    }
-
-    function _liquidateTraderHoldings() internal {
-        uint256 remaining = kraiken.balanceOf(trader);
-        uint256 attempts;
-
-        while (remaining > 0 && attempts < 20) {
-            uint256 prevRemaining = remaining;
-
-            vm.startPrank(trader);
-            kraiken.transfer(address(swapExecutor), remaining);
-            try swapExecutor.executeSell(remaining, trader) returns (uint256 actualAmount) {
-                if (actualAmount == 0) {
-                    vm.stopPrank();
-                    break;
-                }
-            } catch {
-                vm.stopPrank();
-                break;
-            }
-            vm.stopPrank();
-
-            // Recenter between liquidation attempts to unlock more liquidity
-            if (attempts % 3 == 2) {
-                _tryRecenter();
-            }
-
-            remaining = kraiken.balanceOf(trader);
-            if (remaining >= prevRemaining) break;
-
-            unchecked {
-                attempts++;
-            }
-        }
-    }
+    // ── CSV Recording ─────────────────────────────────────────────────────
 
     function _recordState(string memory action, uint256 amount) internal {
         string memory row = _buildRowPart1(action, amount);
         row = string(abi.encodePacked(row, _buildRowPart2()));
         row = string(abi.encodePacked(row, _buildRowPart3()));
-
         vm.writeLine(csvFilename, row);
     }
 
     function _buildRowPart1(string memory action, uint256 amount) internal view returns (string memory) {
         (, int24 tick,,,,,) = pool.slot0();
-
         (uint128 floorLiq, int24 floorLower, int24 floorUpper) = lm.positions(ThreePositionStrategy.Stage.FLOOR);
 
         return string(
@@ -426,45 +362,25 @@ contract StreamlinedFuzzing is Script {
         uint256 deltaFees0 = fees0 > totalFees0 ? fees0 - totalFees0 : 0;
         uint256 deltaFees1 = fees1 > totalFees1 ? fees1 - totalFees1 : 0;
 
+        // Fee destination balances (LM fee revenue)
+        (uint256 feeDestWeth, uint256 feeDestKrk) = _getFeeRevenue();
+
         return string(
             abi.encodePacked(
-                vm.toString(ethBalance), ",", vm.toString(kraikenBalance), ",", "0,", vm.toString(deltaFees0), ",", vm.toString(deltaFees1), ",", "0"
+                vm.toString(ethBalance),
+                ",",
+                vm.toString(kraikenBalance),
+                ",",
+                "0,",
+                vm.toString(deltaFees0),
+                ",",
+                vm.toString(deltaFees1),
+                ",",
+                "0,",
+                vm.toString(feeDestWeth),
+                ",",
+                vm.toString(feeDestKrk)
             )
         );
     }
-
-    function _generateScenarioId() internal view returns (string memory) {
-        uint256 rand = uint256(keccak256(abi.encodePacked(block.timestamp, block.prevrandao)));
-        bytes memory chars = "ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789";
-        bytes memory result = new bytes(4);
-
-        for (uint256 i = 0; i < 4; i++) {
-            result[i] = chars[rand % chars.length];
-            rand = rand / chars.length;
-        }
-
-        return string(result);
-    }
-
-    function _padNumber(uint256 num, uint256 digits) internal pure returns (string memory) {
-        string memory numStr = vm.toString(num);
-        bytes memory numBytes = bytes(numStr);
-
-        if (numBytes.length >= digits) {
-            return numStr;
-        }
-
-        bytes memory result = new bytes(digits);
-        uint256 padding = digits - numBytes.length;
-
-        for (uint256 i = 0; i < padding; i++) {
-            result[i] = "0";
-        }
-
-        for (uint256 i = 0; i < numBytes.length; i++) {
-            result[padding + i] = numBytes[i];
-        }
-
-        return string(result);
-    }
 }
diff --git a/onchain/analysis/V3_FUZZING_LOG.md b/onchain/analysis/V3_FUZZING_LOG.md
new file mode 100644
index 0000000..3b71c17
--- /dev/null
+++ b/onchain/analysis/V3_FUZZING_LOG.md
@@ -0,0 +1,21 @@
+# OptimizerV3 Adversarial Fuzzing — 2026-02-12 23:08 UTC
+
+## Staking Scenarios — V3 boundary validation
+
+### 50pct-bear (staked=50%, tax_idx=0 → BEAR AS=30% AW=100, buybias=10)
+Result: **0/5** ✅
+
+### 95pct-lowtax-bull (staked=95%, tax_idx=0 → BULL AS=100% AW=20, buybias=10)
+Result: **0/5** ✅
+
+### 95pct-hightax-bear (staked=95%, tax_idx=8 → BEAR AS=30% AW=100, buybias=10)
+Result: **0/5** ✅
+
+### 97pct-lowtax-bull (staked=97%, tax_idx=0 → BULL AS=100% AW=20, buybias=10)
+Result: **0/5** ✅
+
+### 97pct-maxtax-bull (staked=97%, tax_idx=29 → BULL AS=100% AW=20, buybias=10)
+Result: **0/5** ✅
+
+
+### Campaign Complete: 2026-02-12 23:09 UTC
diff --git a/onchain/analysis/V3_STEP_LOG.md b/onchain/analysis/V3_STEP_LOG.md
new file mode 100644
index 0000000..7034743
--- /dev/null
+++ b/onchain/analysis/V3_STEP_LOG.md
@@ -0,0 +1,31 @@
+# OptimizerV3 Step Function Test — 2026-02-12 14:26 UTC
+
+## Transition Band (score 141-159)
+
+### transition-low (score=142, AS=19.0% AW=92, buybias=10)
+Result: **0/5** ✅
+
+### transition-mid (score=150, AS=55.0% AW=60, buybias=10)
+Result: **5/5** ❌
+
+### transition-high (score=158, AS=91.0% AW=28, buybias=10)
+Result: **0/5** ✅
+
+## Bear Verification (score <= 140)
+
+### bear-max (score=140, AS=10.0% AW=100, buybias=10)
+Result: **0/5** ✅
+
+### bear-120 (score=120, AS=10.0% AW=100, buybias=10)
+Result: **0/5** ✅
+
+## Bull Verification (score >= 160)
+
+### bull-min (score=160, AS=100.0% AW=20, buybias=10)
+Result: **0/5** ✅
+
+### bull-200 (score=200, AS=100.0% AW=20, buybias=10)
+Result: **0/5** ✅
+
+
+### Complete: 2026-02-12 14:27 UTC
diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-000.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-000.csv
new file mode 100644
index 0000000..e765a23
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-000.csv
@@ -0,0 +1,111 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
+INIT,0,123890,125400,125600,9876304509816425080515221,122200,125400,94318335071615115356219,111200,122200,1995195549591858209458478,745962091745611816358,0,0,0,0,0
+BUY,54755931815390467211,122032,125400,125600,9876304509816425080515221,122200,125400,94318335071615115356219,111200,122200,1995195549591858209458478,691206159930221349147,11227532598315982411644410,0,0,0,0
+BUY,70695393896786843538,121721,125400,125600,9876304509816425080515221,122200,125400,94318335071615115356219,111200,122200,1995195549591858209458478,620510766033434505609,24962390310161326774678019,0,0,0,0
+RECENTER,0,121721,127200,127400,17516920776489733935476855,120000,123200,139944035034380313154738,109000,120000,2960354587265737393657919,620510766033434505609,24962390310161326774678019,0,0,0,0
+SELL,59612341814054833496000,121741,127200,127400,17516920776489733935476855,120000,123200,139944035034380313154738,109000,120000,2960354587265737393657919,620815910686524398674,24902777968347271941182019,0,0,0,0
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+SELL,65989575168377184579000,119976,126400,126600,20247272381880290536349467,118200,121400,151424080917341309600557,107200,118200,3203201711712989241550244,555487857387240259460,35816707569934401205944691,0,0,0,0
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-001.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-001.csv
new file mode 100644
index 0000000..4b21739
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-001.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-002.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-002.csv
new file mode 100644
index 0000000..71b3cb2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-002.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-003.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-003.csv
new file mode 100644
index 0000000..04fadb6
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-003.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-004.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-004.csv
new file mode 100644
index 0000000..2bfba00
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-004.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-005.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-005.csv
new file mode 100644
index 0000000..c28c80f
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-005.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-006.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-006.csv
new file mode 100644
index 0000000..41570bb
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-006.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-007.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-007.csv
new file mode 100644
index 0000000..a8b2e92
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-007.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-008.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-008.csv
new file mode 100644
index 0000000..2304f14
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-008.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-009.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-009.csv
new file mode 100644
index 0000000..f05409c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-009.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-010.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-010.csv
new file mode 100644
index 0000000..d951040
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-010.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-011.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-011.csv
new file mode 100644
index 0000000..6406858
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-011.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-012.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-012.csv
new file mode 100644
index 0000000..ee72619
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-012.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-013.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-013.csv
new file mode 100644
index 0000000..1b3a02b
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-013.csv
@@ -0,0 +1,112 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-014.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-014.csv
new file mode 100644
index 0000000..045e45a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-014.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-015.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-015.csv
new file mode 100644
index 0000000..89466aa
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-015.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-016.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-016.csv
new file mode 100644
index 0000000..7814646
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-016.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-017.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-017.csv
new file mode 100644
index 0000000..8659da7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-017.csv
@@ -0,0 +1,117 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-018.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-018.csv
new file mode 100644
index 0000000..ad0d18f
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-018.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-0GSK-019.csv b/onchain/analysis/archive-200runs/fuzz-0GSK-019.csv
new file mode 100644
index 0000000..3f91a5b
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-0GSK-019.csv
@@ -0,0 +1,111 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-000.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-000.csv
new file mode 100644
index 0000000..272ba9b
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-000.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-001.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-001.csv
new file mode 100644
index 0000000..151fa6c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-001.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-002.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-002.csv
new file mode 100644
index 0000000..bdec8e7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-002.csv
@@ -0,0 +1,107 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-003.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-003.csv
new file mode 100644
index 0000000..fbee864
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-003.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-004.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-004.csv
new file mode 100644
index 0000000..4134873
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-004.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-005.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-005.csv
new file mode 100644
index 0000000..b4eca9e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-005.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-006.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-006.csv
new file mode 100644
index 0000000..75b24b6
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-006.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-007.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-007.csv
new file mode 100644
index 0000000..d7e6b43
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-007.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-008.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-008.csv
new file mode 100644
index 0000000..c94113d
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-008.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-009.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-009.csv
new file mode 100644
index 0000000..c660f11
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-009.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-010.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-010.csv
new file mode 100644
index 0000000..583c6d1
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-010.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-011.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-011.csv
new file mode 100644
index 0000000..d05c16f
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-011.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-012.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-012.csv
new file mode 100644
index 0000000..30b545d
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-012.csv
@@ -0,0 +1,115 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-013.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-013.csv
new file mode 100644
index 0000000..47a1bd2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-013.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-014.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-014.csv
new file mode 100644
index 0000000..695a385
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-014.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-015.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-015.csv
new file mode 100644
index 0000000..d3c128d
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-015.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-016.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-016.csv
new file mode 100644
index 0000000..fcf433b
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-016.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-017.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-017.csv
new file mode 100644
index 0000000..2a2e0d8
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-017.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-018.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-018.csv
new file mode 100644
index 0000000..629b751
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-018.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-1F0J-019.csv b/onchain/analysis/archive-200runs/fuzz-1F0J-019.csv
new file mode 100644
index 0000000..6740528
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-1F0J-019.csv
@@ -0,0 +1,110 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-000.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-000.csv
new file mode 100644
index 0000000..ede03cb
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-000.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-001.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-001.csv
new file mode 100644
index 0000000..661e7fc
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-001.csv
@@ -0,0 +1,108 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-002.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-002.csv
new file mode 100644
index 0000000..54d6bfb
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-002.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-003.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-003.csv
new file mode 100644
index 0000000..46d3bbd
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-003.csv
@@ -0,0 +1,111 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-004.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-004.csv
new file mode 100644
index 0000000..cd576bf
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-004.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-005.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-005.csv
new file mode 100644
index 0000000..2940804
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-005.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-006.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-006.csv
new file mode 100644
index 0000000..8bb8877
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-006.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-007.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-007.csv
new file mode 100644
index 0000000..06f9e38
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-007.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-008.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-008.csv
new file mode 100644
index 0000000..3bc5353
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-008.csv
@@ -0,0 +1,115 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-009.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-009.csv
new file mode 100644
index 0000000..51b9e1c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-009.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-010.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-010.csv
new file mode 100644
index 0000000..5fe0935
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-010.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-011.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-011.csv
new file mode 100644
index 0000000..e9e167a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-011.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-012.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-012.csv
new file mode 100644
index 0000000..f1357e0
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-012.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-013.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-013.csv
new file mode 100644
index 0000000..92d38fb
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-013.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-014.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-014.csv
new file mode 100644
index 0000000..5ab7948
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-014.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-015.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-015.csv
new file mode 100644
index 0000000..c00f56c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-015.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-016.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-016.csv
new file mode 100644
index 0000000..b530332
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-016.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-017.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-017.csv
new file mode 100644
index 0000000..fc4d5d3
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-017.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-018.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-018.csv
new file mode 100644
index 0000000..63b5598
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-018.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-3AIQ-019.csv b/onchain/analysis/archive-200runs/fuzz-3AIQ-019.csv
new file mode 100644
index 0000000..bb810de
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-3AIQ-019.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-000.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-000.csv
new file mode 100644
index 0000000..b04cd67
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-000.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-001.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-001.csv
new file mode 100644
index 0000000..413fc9f
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-001.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-002.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-002.csv
new file mode 100644
index 0000000..b3f5ee7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-002.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-003.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-003.csv
new file mode 100644
index 0000000..26fea76
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-003.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-004.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-004.csv
new file mode 100644
index 0000000..e97a5bd
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-004.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-005.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-005.csv
new file mode 100644
index 0000000..3b2b1ab
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-005.csv
@@ -0,0 +1,113 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-006.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-006.csv
new file mode 100644
index 0000000..6e78709
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-006.csv
@@ -0,0 +1,107 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-007.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-007.csv
new file mode 100644
index 0000000..c5360b4
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-007.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-008.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-008.csv
new file mode 100644
index 0000000..429bcec
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-008.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-009.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-009.csv
new file mode 100644
index 0000000..3346939
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-009.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-010.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-010.csv
new file mode 100644
index 0000000..652bd20
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-010.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-011.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-011.csv
new file mode 100644
index 0000000..6857726
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-011.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-012.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-012.csv
new file mode 100644
index 0000000..4702ac2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-012.csv
@@ -0,0 +1,107 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-013.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-013.csv
new file mode 100644
index 0000000..59b63e7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-013.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-014.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-014.csv
new file mode 100644
index 0000000..facef8e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-014.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-015.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-015.csv
new file mode 100644
index 0000000..72f58c6
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-015.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-016.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-016.csv
new file mode 100644
index 0000000..6f6bbda
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-016.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-017.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-017.csv
new file mode 100644
index 0000000..636c258
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-017.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-018.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-018.csv
new file mode 100644
index 0000000..5bfb7c9
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-018.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-4ZQF-019.csv b/onchain/analysis/archive-200runs/fuzz-4ZQF-019.csv
new file mode 100644
index 0000000..bc966c2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-4ZQF-019.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-000.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-000.csv
new file mode 100644
index 0000000..aeb4234
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-000.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-001.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-001.csv
new file mode 100644
index 0000000..dbf9e1a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-001.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-002.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-002.csv
new file mode 100644
index 0000000..5da888c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-002.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-003.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-003.csv
new file mode 100644
index 0000000..690c76a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-003.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-004.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-004.csv
new file mode 100644
index 0000000..ea2011a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-004.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-005.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-005.csv
new file mode 100644
index 0000000..78909d1
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-005.csv
@@ -0,0 +1,111 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-006.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-006.csv
new file mode 100644
index 0000000..4838602
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-006.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-007.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-007.csv
new file mode 100644
index 0000000..5d12ea2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-007.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-008.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-008.csv
new file mode 100644
index 0000000..4dc82b8
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-008.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-009.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-009.csv
new file mode 100644
index 0000000..e97021f
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-009.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-010.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-010.csv
new file mode 100644
index 0000000..da4a638
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-010.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-011.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-011.csv
new file mode 100644
index 0000000..3af51da
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-011.csv
@@ -0,0 +1,116 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-012.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-012.csv
new file mode 100644
index 0000000..bb2e213
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-012.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-013.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-013.csv
new file mode 100644
index 0000000..f29ac8a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-013.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-014.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-014.csv
new file mode 100644
index 0000000..6c34273
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-014.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-015.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-015.csv
new file mode 100644
index 0000000..081678c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-015.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-016.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-016.csv
new file mode 100644
index 0000000..796b75f
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-016.csv
@@ -0,0 +1,113 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-017.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-017.csv
new file mode 100644
index 0000000..0996504
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-017.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-018.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-018.csv
new file mode 100644
index 0000000..842432e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-018.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-5TUS-019.csv b/onchain/analysis/archive-200runs/fuzz-5TUS-019.csv
new file mode 100644
index 0000000..68b2dc4
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-5TUS-019.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-000.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-000.csv
new file mode 100644
index 0000000..35dbae1
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-000.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-001.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-001.csv
new file mode 100644
index 0000000..bb8c64a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-001.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-002.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-002.csv
new file mode 100644
index 0000000..104efb7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-002.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-003.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-003.csv
new file mode 100644
index 0000000..41b3a1e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-003.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-004.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-004.csv
new file mode 100644
index 0000000..3ca332a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-004.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-005.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-005.csv
new file mode 100644
index 0000000..a496dc2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-005.csv
@@ -0,0 +1,106 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-006.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-006.csv
new file mode 100644
index 0000000..459a838
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-006.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-007.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-007.csv
new file mode 100644
index 0000000..cd790d7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-007.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-008.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-008.csv
new file mode 100644
index 0000000..d1843a7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-008.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-009.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-009.csv
new file mode 100644
index 0000000..79bb7d4
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-009.csv
@@ -0,0 +1,112 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-010.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-010.csv
new file mode 100644
index 0000000..fdba449
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-010.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-011.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-011.csv
new file mode 100644
index 0000000..9271966
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-011.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-012.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-012.csv
new file mode 100644
index 0000000..adcc1d3
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-012.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-013.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-013.csv
new file mode 100644
index 0000000..0c32c6c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-013.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-014.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-014.csv
new file mode 100644
index 0000000..2ecac61
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-014.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-015.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-015.csv
new file mode 100644
index 0000000..18a8c16
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-015.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-016.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-016.csv
new file mode 100644
index 0000000..e1e6b59
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-016.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-017.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-017.csv
new file mode 100644
index 0000000..3e7303c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-017.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-018.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-018.csv
new file mode 100644
index 0000000..dcd28b4
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-018.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-E3QF-019.csv b/onchain/analysis/archive-200runs/fuzz-E3QF-019.csv
new file mode 100644
index 0000000..6b599f8
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-E3QF-019.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-000.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-000.csv
new file mode 100644
index 0000000..e167f3d
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-000.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-001.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-001.csv
new file mode 100644
index 0000000..5a18699
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-001.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-002.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-002.csv
new file mode 100644
index 0000000..ee53957
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-002.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-003.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-003.csv
new file mode 100644
index 0000000..12264d7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-003.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-004.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-004.csv
new file mode 100644
index 0000000..d52db10
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-004.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-005.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-005.csv
new file mode 100644
index 0000000..9b1967c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-005.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-006.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-006.csv
new file mode 100644
index 0000000..f30e202
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-006.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-007.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-007.csv
new file mode 100644
index 0000000..ee48181
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-007.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-008.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-008.csv
new file mode 100644
index 0000000..3857cd9
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-008.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-009.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-009.csv
new file mode 100644
index 0000000..794f542
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-009.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-010.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-010.csv
new file mode 100644
index 0000000..d558ddd
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-010.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-011.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-011.csv
new file mode 100644
index 0000000..1a69389
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-011.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-012.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-012.csv
new file mode 100644
index 0000000..a8b37ca
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-012.csv
@@ -0,0 +1,115 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-013.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-013.csv
new file mode 100644
index 0000000..d91303c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-013.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-014.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-014.csv
new file mode 100644
index 0000000..ce3d4ee
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-014.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-015.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-015.csv
new file mode 100644
index 0000000..0aa0f2e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-015.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-016.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-016.csv
new file mode 100644
index 0000000..f941cd9
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-016.csv
@@ -0,0 +1,107 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-017.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-017.csv
new file mode 100644
index 0000000..3150bb4
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-017.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-018.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-018.csv
new file mode 100644
index 0000000..792f5c2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-018.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-L4Q2-019.csv b/onchain/analysis/archive-200runs/fuzz-L4Q2-019.csv
new file mode 100644
index 0000000..8a712cb
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-L4Q2-019.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-000.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-000.csv
new file mode 100644
index 0000000..0a17a52
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-000.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-001.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-001.csv
new file mode 100644
index 0000000..042d368
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-001.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-002.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-002.csv
new file mode 100644
index 0000000..e23e9bb
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-002.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-003.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-003.csv
new file mode 100644
index 0000000..09e3e11
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-003.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-004.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-004.csv
new file mode 100644
index 0000000..a2cf340
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-004.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-005.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-005.csv
new file mode 100644
index 0000000..9d763f7
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-005.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-006.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-006.csv
new file mode 100644
index 0000000..06427a2
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-006.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-007.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-007.csv
new file mode 100644
index 0000000..89c736d
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-007.csv
@@ -0,0 +1,116 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-008.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-008.csv
new file mode 100644
index 0000000..5181640
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-008.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-009.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-009.csv
new file mode 100644
index 0000000..343fc8d
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-009.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-010.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-010.csv
new file mode 100644
index 0000000..b4b288c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-010.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-011.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-011.csv
new file mode 100644
index 0000000..6ae6443
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-011.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-012.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-012.csv
new file mode 100644
index 0000000..786fd9d
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-012.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-013.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-013.csv
new file mode 100644
index 0000000..fdaed45
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-013.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-014.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-014.csv
new file mode 100644
index 0000000..1c6acb4
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-014.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-015.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-015.csv
new file mode 100644
index 0000000..ad652ee
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-015.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-016.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-016.csv
new file mode 100644
index 0000000..9aee65e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-016.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-017.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-017.csv
new file mode 100644
index 0000000..f896536
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-017.csv
@@ -0,0 +1,109 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-018.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-018.csv
new file mode 100644
index 0000000..39c874e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-018.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-NH9P-019.csv b/onchain/analysis/archive-200runs/fuzz-NH9P-019.csv
new file mode 100644
index 0000000..9ba653c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-NH9P-019.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-000.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-000.csv
new file mode 100644
index 0000000..8bbfe44
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-000.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-001.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-001.csv
new file mode 100644
index 0000000..ece5913
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-001.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-002.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-002.csv
new file mode 100644
index 0000000..6e4481e
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-002.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-003.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-003.csv
new file mode 100644
index 0000000..3dd1bf6
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-003.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-004.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-004.csv
new file mode 100644
index 0000000..da0f0bc
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-004.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-005.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-005.csv
new file mode 100644
index 0000000..4de0124
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-005.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-006.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-006.csv
new file mode 100644
index 0000000..2f0d77c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-006.csv
@@ -0,0 +1,115 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-007.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-007.csv
new file mode 100644
index 0000000..063123b
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-007.csv
@@ -0,0 +1,115 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-008.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-008.csv
new file mode 100644
index 0000000..a4b6757
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-008.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-009.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-009.csv
new file mode 100644
index 0000000..fc7a980
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-009.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-010.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-010.csv
new file mode 100644
index 0000000..76f8853
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-010.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-011.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-011.csv
new file mode 100644
index 0000000..081f569
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-011.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-012.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-012.csv
new file mode 100644
index 0000000..5a69912
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-012.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-013.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-013.csv
new file mode 100644
index 0000000..35cc205
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-013.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-014.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-014.csv
new file mode 100644
index 0000000..485f9df
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-014.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-015.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-015.csv
new file mode 100644
index 0000000..3afe93c
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-015.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-016.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-016.csv
new file mode 100644
index 0000000..6910206
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-016.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-017.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-017.csv
new file mode 100644
index 0000000..f3ee471
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-017.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-018.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-018.csv
new file mode 100644
index 0000000..2914438
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-018.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-UCCA-019.csv b/onchain/analysis/archive-200runs/fuzz-UCCA-019.csv
new file mode 100644
index 0000000..6f1c267
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-UCCA-019.csv
@@ -0,0 +1,115 @@
+action,amount,tick,floor_lower,floor_upper,floor_liq,anchor_lower,anchor_upper,anchor_liq,discovery_lower,discovery_upper,discovery_liq,eth_balance,kraiken_balance,vwap,fees_eth,fees_kraiken,recenter
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-000.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-000.csv
new file mode 100644
index 0000000..003c707
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-000.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-001.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-001.csv
new file mode 100644
index 0000000..b868ef9
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-001.csv
@@ -0,0 +1,110 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-002.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-002.csv
new file mode 100644
index 0000000..60f0763
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-002.csv
@@ -0,0 +1,107 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-003.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-003.csv
new file mode 100644
index 0000000..9da834b
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-003.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-004.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-004.csv
new file mode 100644
index 0000000..401cbc8
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-004.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-005.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-005.csv
new file mode 100644
index 0000000..1f42d61
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-005.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-006.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-006.csv
new file mode 100644
index 0000000..1e4fa50
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-006.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-007.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-007.csv
new file mode 100644
index 0000000..b035497
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-007.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-008.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-008.csv
new file mode 100644
index 0000000..3f39fa8
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-008.csv
@@ -0,0 +1,109 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-009.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-009.csv
new file mode 100644
index 0000000..0436922
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-009.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-010.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-010.csv
new file mode 100644
index 0000000..1a17af6
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-010.csv
@@ -0,0 +1,115 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-011.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-011.csv
new file mode 100644
index 0000000..9db09d5
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-011.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-012.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-012.csv
new file mode 100644
index 0000000..043a302
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-012.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-013.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-013.csv
new file mode 100644
index 0000000..c112a26
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-013.csv
@@ -0,0 +1,112 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-014.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-014.csv
new file mode 100644
index 0000000..db2297a
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-014.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-015.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-015.csv
new file mode 100644
index 0000000..6f02271
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-015.csv
@@ -0,0 +1,108 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-016.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-016.csv
new file mode 100644
index 0000000..1d30dcd
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-016.csv
@@ -0,0 +1,113 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-017.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-017.csv
new file mode 100644
index 0000000..b32c909
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-017.csv
@@ -0,0 +1,114 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-018.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-018.csv
new file mode 100644
index 0000000..5c4e2d3
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-018.csv
@@ -0,0 +1,111 @@
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diff --git a/onchain/analysis/archive-200runs/fuzz-XEFO-019.csv b/onchain/analysis/archive-200runs/fuzz-XEFO-019.csv
new file mode 100644
index 0000000..b62ea68
--- /dev/null
+++ b/onchain/analysis/archive-200runs/fuzz-XEFO-019.csv
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diff --git a/onchain/analysis/distill_archetypes.py b/onchain/analysis/distill_archetypes.py
new file mode 100644
index 0000000..39acf8e
--- /dev/null
+++ b/onchain/analysis/distill_archetypes.py
@@ -0,0 +1,240 @@
+#!/usr/bin/env python3
+"""Distill profitable fuzzing runs into attack archetypes.
+
+For each profitable CSV:
+1. Parse the action sequence
+2. Consolidate consecutive same-direction trades
+3. Consolidate recenters with same-direction floor movement
+4. Reduce to minimal essential steps
+5. Classify into archetypes
+"""
+
+import csv
+import glob
+import os
+import sys
+from collections import defaultdict
+
+def parse_csv(path):
+    """Parse a fuzzing CSV into a list of action dicts."""
+    rows = []
+    with open(path) as f:
+        reader = csv.DictReader(f)
+        for row in reader:
+            rows.append(row)
+    return rows
+
+def get_pnl(rows):
+    """Get trader PnL from INIT/FINAL rows."""
+    init_eth = final_eth = None
+    for row in rows:
+        if row['action'] == 'INIT':
+            init_eth = int(row['eth_balance'])
+        if row['action'] == 'FINAL':
+            final_eth = int(row['eth_balance'])
+    if init_eth and final_eth:
+        return (final_eth - init_eth) / 1e18
+    return 0
+
+def consolidate_sequence(rows):
+    """Consolidate consecutive same-type actions into phases."""
+    phases = []
+    current_type = None
+    current_amount = 0
+    current_count = 0
+    floor_start = None
+    floor_end = None
+    
+    for row in rows:
+        action = row['action']
+        if action in ('INIT', 'FINAL', 'BUY_FAIL', 'SELL_FAIL', 'STAKE_FAIL', 'STAKE_SKIP', 'UNSTAKE_FAIL'):
+            continue
+        
+        amount = int(row.get('amount', 0))
+        floor_lower = int(row.get('floor_lower', 0))
+        
+        # Map to simplified types
+        if action == 'BUY':
+            simplified = 'BUY'
+        elif action == 'SELL':
+            simplified = 'SELL'
+        elif action == 'RECENTER':
+            simplified = 'RECENTER'
+        elif action in ('STAKE', 'UNSTAKE'):
+            simplified = action
+        else:
+            continue
+        
+        if simplified == current_type:
+            current_amount += amount
+            current_count += 1
+            floor_end = floor_lower
+        else:
+            if current_type:
+                phases.append({
+                    'type': current_type,
+                    'amount_eth': current_amount / 1e18 if current_type in ('BUY', 'SELL') else 0,
+                    'count': current_count,
+                    'floor_start': floor_start,
+                    'floor_end': floor_end,
+                    'floor_delta': (floor_end - floor_start) if floor_start and floor_end else 0
+                })
+            current_type = simplified
+            current_amount = amount
+            current_count = 1
+            floor_start = floor_lower
+            floor_end = floor_lower
+    
+    # Last phase
+    if current_type:
+        phases.append({
+            'type': current_type,
+            'amount_eth': current_amount / 1e18 if current_type in ('BUY', 'SELL') else 0,
+            'count': current_count,
+            'floor_start': floor_start,
+            'floor_end': floor_end,
+            'floor_delta': (floor_end - floor_start) if floor_start and floor_end else 0
+        })
+    
+    return phases
+
+def further_consolidate(phases):
+    """Merge adjacent same-direction phases (e.g., BUY-RECENTER-BUY → BUY with recenter count)."""
+    if not phases:
+        return []
+    
+    result = []
+    i = 0
+    while i < len(phases):
+        phase = dict(phases[i])
+        
+        # Look ahead for patterns like BUY-RECENTER-BUY
+        while i + 2 < len(phases):
+            next_phase = phases[i + 1]
+            after_next = phases[i + 2]
+            
+            if next_phase['type'] == 'RECENTER' and after_next['type'] == phase['type']:
+                # Merge: BUY + RECENTER + BUY → BUY (with embedded recenters)
+                phase['amount_eth'] += after_next['amount_eth']
+                phase['count'] += after_next['count']
+                phase['floor_end'] = after_next['floor_end']
+                phase['floor_delta'] = phase['floor_end'] - phase['floor_start'] if phase['floor_start'] and phase['floor_end'] else 0
+                phase.setdefault('recenters', 0)
+                phase['recenters'] += next_phase['count']
+                i += 2
+            else:
+                break
+        
+        result.append(phase)
+        i += 1
+    
+    return result
+
+def classify_archetype(phases, pnl):
+    """Classify a distilled sequence into an archetype."""
+    # Count phase types
+    types = [p['type'] for p in phases]
+    buys = sum(1 for t in types if t == 'BUY')
+    sells = sum(1 for t in types if t == 'SELL')
+    recenters = sum(p['count'] for p in phases if p['type'] == 'RECENTER')
+    total_recenters = recenters + sum(p.get('recenters', 0) for p in phases)
+    
+    buy_eth = sum(p['amount_eth'] for p in phases if p['type'] == 'BUY')
+    sell_count = sum(p['count'] for p in phases if p['type'] == 'SELL')
+    
+    # Floor movement
+    total_floor_delta = 0
+    for p in phases:
+        if p['floor_start'] and p['floor_end']:
+            total_floor_delta += abs(p['floor_delta'])
+    
+    if total_recenters >= 15 and pnl > 100:
+        return "HEAVY_RECENTER_DRAIN"
+    elif sells > buys * 2:
+        return "SELL_HEAVY_EXTRACT"
+    elif total_recenters >= 10:
+        return "RECENTER_FLOOR_WALK"
+    elif pnl > 50:
+        return "LARGE_EXTRACTION"
+    else:
+        return "MARGINAL_PROFIT"
+
+def format_phase(p):
+    """Format a phase for display."""
+    t = p['type']
+    if t in ('BUY', 'SELL'):
+        recenters = p.get('recenters', 0)
+        rec_str = f" ({recenters}R)" if recenters else ""
+        return f"{t} {p['amount_eth']:.0f}ETH ×{p['count']}{rec_str}"
+    elif t == 'RECENTER':
+        return f"RECENTER ×{p['count']} (floor Δ{p['floor_delta']:+d})"
+    elif t in ('STAKE', 'UNSTAKE'):
+        return f"{t} ×{p['count']}"
+    return f"{t}"
+
+def main():
+    csvs = sorted(glob.glob('analysis/fuzz-b*.csv'))
+    print(f"Analyzing {len(csvs)} profitable CSVs...\n")
+    
+    archetypes = defaultdict(list)
+    
+    for path in csvs:
+        rows = parse_csv(path)
+        pnl = get_pnl(rows)
+        if pnl <= 0:
+            continue
+        
+        phases = consolidate_sequence(rows)
+        distilled = further_consolidate(phases)
+        archetype = classify_archetype(distilled, pnl)
+        
+        # Get batch info from filename
+        name = os.path.basename(path)
+        
+        archetypes[archetype].append({
+            'file': name,
+            'pnl': pnl,
+            'phases': distilled,
+            'phase_count': len(distilled),
+            'total_recenters': sum(p['count'] for p in distilled if p['type'] == 'RECENTER') + 
+                              sum(p.get('recenters', 0) for p in distilled)
+        })
+    
+    # Print results
+    print("=" * 80)
+    print("ATTACK ARCHETYPES")
+    print("=" * 80)
+    
+    for archetype, runs in sorted(archetypes.items(), key=lambda x: -len(x[1])):
+        print(f"\n### {archetype} ({len(runs)} runs)")
+        avg_pnl = sum(r['pnl'] for r in runs) / len(runs)
+        max_pnl = max(r['pnl'] for r in runs)
+        avg_recenters = sum(r['total_recenters'] for r in runs) / len(runs)
+        print(f"    Avg PnL: {avg_pnl:+.1f} ETH | Max: {max_pnl:+.1f} ETH | Avg recenters: {avg_recenters:.0f}")
+        
+        # Show the 3 most profitable examples distilled
+        best = sorted(runs, key=lambda x: -x['pnl'])[:3]
+        for run in best:
+            print(f"\n    [{run['file']}] PnL={run['pnl']:+.1f} ETH ({run['phase_count']} phases, {run['total_recenters']} recenters)")
+            for p in run['phases'][:15]:  # Show first 15 phases
+                print(f"      → {format_phase(p)}")
+            if len(run['phases']) > 15:
+                print(f"      ... ({len(run['phases'])-15} more phases)")
+    
+    # Summary table
+    print("\n" + "=" * 80)
+    print("SUMMARY")
+    print("=" * 80)
+    print(f"\n{'Archetype':<25s} {'Count':>6s} {'Avg PnL':>10s} {'Max PnL':>10s} {'Avg Recenters':>14s}")
+    print("-" * 70)
+    total = 0
+    for archetype, runs in sorted(archetypes.items(), key=lambda x: -len(x[1])):
+        avg_pnl = sum(r['pnl'] for r in runs) / len(runs)
+        max_pnl = max(r['pnl'] for r in runs)
+        avg_rec = sum(r['total_recenters'] for r in runs) / len(runs)
+        total += len(runs)
+        print(f"{archetype:<25s} {len(runs):>6d} {avg_pnl:>+10.1f} {max_pnl:>+10.1f} {avg_rec:>14.0f}")
+    print(f"\n{'TOTAL':<25s} {total:>6d}")
+
+if __name__ == '__main__':
+    main()
diff --git a/onchain/analysis/distill_deep.py b/onchain/analysis/distill_deep.py
new file mode 100644
index 0000000..f39a0a8
--- /dev/null
+++ b/onchain/analysis/distill_deep.py
@@ -0,0 +1,227 @@
+#!/usr/bin/env python3
+"""Deep distillation: reduce profitable runs to essential attack pattern.
+
+Strategy: Track cumulative net position and floor movement.
+The "attack" is the net effect: how much ETH in, how much KRK accumulated,
+how many recenters, how far floor moved, and final extraction.
+"""
+
+import csv
+import glob
+import os
+from collections import defaultdict
+
+def analyze_run(path):
+    """Analyze a single profitable run deeply."""
+    rows = []
+    with open(path) as f:
+        reader = csv.DictReader(f)
+        for row in reader:
+            rows.append(row)
+    
+    init_eth = final_eth = 0
+    total_buys = total_sells = 0
+    total_buy_eth = 0
+    total_sell_krk = 0
+    recenters = 0
+    stakes = unstakes = 0
+    
+    floor_ticks = []
+    tick_history = []
+    
+    # Track phases: accumulation vs extraction
+    phase_transitions = []
+    net_eth_spent = 0  # cumulative ETH spent buying
+    
+    for row in rows:
+        action = row['action']
+        amount = int(row.get('amount', 0))
+        floor_lower = int(row.get('floor_lower', 0))
+        tick = int(row.get('tick', 0))
+        eth_bal = int(row.get('eth_balance', 0))
+        krk_bal = int(row.get('kraiken_balance', 0))
+        
+        if action == 'INIT':
+            init_eth = eth_bal
+            init_tick = tick
+        elif action == 'FINAL':
+            final_eth = eth_bal
+            final_krk = krk_bal
+        elif action == 'BUY':
+            total_buys += 1
+            total_buy_eth += amount
+        elif action == 'SELL':
+            total_sells += 1
+            total_sell_krk += amount
+        elif action == 'RECENTER':
+            recenters += 1
+            floor_ticks.append(floor_lower)
+        elif action == 'STAKE':
+            stakes += 1
+        elif action == 'UNSTAKE':
+            unstakes += 1
+        
+        if floor_lower != 0:
+            tick_history.append((action, tick, floor_lower, eth_bal / 1e18, krk_bal / 1e18))
+    
+    pnl = (final_eth - init_eth) / 1e18
+    
+    # Floor movement analysis
+    floor_range = 0
+    floor_direction = 0
+    if len(floor_ticks) >= 2:
+        floor_range = max(floor_ticks) - min(floor_ticks)
+        floor_direction = floor_ticks[-1] - floor_ticks[0]
+    
+    # Find the key inflection: when does trader switch from accumulation to extraction?
+    # Track ETH balance trajectory
+    eth_trajectory = []
+    for row in rows:
+        if row['action'] in ('BUY', 'SELL', 'RECENTER', 'INIT', 'FINAL'):
+            eth_trajectory.append((row['action'], int(row.get('eth_balance', 0)) / 1e18))
+    
+    # Find min ETH point (maximum investment before extraction)
+    min_eth = min(e for _, e in eth_trajectory)
+    min_eth_idx = next(i for i, (_, e) in enumerate(eth_trajectory) if e == min_eth)
+    
+    # Phases: before min_eth = accumulation, after = mixed/extraction
+    accum_buys = sum(1 for a, _ in eth_trajectory[:min_eth_idx] if a == 'BUY')
+    accum_sells = sum(1 for a, _ in eth_trajectory[:min_eth_idx] if a == 'SELL')
+    accum_recenters = sum(1 for a, _ in eth_trajectory[:min_eth_idx] if a == 'RECENTER')
+    
+    return {
+        'file': os.path.basename(path),
+        'pnl': pnl,
+        'init_eth': init_eth / 1e18,
+        'final_eth': final_eth / 1e18,
+        'total_buys': total_buys,
+        'total_sells': total_sells,
+        'total_buy_eth': total_buy_eth / 1e18,
+        'recenters': recenters,
+        'stakes': stakes,
+        'unstakes': unstakes,
+        'floor_range': floor_range,
+        'floor_direction': floor_direction,
+        'min_eth': min_eth,
+        'max_investment': eth_trajectory[0][1] - min_eth,
+        'accum_buys': accum_buys,
+        'accum_recenters': accum_recenters,
+    }
+
+def main():
+    csvs = sorted(glob.glob('analysis/fuzz-b*.csv'))
+    
+    results = []
+    for path in csvs:
+        try:
+            r = analyze_run(path)
+            if r['pnl'] > 0:
+                results.append(r)
+        except Exception as e:
+            pass
+    
+    print(f"Analyzed {len(results)} profitable runs\n")
+    
+    # Group by batch
+    batches = defaultdict(list)
+    for r in results:
+        batch = r['file'].split('-')[1]
+        batches[batch].append(r)
+    
+    # Overall statistics
+    print("=" * 90)
+    print("DISTILLED ATTACK PATTERNS")
+    print("=" * 90)
+    
+    print(f"\n{'Metric':<30s} {'Min':>10s} {'Avg':>10s} {'Max':>10s} {'Median':>10s}")
+    print("-" * 70)
+    
+    for metric in ['pnl', 'recenters', 'floor_range', 'total_buys', 'total_sells', 'total_buy_eth', 'max_investment']:
+        vals = sorted([r[metric] for r in results])
+        avg = sum(vals) / len(vals)
+        med = vals[len(vals)//2]
+        print(f"{metric:<30s} {min(vals):>10.1f} {avg:>10.1f} {max(vals):>10.1f} {med:>10.1f}")
+    
+    # The essential pattern
+    print("\n" + "=" * 90)
+    print("THE ESSENTIAL ATTACK PATTERN")
+    print("=" * 90)
+    
+    # Cluster by PnL
+    high_profit = [r for r in results if r['pnl'] > 100]
+    low_profit = [r for r in results if 0 < r['pnl'] <= 100]
+    
+    for label, group in [("HIGH PROFIT (>100 ETH)", high_profit), ("LOW PROFIT (1-100 ETH)", low_profit)]:
+        if not group:
+            continue
+        print(f"\n### {label}: {len(group)} runs")
+        avg = lambda key: sum(r[key] for r in group) / len(group)
+        print(f"    Avg PnL:           {avg('pnl'):+.1f} ETH")
+        print(f"    Avg recenters:     {avg('recenters'):.0f}")
+        print(f"    Avg floor range:   {avg('floor_range'):.0f} ticks")
+        print(f"    Avg total buys:    {avg('total_buys'):.0f} ({avg('total_buy_eth'):.0f} ETH)")
+        print(f"    Avg total sells:   {avg('total_sells'):.0f}")
+        print(f"    Avg max investment:{avg('max_investment'):.0f} ETH")
+        print(f"    Avg stakes:        {avg('stakes'):.0f}")
+    
+    # Per-batch summary
+    print("\n" + "=" * 90)
+    print("PER-BATCH ATTACK RATES")
+    print("=" * 90)
+    
+    batch_info = {
+        'b2': 'buy-heavy CI=0 AS=10% AW=20',
+        'b3': 'sell-heavy CI=0 AS=10% AW=20',
+        'b4': 'wider AS=50% AW=50',
+        'b5': '5000 trades',
+        'b6': 'CI=10% AS=10% AW=20',
+        'b7': 'AS=30% AW=40 buybias=60',
+        'b8': 'AS=100% AW=80',
+        'b9': 'low DD=10%',
+        'b10': 'high DD=100%',
+        'b11': '3000 trades',
+        'b12': 'buy 90%',
+        'b13': 'CI=20%',
+        'b14': 'max AW=100',
+        'b15': 'baseline repeat',
+        'b16': 'AS=20% AW=30',
+        'b17': 'CI=5%',
+        'b18': '4000 trades',
+        'b19': '3000 buybias=65',
+        'b20': 'baseline big',
+    }
+    
+    print(f"\n{'Batch':<8s} {'Params':<35s} {'Prof':>5s} {'Avg PnL':>10s} {'Avg Rec':>8s} {'Avg Floor':>10s}")
+    print("-" * 80)
+    
+    for batch_id in sorted(batches.keys(), key=lambda x: int(x[1:])):
+        runs = batches[batch_id]
+        info = batch_info.get(batch_id, '?')
+        avg_pnl = sum(r['pnl'] for r in runs) / len(runs)
+        avg_rec = sum(r['recenters'] for r in runs) / len(runs)
+        avg_floor = sum(r['floor_range'] for r in runs) / len(runs)
+        print(f"{batch_id:<8s} {info:<35s} {len(runs):>5d} {avg_pnl:>+10.1f} {avg_rec:>8.0f} {avg_floor:>10.0f}")
+
+    # Distilled archetype
+    print("\n" + "=" * 90)
+    print("DISTILLED ARCHETYPE (what the attacker actually does)")
+    print("=" * 90)
+    avg_all = lambda key: sum(r[key] for r in results) / len(results)
+    print(f"""
+1. ACCUMULATE: Buy ~{avg_all('total_buy_eth'):.0f} ETH worth of KRK over ~{avg_all('total_buys'):.0f} trades
+   (This crashes the price and triggers recenters)
+
+2. RECENTERS: ~{avg_all('recenters'):.0f} recenters fire during the sequence
+   Floor moves ~{avg_all('floor_range'):.0f} ticks closer to current price
+   (Each recenter repositions floor, packing ETH into reachable range)
+
+3. EXTRACT: Sell all KRK (~{avg_all('total_sells'):.0f} sell trades)
+   Final sell drains floor's concentrated ETH reserve
+
+NET: Trader invests ~{avg_all('max_investment'):.0f} ETH at peak, extracts {avg_all('pnl'):+.0f} ETH profit
+
+STAKING: {avg_all('stakes'):.0f} stakes / {avg_all('unstakes'):.0f} unstakes — NO CORRELATION with profit
+""")
+
+if __name__ == '__main__':
+    main()
diff --git a/onchain/analysis/helpers/BackgroundLP.sol b/onchain/analysis/helpers/BackgroundLP.sol
new file mode 100644
index 0000000..1fb4ca1
--- /dev/null
+++ b/onchain/analysis/helpers/BackgroundLP.sol
@@ -0,0 +1,144 @@
+// SPDX-License-Identifier: MIT
+pragma solidity ^0.8.19;
+
+import { IWETH9 } from "../../src/interfaces/IWETH9.sol";
+import { IERC20 } from "@openzeppelin/token/ERC20/IERC20.sol";
+import { IUniswapV3Pool } from "@uniswap/v3-core/contracts/interfaces/IUniswapV3Pool.sol";
+import { IUniswapV3MintCallback } from "@uniswap/v3-core/contracts/interfaces/callback/IUniswapV3MintCallback.sol";
+
+/// @title BackgroundLP
+/// @notice Simulates competing liquidity providers with stacked positions
+///         approximating a Gaussian curve centered on current tick.
+///         Rebalances on demand to track the market.
+contract BackgroundLP is IUniswapV3MintCallback {
+    IUniswapV3Pool public pool;
+    IWETH9 public weth;
+    IERC20 public kraiken;
+    bool public token0isWeth;
+    int24 public tickSpacing;
+
+    // Track active positions for cleanup
+    struct Position {
+        int24 tickLower;
+        int24 tickUpper;
+        uint128 liquidity;
+    }
+
+    Position[6] public positions;
+    uint256 public numPositions;
+
+    // Gaussian approximation: 5 stacked positions with increasing width
+    // Widths in multiples of tickSpacing
+    // Layer 0: ±10 spacings (narrowest, highest concentration)
+    // Layer 1: ±20 spacings
+    // Layer 2: ±40 spacings
+    // Layer 3: ±80 spacings
+    // Layer 4: ±160 spacings (widest, lowest concentration)
+    uint24[5] public HALF_WIDTHS = [10, 20, 40, 80, 160];
+
+    constructor(IUniswapV3Pool _pool, IWETH9 _weth, IERC20 _kraiken, bool _token0isWeth) {
+        pool = _pool;
+        weth = _weth;
+        kraiken = _kraiken;
+        token0isWeth = _token0isWeth;
+        tickSpacing = pool.tickSpacing();
+    }
+
+    /// @notice Deploy stacked positions centered on current tick
+    /// @param ethPerLayer ETH to allocate per layer (total = 5 × ethPerLayer)
+    function rebalance(uint256 ethPerLayer) external {
+        // 1. Remove old positions
+        _burnAll();
+
+        // 2. Get current tick
+        (, int24 currentTick,,,,,) = pool.slot0();
+        int24 centerTick = (currentTick / tickSpacing) * tickSpacing;
+
+        // 3. Deploy 5 stacked layers
+        for (uint256 i = 0; i < 5; i++) {
+            int24 halfWidth = int24(uint24(HALF_WIDTHS[i])) * tickSpacing;
+            int24 tickLower = centerTick - halfWidth;
+            int24 tickUpper = centerTick + halfWidth;
+
+            // Clamp to valid range
+            if (tickLower < -887_200) tickLower = -887_200;
+            if (tickUpper > 887_200) tickUpper = 887_200;
+
+            // Calculate liquidity from ETH amount
+            // Use half the ethPerLayer since we need both tokens for in-range positions
+            uint128 liquidity = _getLiquidityForEth(tickLower, tickUpper, ethPerLayer);
+            if (liquidity == 0) continue;
+
+            // Mint position
+            pool.mint(address(this), tickLower, tickUpper, liquidity, "");
+
+            positions[numPositions] = Position(tickLower, tickUpper, liquidity);
+            numPositions++;
+        }
+    }
+
+    /// @notice Burn all active positions
+    function _burnAll() internal {
+        for (uint256 i = 0; i < numPositions; i++) {
+            Position memory pos = positions[i];
+            if (pos.liquidity > 0) {
+                pool.burn(pos.tickLower, pos.tickUpper, pos.liquidity);
+                // Collect tokens back
+                pool.collect(address(this), pos.tickLower, pos.tickUpper, type(uint128).max, type(uint128).max);
+            }
+        }
+        numPositions = 0;
+    }
+
+    /// @notice Calculate liquidity for a given ETH amount and tick range
+    function _getLiquidityForEth(int24 tickLower, int24 tickUpper, uint256 ethAmount) internal view returns (uint128) {
+        uint160 sqrtLower = TickMath.getSqrtRatioAtTick(tickLower);
+        uint160 sqrtUpper = TickMath.getSqrtRatioAtTick(tickUpper);
+        (, int24 currentTick,,,,,) = pool.slot0();
+        uint160 sqrtCurrent = TickMath.getSqrtRatioAtTick(currentTick);
+
+        if (token0isWeth) {
+            // WETH is token0 — for in-range, need amount0
+            if (sqrtCurrent <= sqrtLower) {
+                // All token0 (WETH)
+                return LiquidityAmounts.getLiquidityForAmount0(sqrtLower, sqrtUpper, ethAmount);
+            } else if (sqrtCurrent < sqrtUpper) {
+                // In range — use amount0 portion
+                return LiquidityAmounts.getLiquidityForAmount0(sqrtCurrent, sqrtUpper, ethAmount / 2);
+            } else {
+                return 0; // All token1, no ETH needed
+            }
+        } else {
+            // WETH is token1 — for in-range, need amount1
+            if (sqrtCurrent >= sqrtUpper) {
+                // All token1 (WETH)
+                return LiquidityAmounts.getLiquidityForAmount1(sqrtLower, sqrtUpper, ethAmount);
+            } else if (sqrtCurrent > sqrtLower) {
+                // In range — use amount1 portion
+                return LiquidityAmounts.getLiquidityForAmount1(sqrtLower, sqrtCurrent, ethAmount / 2);
+            } else {
+                return 0; // All token0, no ETH needed
+            }
+        }
+    }
+
+    /// @notice Uniswap V3 mint callback — provide tokens
+    function uniswapV3MintCallback(uint256 amount0Owed, uint256 amount1Owed, bytes calldata) external override {
+        require(msg.sender == address(pool), "not pool");
+
+        if (amount0Owed > 0) {
+            IERC20(token0isWeth ? address(weth) : address(kraiken)).transfer(msg.sender, amount0Owed);
+        }
+        if (amount1Owed > 0) {
+            IERC20(token0isWeth ? address(kraiken) : address(weth)).transfer(msg.sender, amount1Owed);
+        }
+    }
+
+    /// @notice Allow receiving ETH
+    receive() external payable { }
+}
+
+// Import 0.8-compatible math from aperture's uni-v3-lib
+
+import { LiquidityAmounts } from "@aperture/uni-v3-lib/LiquidityAmounts.sol";
+import { TickMath } from "@aperture/uni-v3-lib/TickMath.sol";
diff --git a/onchain/analysis/helpers/CSVHelper.sol b/onchain/analysis/helpers/CSVHelper.sol
deleted file mode 100644
index df36f2d..0000000
--- a/onchain/analysis/helpers/CSVHelper.sol
+++ /dev/null
@@ -1,35 +0,0 @@
-// SPDX-License-Identifier: MIT
-pragma solidity ^0.8.19;
-
-import "forge-std/Test.sol";
-import "forge-std/Vm.sol";
-
-/**
- * @title CSVHelper
- * @dev Library for managing CSV data in Solidity, including converting values to strings and writing CSV data.
- */
-library CSVHelper {
-    /**
-     * @notice Creates a standard CSV header for liquidity position data.
-     * @return The CSV header as a string.
-     */
-    function createPositionsHeader() internal pure returns (string memory) {
-        return
-        "precedingAction, currentTick, floorTickLower, floorTickUpper, floorLiquidity, anchorTickLower, anchorTickUpper, anchorLiquidity, discoveryTickLower, discoveryTickUpper, discoveryLiquidity, token0isWeth, percentageStaked, avgTaxRate";
-    }
-
-    function createTimeSeriesHeader() internal pure returns (string memory) {
-        return "time, price, harbTotalSupply, supplyChange, stakeOutstandingShares, avgTaxRate, sentiment, taxCollected";
-    }
-
-    /**
-     * @notice Appends new CSV data to the existing CSV string.
-     * @param csv The current CSV string.
-     * @param newRow The new row to append.
-     * @return The updated CSV string.
-     */
-    function appendRow(string memory csv, string memory newRow) internal pure returns (string memory) {
-        return string(abi.encodePacked(csv, "\n", newRow));
-    }
-
-}
diff --git a/onchain/analysis/helpers/CSVManager.sol b/onchain/analysis/helpers/CSVManager.sol
deleted file mode 100644
index 5c51846..0000000
--- a/onchain/analysis/helpers/CSVManager.sol
+++ /dev/null
@@ -1,51 +0,0 @@
-// SPDX-License-Identifier: MIT
-pragma solidity ^0.8.19;
-
-import "forge-std/Test.sol";
-import "./CSVHelper.sol";
-
-/**
- * @title CSVManager
- * @dev An abstract contract that manages CSV creation, row appending, and writing to file.
- * Contracts that inherit this contract can use the CSV functionality without managing the CSV string directly.
- */
-abstract contract CSVManager is Test {
-    using CSVHelper for *;
-
-    string internal csv;
-
-    /**
-     * @notice Creates the header for the CSV file.
-     * This function should be called in the `setUp` function of derived contracts.
-     */
-    function initializePositionsCSV() internal {
-        csv = CSVHelper.createPositionsHeader();
-    }
-
-    function initializeTimeSeriesCSV() internal {
-        csv = CSVHelper.createTimeSeriesHeader();
-    }
-
-    /**
-     * @notice Appends a new row to the CSV string.
-     * @param newRow The new row to append.
-     */
-    function appendCSVRow(string memory newRow) internal {
-        csv = CSVHelper.appendRow(csv, newRow);
-    }
-
-    /**
-     * @notice Writes the CSV string to a file.
-     * @param filePath The path where the CSV file will be saved.
-     */
-    function writeCSVToFile(string memory filePath) internal {
-        vm.writeFile(filePath, csv);
-    }
-
-    /**
-     * @notice Clears the CSV buffer. Should be called between runs to avoid data accumulation.
-     */
-    function clearCSV() internal {
-        csv = "";
-    }
-}
diff --git a/onchain/analysis/helpers/FuzzingBase.sol b/onchain/analysis/helpers/FuzzingBase.sol
new file mode 100644
index 0000000..d716423
--- /dev/null
+++ b/onchain/analysis/helpers/FuzzingBase.sol
@@ -0,0 +1,433 @@
+// SPDX-License-Identifier: MIT
+pragma solidity ^0.8.19;
+
+import { Kraiken } from "../../src/Kraiken.sol";
+import { LiquidityManager } from "../../src/LiquidityManager.sol";
+import { Stake } from "../../src/Stake.sol";
+import { ThreePositionStrategy } from "../../src/abstracts/ThreePositionStrategy.sol";
+import { UniswapHelpers } from "../../src/helpers/UniswapHelpers.sol";
+import { IWETH9 } from "../../src/interfaces/IWETH9.sol";
+import { TestEnvironment } from "../../test/helpers/TestBase.sol";
+
+import { BackgroundLP } from "./BackgroundLP.sol";
+import { SwapExecutor } from "./SwapExecutor.sol";
+import { IUniswapV3Factory } from "@uniswap/v3-core/contracts/interfaces/IUniswapV3Factory.sol";
+import { IUniswapV3Pool } from "@uniswap/v3-core/contracts/interfaces/IUniswapV3Pool.sol";
+import "forge-std/Script.sol";
+import "forge-std/console2.sol";
+
+/// @title FuzzingBase
+/// @notice Shared infrastructure for all fuzzing/analysis scripts.
+/// @dev Provides environment setup, trade execution, liquidation, token recovery,
+///      and CSV parsing. Concrete scripts inherit this and implement their own run() logic.
+abstract contract FuzzingBase is Script {
+    // ── Constants ──────────────────────────────────────────────────────────
+    uint256 internal constant LM_FUNDING_ETH = 200 ether;
+    uint256 internal constant LM_INITIAL_WETH = 100 ether;
+    uint256 internal constant RECENTER_GAS_LIMIT = 50_000_000;
+    uint256 internal constant RECENTER_TIME_ADVANCE = 1 hours;
+    uint256 internal constant LIQUIDATION_MAX_ATTEMPTS = 20;
+    uint256 internal constant LIQUIDATION_RECENTER_INTERVAL = 3;
+    address internal constant DEAD_ADDRESS = address(0xdead);
+    uint256 internal constant SELL_PCT_MIN = 20;
+    uint256 internal constant SELL_PCT_RANGE = 60;
+
+    // ── Environment ───────────────────────────────────────────────────────
+    TestEnvironment internal testEnv;
+    IUniswapV3Factory internal factory;
+    IUniswapV3Pool internal pool;
+    IWETH9 internal weth;
+    Kraiken internal kraiken;
+    Stake internal stake;
+    LiquidityManager internal lm;
+    SwapExecutor internal swapExecutor;
+    bool internal token0isWeth;
+
+    // ── Actors ────────────────────────────────────────────────────────────
+    address internal trader = makeAddr("trader");
+    address internal fees = makeAddr("fees");
+    BackgroundLP internal backgroundLP;
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  Environment Setup
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Deploy TestEnvironment and Uniswap factory (call once per script)
+    function _initInfrastructure() internal {
+        testEnv = new TestEnvironment(fees);
+        factory = UniswapHelpers.deployUniswapFactory();
+    }
+
+    /// @notice Deploy a fresh pool/LM/optimizer environment
+    /// @param optimizer Address of the optimizer contract to use
+    /// @param wethIsToken0 Token ordering for the pool
+    /// @param uncapped Whether to deploy SwapExecutor in uncapped mode
+    function _setupEnvironment(address optimizer, bool wethIsToken0, bool uncapped) internal {
+        (factory, pool, weth, kraiken, stake, lm,, token0isWeth) = testEnv.setupEnvironmentWithExistingFactory(factory, wethIsToken0, fees, optimizer);
+
+        swapExecutor = new SwapExecutor(pool, weth, kraiken, token0isWeth, lm, uncapped);
+
+        vm.deal(address(lm), LM_FUNDING_ETH);
+        vm.prank(address(lm));
+        weth.deposit{ value: LM_INITIAL_WETH }();
+
+        vm.prank(fees);
+        try lm.recenter() { } catch { }
+    }
+
+    /// @notice Overload: setup with custom LM funding
+    function _setupEnvironment(address optimizer, bool wethIsToken0, bool uncapped, uint256 lmFundingEth) internal {
+        (factory, pool, weth, kraiken, stake, lm,, token0isWeth) = testEnv.setupEnvironmentWithExistingFactory(factory, wethIsToken0, fees, optimizer);
+
+        swapExecutor = new SwapExecutor(pool, weth, kraiken, token0isWeth, lm, uncapped);
+
+        vm.deal(address(lm), lmFundingEth);
+        vm.prank(address(lm));
+        weth.deposit{ value: lmFundingEth / 2 }();
+
+        vm.prank(fees);
+        try lm.recenter() { } catch { }
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  Background Liquidity (Gaussian competition)
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Deploy background LP with Gaussian-approximating stacked positions.
+    ///         KRK is acquired by buying from the pool (realistic — no free minting).
+    /// @param ethPerLayer ETH per layer (5 layers total). Half goes to buying KRK,
+    ///        half stays as WETH for the liquidity positions.
+    function _deployBackgroundLP(uint256 ethPerLayer) internal {
+        backgroundLP = new BackgroundLP(pool, weth, kraiken, token0isWeth);
+
+        // Fund with ETH (2× total: half to buy KRK, half for LP positions)
+        uint256 totalEth = ethPerLayer * 5;
+        vm.deal(address(backgroundLP), totalEth * 4);
+        vm.prank(address(backgroundLP));
+        weth.deposit{ value: totalEth * 2 }();
+
+        // Buy KRK from the pool — just like a real LP would.
+        // Buy in small chunks with recenters to avoid overshooting thin anchors.
+        address bgAddr = address(backgroundLP);
+        uint256 chunkSize = totalEth / 5;
+        for (uint256 i = 0; i < 5; i++) {
+            uint256 buyAmount = chunkSize;
+            uint256 wethBal = weth.balanceOf(bgAddr);
+            if (buyAmount > wethBal / 2) buyAmount = wethBal / 2; // keep some WETH for LP
+            if (buyAmount == 0) break;
+
+            vm.startPrank(bgAddr);
+            weth.transfer(address(swapExecutor), buyAmount);
+            vm.stopPrank();
+            vm.prank(bgAddr);
+            try swapExecutor.executeBuy(buyAmount, bgAddr) { } catch { }
+
+            // Recenter between chunks to rebuild positions
+            vm.warp(block.timestamp + 1 hours);
+            vm.roll(block.number + 1);
+            vm.prank(fees);
+            try lm.recenter() { } catch { }
+        }
+
+        backgroundLP.rebalance(ethPerLayer);
+    }
+
+    /// @notice Rebalance background LP positions to track current tick.
+    ///         Uses existing token balances — no new ETH or KRK injected.
+    function _rebalanceBackgroundLP(uint256 ethPerLayer) internal {
+        if (address(backgroundLP) == address(0)) return;
+        backgroundLP.rebalance(ethPerLayer);
+    }
+
+    /// @notice Get fee revenue collected by feeDestination
+    /// @return feeWeth WETH fees, feeKrk KRK fees
+    function _getFeeRevenue() internal view returns (uint256 feeWeth, uint256 feeKrk) {
+        feeWeth = weth.balanceOf(fees);
+        feeKrk = kraiken.balanceOf(fees);
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  Staking Setup
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Pre-seed staking to simulate a given sentiment level.
+    ///         Buys KRK from the pool and stakes it at the given tax rate.
+    /// @param stakingPct Target % of authorized stake to fill (0-100, in whole %)
+    /// @param taxRateIdx Tax rate index (0-29, lower = cheaper = more bullish)
+    function _seedStaking(uint256 stakingPct, uint32 taxRateIdx) internal {
+        if (stakingPct == 0) return;
+
+        address staker = makeAddr("staker");
+
+        // Buy KRK for staking — use 50 ETH per attempt, loop until target met
+        uint256 maxAttempts = 20;
+        for (uint256 attempt = 0; attempt < maxAttempts; attempt++) {
+            // Check current staking level
+            uint256 currentPct = stake.getPercentageStaked() * 100 / 1e18;
+            if (currentPct >= stakingPct) break;
+
+            // Fund staker with ETH
+            vm.deal(staker, 100 ether);
+            vm.prank(staker);
+            weth.deposit{ value: 50 ether }();
+
+            // Buy KRK
+            vm.startPrank(staker);
+            weth.transfer(address(swapExecutor), 50 ether);
+            vm.stopPrank();
+            vm.prank(staker);
+            try swapExecutor.executeBuy(50 ether, staker) { }
+            catch {
+                break;
+            }
+
+            // Recenter to rebuild positions
+            vm.warp(block.timestamp + 1 hours);
+            vm.roll(block.number + 1);
+            vm.prank(fees);
+            try lm.recenter() { } catch { }
+
+            // Stake all KRK
+            uint256 krkBal = kraiken.balanceOf(staker);
+            if (krkBal == 0) break;
+
+            vm.startPrank(staker);
+            kraiken.approve(address(stake), krkBal);
+            uint256[] memory empty = new uint256[](0);
+            try stake.snatch(krkBal, staker, taxRateIdx, empty) { }
+            catch {
+                vm.stopPrank();
+                break;
+            }
+            vm.stopPrank();
+        }
+
+        // Final recenter to pick up new optimizer params
+        vm.warp(block.timestamp + 1 hours);
+        vm.roll(block.number + 1);
+        vm.prank(fees);
+        try lm.recenter() { } catch { }
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  Trade Execution
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Execute a buy trade via the SwapExecutor
+    /// @return success Whether the buy produced a non-zero result
+    function _executeBuy(uint256 amount) internal returns (bool success) {
+        if (amount == 0 || weth.balanceOf(trader) < amount) return false;
+
+        vm.startPrank(trader);
+        weth.transfer(address(swapExecutor), amount);
+        try swapExecutor.executeBuy(amount, trader) returns (uint256 actualAmount) {
+            vm.stopPrank();
+            _recoverStuckTokens();
+            return actualAmount > 0;
+        } catch {
+            vm.stopPrank();
+            _recoverStuckTokens();
+            return false;
+        }
+    }
+
+    /// @notice Execute a sell trade via the SwapExecutor
+    /// @return success Whether the sell produced a non-zero result
+    function _executeSell(uint256 amount) internal returns (bool success) {
+        if (amount == 0 || kraiken.balanceOf(trader) < amount) return false;
+
+        vm.startPrank(trader);
+        kraiken.transfer(address(swapExecutor), amount);
+        try swapExecutor.executeSell(amount, trader) returns (uint256 actualAmount) {
+            vm.stopPrank();
+            _recoverStuckTokens();
+            return actualAmount > 0;
+        } catch {
+            vm.stopPrank();
+            _recoverStuckTokens();
+            return false;
+        }
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  Recenter
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Advance time and attempt a recenter
+    function _tryRecenter() internal returns (bool) {
+        vm.warp(block.timestamp + RECENTER_TIME_ADVANCE);
+        vm.roll(block.number + 1);
+        vm.prank(fees);
+        try lm.recenter{ gas: RECENTER_GAS_LIMIT }() {
+            return true;
+        } catch {
+            return false;
+        }
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  Liquidation
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Sell all trader's KRAIKEN, retrying with recenters between attempts
+    function _liquidateTraderHoldings() internal {
+        uint256 remaining = kraiken.balanceOf(trader);
+        uint256 attempts;
+
+        while (remaining > 0 && attempts < LIQUIDATION_MAX_ATTEMPTS) {
+            uint256 prev = remaining;
+            uint256 wethBefore = weth.balanceOf(trader);
+
+            vm.startPrank(trader);
+            kraiken.transfer(address(swapExecutor), remaining);
+            vm.stopPrank();
+
+            try swapExecutor.executeSell(remaining, trader) {
+                if (weth.balanceOf(trader) <= wethBefore) {
+                    _recoverStuckTokens();
+                    break;
+                }
+            } catch {
+                _recoverStuckTokens();
+                break;
+            }
+
+            _recoverStuckTokens();
+
+            if (attempts % LIQUIDATION_RECENTER_INTERVAL == LIQUIDATION_RECENTER_INTERVAL - 1) {
+                _tryRecenter();
+            }
+
+            remaining = kraiken.balanceOf(trader);
+            if (remaining >= prev) break;
+            unchecked {
+                attempts++;
+            }
+        }
+
+        _recoverStuckTokens();
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  Token Recovery & Cleanup
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Recover any tokens stuck in SwapExecutor back to the trader
+    function _recoverStuckTokens() internal {
+        uint256 stuckKraiken = kraiken.balanceOf(address(swapExecutor));
+        if (stuckKraiken > 0) {
+            vm.prank(address(swapExecutor));
+            kraiken.transfer(trader, stuckKraiken);
+        }
+        uint256 stuckWeth = weth.balanceOf(address(swapExecutor));
+        if (stuckWeth > 0) {
+            vm.prank(address(swapExecutor));
+            weth.transfer(trader, stuckWeth);
+        }
+    }
+
+    /// @notice Burn all trader + SwapExecutor tokens to prevent PnL leakage between runs
+    function _cleanupTraderTokens() internal {
+        uint256 leftoverWeth = weth.balanceOf(trader);
+        if (leftoverWeth > 0) {
+            vm.prank(trader);
+            weth.transfer(DEAD_ADDRESS, leftoverWeth);
+        }
+        uint256 leftoverKraiken = kraiken.balanceOf(trader);
+        if (leftoverKraiken > 0) {
+            vm.prank(trader);
+            kraiken.transfer(DEAD_ADDRESS, leftoverKraiken);
+        }
+        uint256 stuckWeth = weth.balanceOf(address(swapExecutor));
+        if (stuckWeth > 0) {
+            vm.prank(address(swapExecutor));
+            weth.transfer(DEAD_ADDRESS, stuckWeth);
+        }
+        uint256 stuckKraiken = kraiken.balanceOf(address(swapExecutor));
+        if (stuckKraiken > 0) {
+            vm.prank(address(swapExecutor));
+            kraiken.transfer(DEAD_ADDRESS, stuckKraiken);
+        }
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  LM ETH Measurement
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Approximate total ETH attributable to the LM (direct balance + pool WETH)
+    /// @dev Pool WETH includes both LM position ETH and trader buy ETH in transit.
+    ///      This is a rough proxy — trader PnL is the reliable safety metric.
+    function _getLmSystemEth() internal view returns (uint256) {
+        return address(lm).balance + weth.balanceOf(address(lm)) + weth.balanceOf(address(pool));
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  CSV Parsing Utilities
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Parse a comma-separated string of uint256 values
+    function _parseUintArray(string memory csv) internal pure returns (uint256[] memory) {
+        bytes memory b = bytes(csv);
+        uint256 count = 1;
+        for (uint256 i = 0; i < b.length; i++) {
+            if (b[i] == ",") count++;
+        }
+
+        uint256[] memory result = new uint256[](count);
+        uint256 idx;
+        uint256 start;
+
+        for (uint256 i = 0; i <= b.length; i++) {
+            if (i == b.length || b[i] == ",") {
+                uint256 num;
+                for (uint256 j = start; j < i; j++) {
+                    require(b[j] >= "0" && b[j] <= "9", "Invalid number in CSV");
+                    num = num * 10 + (uint256(uint8(b[j])) - 48);
+                }
+                result[idx] = num;
+                idx++;
+                start = i + 1;
+            }
+        }
+
+        return result;
+    }
+
+    // ══════════════════════════════════════════════════════════════════════
+    //  String Helpers
+    // ══════════════════════════════════════════════════════════════════════
+
+    /// @notice Generate a random 4-character alphanumeric ID
+    function _generateScenarioId() internal view returns (string memory) {
+        uint256 rand = uint256(keccak256(abi.encodePacked(block.timestamp, block.prevrandao)));
+        bytes memory chars = "ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789";
+        bytes memory result = new bytes(4);
+
+        for (uint256 i = 0; i < 4; i++) {
+            result[i] = chars[rand % chars.length];
+            rand = rand / chars.length;
+        }
+
+        return string(result);
+    }
+
+    /// @notice Pad a number with leading zeros
+    function _padNumber(uint256 num, uint256 digits) internal pure returns (string memory) {
+        string memory numStr = vm.toString(num);
+        bytes memory numBytes = bytes(numStr);
+
+        if (numBytes.length >= digits) return numStr;
+
+        bytes memory result = new bytes(digits);
+        uint256 padding = digits - numBytes.length;
+
+        for (uint256 i = 0; i < padding; i++) {
+            result[i] = "0";
+        }
+        for (uint256 i = 0; i < numBytes.length; i++) {
+            result[padding + i] = numBytes[i];
+        }
+
+        return string(result);
+    }
+}
diff --git a/onchain/analysis/helpers/ScenarioRecorder.sol b/onchain/analysis/helpers/ScenarioRecorder.sol
deleted file mode 100644
index 724b598..0000000
--- a/onchain/analysis/helpers/ScenarioRecorder.sol
+++ /dev/null
@@ -1,241 +0,0 @@
-// SPDX-License-Identifier: MIT
-pragma solidity ^0.8.19;
-
-import "forge-std/Test.sol";
-
-/**
- * @title ScenarioRecorder
- * @notice Records trading scenarios for exact replay and debugging
- * @dev Captures all actions, state changes, and parameters for deterministic reproduction
- */
-contract ScenarioRecorder is Test {
-    
-    struct ScenarioMetadata {
-        uint256 seed;
-        string optimizer;
-        uint256 initialEth;
-        uint256 traderInitialEth;
-        uint256 startTimestamp;
-        uint256 startBlock;
-        bool token0isWeth;
-        uint24 poolFee;
-    }
-    
-    struct Action {
-        uint256 step;
-        string actionType; // SETUP, BUY, SELL, RECENTER, STAKE, UNSTAKE
-        uint256 timestamp;
-        uint256 blockNumber;
-        address actor;
-        bytes data; // Encoded action-specific data
-    }
-    
-    struct StateSnapshot {
-        uint256 traderWeth;
-        uint256 traderKraiken;
-        int24 currentTick;
-        uint256 poolPrice;
-        uint256 vwap;
-        uint256 outstandingSupply;
-    }
-    
-    struct OptimizerSnapshot {
-        uint256 capitalInefficiency;
-        uint256 anchorShare;
-        uint256 anchorWidth;
-        uint256 discoveryDepth;
-    }
-    
-    // Storage
-    ScenarioMetadata public metadata;
-    Action[] public actions;
-    mapping(uint256 => StateSnapshot) public preStates;
-    mapping(uint256 => StateSnapshot) public postStates;
-    mapping(uint256 => OptimizerSnapshot) public optimizerStates;
-    
-    uint256 public currentStep;
-    
-    // Events for easier parsing
-    event ActionRecorded(uint256 indexed step, string actionType, address actor);
-    
-    function initializeScenario(
-        uint256 _seed,
-        string memory _optimizer,
-        uint256 _initialEth,
-        uint256 _traderInitialEth,
-        bool _token0isWeth,
-        uint24 _poolFee
-    ) external {
-        metadata = ScenarioMetadata({
-            seed: _seed,
-            optimizer: _optimizer,
-            initialEth: _initialEth,
-            traderInitialEth: _traderInitialEth,
-            startTimestamp: block.timestamp,
-            startBlock: block.number,
-            token0isWeth: _token0isWeth,
-            poolFee: _poolFee
-        });
-        currentStep = 0;
-    }
-    
-    function recordBuy(
-        address trader,
-        uint256 wethAmount,
-        uint256 minKraikenOut,
-        uint160 sqrtPriceLimitX96
-    ) external {
-        bytes memory data = abi.encode(wethAmount, minKraikenOut, sqrtPriceLimitX96);
-        _recordAction("BUY", trader, data);
-    }
-    
-    function recordSell(
-        address trader,
-        uint256 kraikenAmount,
-        uint256 minWethOut,
-        uint160 sqrtPriceLimitX96
-    ) external {
-        bytes memory data = abi.encode(kraikenAmount, minWethOut, sqrtPriceLimitX96);
-        _recordAction("SELL", trader, data);
-    }
-    
-    function recordRecenter(
-        address caller,
-        uint256 gasPrice
-    ) external {
-        bytes memory data = abi.encode(gasPrice);
-        _recordAction("RECENTER", caller, data);
-    }
-    
-    function recordPreState(
-        uint256 traderWeth,
-        uint256 traderKraiken,
-        int24 currentTick,
-        uint256 poolPrice,
-        uint256 vwap,
-        uint256 outstandingSupply
-    ) external {
-        preStates[currentStep] = StateSnapshot({
-            traderWeth: traderWeth,
-            traderKraiken: traderKraiken,
-            currentTick: currentTick,
-            poolPrice: poolPrice,
-            vwap: vwap,
-            outstandingSupply: outstandingSupply
-        });
-    }
-    
-    function recordPostState(
-        uint256 traderWeth,
-        uint256 traderKraiken,
-        int24 currentTick,
-        uint256 poolPrice,
-        uint256 vwap,
-        uint256 outstandingSupply
-    ) external {
-        postStates[currentStep] = StateSnapshot({
-            traderWeth: traderWeth,
-            traderKraiken: traderKraiken,
-            currentTick: currentTick,
-            poolPrice: poolPrice,
-            vwap: vwap,
-            outstandingSupply: outstandingSupply
-        });
-    }
-    
-    function recordOptimizerParams(
-        uint256 capitalInefficiency,
-        uint256 anchorShare,
-        uint256 anchorWidth,
-        uint256 discoveryDepth
-    ) external {
-        optimizerStates[currentStep] = OptimizerSnapshot({
-            capitalInefficiency: capitalInefficiency,
-            anchorShare: anchorShare,
-            anchorWidth: anchorWidth,
-            discoveryDepth: discoveryDepth
-        });
-    }
-    
-    function _recordAction(
-        string memory actionType,
-        address actor,
-        bytes memory data
-    ) private {
-        actions.push(Action({
-            step: currentStep,
-            actionType: actionType,
-            timestamp: block.timestamp,
-            blockNumber: block.number,
-            actor: actor,
-            data: data
-        }));
-        
-        emit ActionRecorded(currentStep, actionType, actor);
-        currentStep++;
-    }
-    
-    /**
-     * @notice Export scenario to JSON format
-     * @dev This function generates JSON that can be written to file
-     */
-    function exportToJson() external view returns (string memory) {
-        string memory json = "{";
-        
-        // Metadata
-        json = string.concat(json, '"scenario":{');
-        json = string.concat(json, '"seed":', vm.toString(metadata.seed), ',');
-        json = string.concat(json, '"optimizer":"', metadata.optimizer, '",');
-        json = string.concat(json, '"initialEth":"', vm.toString(metadata.initialEth), '",');
-        json = string.concat(json, '"traderInitialEth":"', vm.toString(metadata.traderInitialEth), '",');
-        json = string.concat(json, '"startTimestamp":', vm.toString(metadata.startTimestamp), ',');
-        json = string.concat(json, '"startBlock":', vm.toString(metadata.startBlock), ',');
-        json = string.concat(json, '"token0isWeth":', metadata.token0isWeth ? "true" : "false", ',');
-        json = string.concat(json, '"poolFee":', vm.toString(metadata.poolFee));
-        json = string.concat(json, '},');
-        
-        // Actions
-        json = string.concat(json, '"actions":[');
-        for (uint256 i = 0; i < actions.length; i++) {
-            if (i > 0) json = string.concat(json, ',');
-            json = string.concat(json, _actionToJson(i));
-        }
-        json = string.concat(json, ']}');
-        
-        return json;
-    }
-    
-    function _actionToJson(uint256 index) private view returns (string memory) {
-        Action memory action = actions[index];
-        string memory json = "{";
-        
-        json = string.concat(json, '"step":', vm.toString(action.step), ',');
-        json = string.concat(json, '"type":"', action.actionType, '",');
-        json = string.concat(json, '"timestamp":', vm.toString(action.timestamp), ',');
-        json = string.concat(json, '"block":', vm.toString(action.blockNumber), ',');
-        json = string.concat(json, '"actor":"', vm.toString(action.actor), '"');
-        
-        // Add pre/post states if they exist
-        if (preStates[index].poolPrice > 0) {
-            json = string.concat(json, ',"preState":', _stateToJson(preStates[index]));
-        }
-        if (postStates[index].poolPrice > 0) {
-            json = string.concat(json, ',"postState":', _stateToJson(postStates[index]));
-        }
-        
-        json = string.concat(json, '}');
-        return json;
-    }
-    
-    function _stateToJson(StateSnapshot memory state) private view returns (string memory) {
-        string memory json = "{";
-        json = string.concat(json, '"traderWeth":"', vm.toString(state.traderWeth), '",');
-        json = string.concat(json, '"traderKraiken":"', vm.toString(state.traderKraiken), '",');
-        json = string.concat(json, '"currentTick":', vm.toString(state.currentTick), ',');
-        json = string.concat(json, '"poolPrice":"', vm.toString(state.poolPrice), '",');
-        json = string.concat(json, '"vwap":"', vm.toString(state.vwap), '",');
-        json = string.concat(json, '"outstandingSupply":"', vm.toString(state.outstandingSupply), '"');
-        json = string.concat(json, '}');
-        return json;
-    }
-}
\ No newline at end of file
diff --git a/onchain/analysis/run-2d-frontier.sh b/onchain/analysis/run-2d-frontier.sh
new file mode 100755
index 0000000..9a1ea0c
--- /dev/null
+++ b/onchain/analysis/run-2d-frontier.sh
@@ -0,0 +1,131 @@
+#!/bin/bash
+set -uo pipefail
+
+# Map the full (AS, AW) safe frontier
+# Find which combos are safe AND measure fee revenue
+# CI=0 always, DD=0.5e18, buybias=10, 3 runs per combo
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+cd "$SCRIPT_DIR/.."
+
+LOG="analysis/2D_FRONTIER_LOG.md"
+CSV="analysis/2d-frontier-results.csv"
+
+echo "# 2D Safe Frontier: AS × AW — $(date -u '+%Y-%m-%d %H:%M UTC')" > "$LOG"
+echo "as_pct,aw,profitable,total,avg_pnl,avg_weth_fees,avg_krk_fees" > "$CSV"
+
+run_combo() {
+    local as_pct=$1 aw=$2 runs=${3:-3} buybias=${4:-10}
+    local AS_VALUE=$(python3 -c "print(int($as_pct * 1e18 / 100))")
+    
+    printf "AS=%3d%% AW=%3d: " $as_pct $aw
+    
+    local profitable=0
+    local pnl_sum=0 fw_sum=0 fk_sum=0 count=0
+    
+    for i in $(seq 1 $runs); do
+        local seed=$RANDOM$RANDOM$RANDOM
+        local output
+        output=$(CI_VALUE=0 AS_VALUE=$AS_VALUE AW_VALUE=$aw DD_VALUE=500000000000000000 \
+            BATCH_SEED=$seed OPTIMIZER_CLASS=ConfigurableOptimizer \
+            UNCAPPED_SWAPS=true FUZZING_RUNS=1 BUY_BIAS=$buybias \
+            TRADES_PER_RUN=2000 BG_LP_ETH_PER_LAYER=0 \
+            forge script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+                --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1)
+        
+        local csv_prefix=$(echo "$output" | grep "prefix:" | sed 's/.*prefix: //')
+        local csv_file="analysis/fuzz-${csv_prefix}-000.csv"
+        
+        if [ -f "$csv_file" ]; then
+            local result=$(python3 -c "
+import csv
+rows = list(csv.reader(open('$csv_file')))
+header = rows[0]
+cols = {h: i for i, h in enumerate(header)}
+first, last = rows[1], rows[-1]
+init = float(first[cols.get('trader_weth', 12)])
+final = float(last[cols.get('trader_weth', 12)])
+pnl = (final - init) / 1e18
+fw = float(last[cols.get('fee_dest_weth', -2)]) / 1e18 if 'fee_dest_weth' in cols else 0
+fk = float(last[cols.get('fee_dest_krk', -1)]) / 1e18 if 'fee_dest_krk' in cols else 0
+print(f'{1 if pnl > 0 else 0} {pnl:.1f} {fw:.1f} {fk:.0f}')
+" 2>/dev/null || echo "0 0 0 0")
+            
+            local is_profit=$(echo $result | cut -d' ' -f1)
+            local pnl=$(echo $result | cut -d' ' -f2)
+            local fw=$(echo $result | cut -d' ' -f3)
+            local fk=$(echo $result | cut -d' ' -f4)
+            
+            profitable=$((profitable + is_profit))
+            pnl_sum=$(python3 -c "print($pnl_sum + $pnl)")
+            fw_sum=$(python3 -c "print($fw_sum + $fw)")
+            fk_sum=$(python3 -c "print($fk_sum + $fk)")
+            count=$((count + 1))
+            rm -f "$csv_file"
+        fi
+    done
+    
+    if [ "$count" -gt 0 ]; then
+        local avgs=$(python3 -c "print(f'{$pnl_sum/$count:.1f} {$fw_sum/$count:.1f} {$fk_sum/$count:.0f}')")
+        local avg_pnl=$(echo $avgs | cut -d' ' -f1)
+        local avg_fw=$(echo $avgs | cut -d' ' -f2)
+        local avg_fk=$(echo $avgs | cut -d' ' -f3)
+        
+        local emoji="✅"; [ "$profitable" -gt 0 ] && emoji="❌"
+        echo "$emoji $profitable/$count | PnL=${avg_pnl} | fees: ${avg_fw} WETH + ${avg_fk} KRK"
+        echo "$as_pct,$aw,$profitable,$count,$avg_pnl,$avg_fw,$avg_fk" >> "$CSV"
+        echo "| ${as_pct}% | ${aw} | ${profitable}/${count} ${emoji} | ${avg_pnl} | ${avg_fw} | ${avg_fk} |" >> "$LOG"
+    fi
+    
+    # Disk check
+    local disk_pct=$(df / --output=pcent | tail -1 | tr -d ' %')
+    [ "$disk_pct" -gt 85 ] && { echo "DISK FULL"; exit 1; }
+}
+
+echo "" >> "$LOG"
+echo "| AS | AW | Safe? | Avg PnL | WETH Fees | KRK Fees |" >> "$LOG"
+echo "|----|----|-------|---------|-----------|----------|" >> "$LOG"
+
+# Known safe corners: (AS≤30, AW=100) and (AS=100, AW=20)
+# Strategy: sweep the frontier between them to find the safe boundary
+
+echo "=== Phase 1: Refine AW=100 boundary ==="
+run_combo 35 100 3
+
+echo "=== Phase 2: AW=90 sweep ==="
+for as in 20 30 40 50; do
+    run_combo $as 90 3
+done
+
+echo "=== Phase 3: AW=80 sweep ==="
+for as in 20 30 40 50; do
+    run_combo $as 80 3
+done
+
+echo "=== Phase 4: AW=60 sweep ==="
+for as in 20 30 40 50; do
+    run_combo $as 60 3
+done
+
+echo "=== Phase 5: AW=40 sweep ==="
+for as in 30 40 50 60 70 80; do
+    run_combo $as 40 3
+done
+
+echo "=== Phase 6: AW=30 sweep ==="
+for as in 50 60 70 80 90; do
+    run_combo $as 30 3
+done
+
+echo "=== Phase 7: AW=20 fill ==="
+for as in 50 60 70 80 90; do
+    run_combo $as 20 3
+done
+
+echo "" >> "$LOG"
+echo "### Complete: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+
+echo ""
+echo "=== FRONTIER MAPPED ==="
+echo "Results: analysis/2D_FRONTIER_LOG.md"
+echo "CSV: analysis/2d-frontier-results.csv"
diff --git a/onchain/analysis/run-adversarial.sh b/onchain/analysis/run-adversarial.sh
new file mode 100755
index 0000000..8ffd844
--- /dev/null
+++ b/onchain/analysis/run-adversarial.sh
@@ -0,0 +1,147 @@
+#!/bin/bash
+set -uo pipefail
+
+# Adversarial fuzzing: try to break the safe config (CI=0 AS=10% AW=20)
+# All batches use the safe config, varying only attack patterns
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+cd "$SCRIPT_DIR/.."
+source analysis/run-deep-search.sh 2>/dev/null || true
+
+# Source the run_batch function from run-deep-search.sh
+# Actually, just inline the batch runner
+
+LOG="analysis/FUZZING_LOG.md"
+
+echo "" >> "$LOG"
+echo "## Adversarial Attack Campaign — $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+echo "Target: CI=0 AS=10% AW=20 DD=50% (safe config)" >> "$LOG"
+echo "" >> "$LOG"
+
+# Safe config params
+CI=0
+AS=100000000000000000
+AW=20
+DD=500000000000000000
+
+check_resources() {
+    local disk_pct=$(df / --output=pcent | tail -1 | tr -d ' %')
+    if [ "$disk_pct" -gt 85 ]; then
+        echo "DISK FULL ($disk_pct%) — stopping"
+        exit 1
+    fi
+    echo "Disk: ${disk_pct}%"
+}
+
+run_single() {
+    local buybias=$1 trades=$2
+    local seed=$RANDOM$RANDOM$RANDOM
+    
+    CI_VALUE=$CI \
+    AS_VALUE=$AS \
+    AW_VALUE=$AW \
+    DD_VALUE=$DD \
+    BATCH_SEED=$seed \
+    OPTIMIZER_CLASS=ConfigurableOptimizer \
+    UNCAPPED_SWAPS=true \
+    FUZZING_RUNS=1 \
+    BUY_BIAS=$buybias \
+    TRADES_PER_RUN=$trades \
+    forge script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+        --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1 | tail -5
+}
+
+run_attack_batch() {
+    local batch_num=$1 buybias=$2 trades=$3 runs=$4 note=$5
+    
+    echo "=== ATTACK $batch_num: $note ($runs runs × $trades trades) ==="
+    echo "### Attack $batch_num: $note" >> "$LOG"
+    echo "Params: buybias=$buybias trades=$trades runs=$runs" >> "$LOG"
+    
+    local profitable=0
+    local total=0
+    
+    for i in $(seq 1 $runs); do
+        printf "  Run $i/$runs...   \n"
+        
+        local output=$(run_single $buybias $trades)
+        
+        # Find generated CSV
+        local csv_prefix=$(echo "$output" | grep "prefix:" | sed 's/.*prefix: //')
+        local csv_file="analysis/fuzz-${csv_prefix}-000.csv"
+        
+        if [ -f "$csv_file" ]; then
+            # Check if profitable (use python3 to avoid bash integer overflow on >9.2e18)
+            local init_eth=$(head -2 "$csv_file" | tail -1 | cut -d',' -f13)
+            local final_eth=$(tail -1 "$csv_file" | cut -d',' -f13)
+            
+            if [ -n "$init_eth" ] && [ -n "$final_eth" ]; then
+                local pnl_result=$(python3 -c "
+init=$init_eth; final=$final_eth
+pnl = (final - init) / 1e18
+print(f'{'PROFIT' if pnl > 0 else 'SAFE'} {pnl:.1f}')
+" 2>/dev/null || echo "SAFE 0.0")
+                local pnl_status=$(echo "$pnl_result" | cut -d' ' -f1)
+                local pnl_eth=$(echo "$pnl_result" | cut -d' ' -f2)
+                
+                if [ "$pnl_status" = "PROFIT" ]; then
+                    profitable=$((profitable + 1))
+                    cp "$csv_file" "analysis/fuzz-a${batch_num}-$(printf '%03d' $i).csv"
+                    echo "PROFITABLE (+${pnl_eth} ETH)"
+                else
+                    echo "safe (${pnl_eth} ETH)"
+                    rm -f "$csv_file"
+                fi
+            fi
+        fi
+        
+        total=$((total + 1))
+        
+        # Check disk every 10 runs
+        if [ $((i % 10)) -eq 0 ]; then
+            check_resources
+        fi
+    done
+    
+    if [ "$profitable" -gt 0 ]; then
+        echo "*** ATTACK $batch_num: $profitable/$total PROFITABLE ***"
+        echo "Result: **$profitable/$total PROFITABLE** ❌" >> "$LOG"
+    else
+        echo "Attack $batch_num: 0/$total profitable"
+        echo "Result: 0/$total profitable ✅" >> "$LOG"
+    fi
+    echo "" >> "$LOG"
+    check_resources
+}
+
+echo ""
+echo "=== ADVERSARIAL FUZZING: SAFE CONFIG ==="
+echo "Target: CI=0 AS=10% AW=20 DD=50%"
+echo ""
+
+# Attack 1: Extreme sell-heavy (90% sells)
+run_attack_batch 1 10 2000 30 "extreme sell-heavy buybias=10"
+
+# Attack 2: Moderate sell-heavy with longer sequences
+run_attack_batch 2 30 3000 20 "sell-bias=30 trades=3000 with staking"
+
+# Attack 3: Very long sequences (5000 trades)
+run_attack_batch 3 50 5000 15 "balanced 5000 trades"
+
+# Attack 4: Sell bias=20 (80% sells)
+run_attack_batch 4 20 2000 30 "sell-bias=20"
+
+# Attack 5: Buy-then-dump pattern (70% buy = accumulate, then sells happen)
+run_attack_batch 5 70 4000 15 "buy-heavy 4000 trades (accumulate then dump)"
+
+# Attack 6: Extreme sell with maximum trades
+run_attack_batch 6 15 4000 10 "sell-bias=15 trades=4000"
+
+# Attack 7: Near-balanced with slight sell pressure
+run_attack_batch 7 45 3000 20 "near-balanced buybias=45 trades=3000"
+
+echo ""
+echo "=== ALL ATTACKS COMPLETE ==="
+echo "Check analysis/fuzz-a*.csv for any profitable runs"
+echo "" >> "$LOG"
+echo "### Campaign Complete: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
diff --git a/onchain/analysis/run-as-sweep.sh b/onchain/analysis/run-as-sweep.sh
new file mode 100755
index 0000000..8b313e0
--- /dev/null
+++ b/onchain/analysis/run-as-sweep.sh
@@ -0,0 +1,146 @@
+#!/bin/bash
+set -uo pipefail
+
+# Sweep anchorShare at AW=100 (fixed safe clamp)
+# Measure both safety AND fee revenue at each level
+#
+# Usage:
+#   ./analysis/run-as-sweep.sh                    # Default: AS 10-100%, 5 runs, buybias=10
+#   ./analysis/run-as-sweep.sh 40 100 10 5 10     # AS 40-100% step 10, 5 runs, buybias=10
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+cd "$SCRIPT_DIR/.."
+
+FORGE="${HOME}/.foundry/bin/forge"
+
+AS_START=${1:-10}
+AS_END=${2:-100}
+AS_STEP=${3:-10}
+RUNS=${4:-5}
+BUYBIAS=${5:-10}
+
+LOG="analysis/AS_SWEEP_LOG.md"
+echo "# AnchorShare Sweep at AW=100 — $(date -u '+%Y-%m-%d %H:%M UTC')" > "$LOG"
+echo "" >> "$LOG"
+echo "CI=0, AW=100, DD=0.3e18. Only AS varies." >> "$LOG"
+echo "AS range: ${AS_START}% to ${AS_END}% step ${AS_STEP}%, buybias=$BUYBIAS, runs=$RUNS" >> "$LOG"
+echo "" >> "$LOG"
+
+run_as_test() {
+    local as_pct=$1
+    local runs=$2
+    local buybias=$3
+
+    # Convert AS percentage to 1e18 scale
+    local AS_VALUE=$(python3 -c "print(int($as_pct * 1e18 / 100))")
+
+    echo "=== AS=${as_pct}% AW=100 buybias=$buybias ==="
+    echo "### AS=${as_pct}% (buybias=$buybias)" >> "$LOG"
+
+    local profitable=0
+    local total=0
+    local pnl_list=""
+    local fee_weth_list=""
+    local fee_krk_list=""
+
+    for i in $(seq 1 $runs); do
+        printf "  Run $i/$runs... "
+        local seed=$RANDOM$RANDOM$RANDOM
+        local output
+        output=$(CI_VALUE=0 AS_VALUE=$AS_VALUE AW_VALUE=100 DD_VALUE=300000000000000000 \
+            BATCH_SEED=$seed OPTIMIZER_CLASS=ConfigurableOptimizer \
+            UNCAPPED_SWAPS=true FUZZING_RUNS=1 BUY_BIAS=$buybias \
+            TRADES_PER_RUN=2000 BG_LP_ETH_PER_LAYER=0 \
+            "$FORGE" script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+                --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1)
+
+        local csv_prefix=$(echo "$output" | grep "prefix:" | sed 's/.*prefix: //')
+        local csv_file="analysis/fuzz-${csv_prefix}-000.csv"
+
+        if [ -f "$csv_file" ]; then
+            # Extract PnL + fee data from CSV
+            local result
+            result=$(python3 -c "
+import csv
+rows = list(csv.reader(open('$csv_file')))
+header = rows[0]
+first = rows[1]
+last = rows[-1]
+cols = {h: i for i, h in enumerate(header)}
+
+# eth_balance = trader WETH (column index 12)
+eth_col = cols.get('eth_balance', 12)
+init_eth = float(first[eth_col])
+final_eth = float(last[eth_col])
+pnl = (final_eth - init_eth) / 1e18
+
+fee_weth = float(last[cols['fee_dest_weth']]) / 1e18 if 'fee_dest_weth' in cols else 0
+fee_krk = float(last[cols['fee_dest_krk']]) / 1e18 if 'fee_dest_krk' in cols else 0
+
+status = 'PROFIT' if pnl > 0 else 'SAFE'
+print(f'{status} {pnl:.1f} {fee_weth:.1f} {fee_krk:.0f}')
+" 2>/dev/null || echo "ERR 0 0 0")
+
+            local status=$(echo "$result" | cut -d' ' -f1)
+            local pnl=$(echo "$result" | cut -d' ' -f2)
+            local fee_w=$(echo "$result" | cut -d' ' -f3)
+            local fee_k=$(echo "$result" | cut -d' ' -f4)
+
+            if [ "$status" = "ERR" ]; then
+                echo "⚠️ parse error"
+            elif [ "$status" = "PROFIT" ]; then
+                profitable=$((profitable + 1))
+                echo "❌ +${pnl} ETH | fees: ${fee_w} WETH, ${fee_k} KRK"
+            else
+                echo "✅ ${pnl} ETH | fees: ${fee_w} WETH, ${fee_k} KRK"
+            fi
+
+            pnl_list="$pnl_list $pnl"
+            fee_weth_list="$fee_weth_list $fee_w"
+            fee_krk_list="$fee_krk_list $fee_k"
+            rm -f "$csv_file"
+        else
+            echo "⚠️ no CSV"
+        fi
+        total=$((total + 1))
+    done
+
+    # Compute averages
+    local avg
+    avg=$(python3 -c "
+vals = [float(x) for x in '$pnl_list'.split() if x and x != '0']
+fw = [float(x) for x in '$fee_weth_list'.split() if x and x != '0']
+fk = [float(x) for x in '$fee_krk_list'.split() if x and x != '0']
+if vals:
+    print(f'{sum(vals)/len(vals):.1f} {sum(fw)/len(fw) if fw else 0:.1f} {sum(fk)/len(fk) if fk else 0:.0f}')
+else:
+    print('N/A N/A N/A')
+" 2>/dev/null || echo "N/A N/A N/A")
+    local avg_pnl=$(echo $avg | cut -d' ' -f1)
+    local avg_fw=$(echo $avg | cut -d' ' -f2)
+    local avg_fk=$(echo $avg | cut -d' ' -f3)
+
+    local emoji="✅"; [ "$profitable" -gt 0 ] && emoji="❌"
+    echo "$emoji AS=${as_pct}%: $profitable/$total profitable, avg PnL=${avg_pnl} ETH, fees: ${avg_fw} WETH + ${avg_fk} KRK"
+    echo "| AS=${as_pct}% | **$profitable/$total** $emoji | avg PnL: ${avg_pnl} ETH | fees: ${avg_fw} WETH + ${avg_fk} KRK |" >> "$LOG"
+    echo "" >> "$LOG"
+
+    # Disk check
+    local disk_pct=$(df / --output=pcent | tail -1 | tr -d ' %')
+    [ "$disk_pct" -gt 85 ] && { echo "DISK FULL"; exit 1; }
+}
+
+echo "## Sell-Heavy Attack (buybias=$BUYBIAS)" >> "$LOG"
+echo "" >> "$LOG"
+echo "| Config | Safety | Avg PnL | Fees |" >> "$LOG"
+echo "|--------|--------|---------|------|" >> "$LOG"
+
+for as_val in $(seq $AS_START $AS_STEP $AS_END); do
+    run_as_test $as_val $RUNS $BUYBIAS
+done
+
+echo "" >> "$LOG"
+echo "### Complete: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+echo ""
+echo "=== SWEEP COMPLETE ==="
+echo "Results: analysis/AS_SWEEP_LOG.md"
diff --git a/onchain/analysis/run-bglp-fee-test.sh b/onchain/analysis/run-bglp-fee-test.sh
new file mode 100755
index 0000000..52113ff
--- /dev/null
+++ b/onchain/analysis/run-bglp-fee-test.sh
@@ -0,0 +1,109 @@
+#!/bin/bash
+set -uo pipefail
+
+# Test safe configs WITH background LP competition to see realistic fee capture
+# Johann's question: does competing LP eat all fees at wide AW?
+
+cd "$(dirname "$0")/.."
+FORGE=~/.foundry/bin/forge
+
+echo "=== Fee Revenue with Background LP Competition ==="
+echo "BG LP: 40 ETH/layer × 5 layers = 200 ETH competing liquidity"
+echo "Attack pattern: buybias=10 (90% sells), 2000 trades"
+echo ""
+
+printf "%-8s %-6s %-8s %-6s %-12s %-12s %-10s\n" "AS%" "AW" "ticks" "safe" "WETH_fees" "KRK_fees" "avg_PnL"
+
+run_config() {
+    local as_pct=$1 aw=$2 runs=${3:-5}
+    local as_val=$(python3 -c "print(int($as_pct * 1e16))")
+    
+    local total=0 profitable=0 sum_pnl=0 sum_weth=0 sum_krk=0
+    
+    for i in $(seq 1 $runs); do
+        local seed=$RANDOM$RANDOM$RANDOM
+        local output=$(CI_VALUE=0 \
+            AS_VALUE=$as_val \
+            AW_VALUE=$aw \
+            DD_VALUE=500000000000000000 \
+            BATCH_SEED=$seed \
+            OPTIMIZER_CLASS=ConfigurableOptimizer \
+            UNCAPPED_SWAPS=true \
+            FUZZING_RUNS=1 \
+            BUY_BIAS=10 \
+            TRADES_PER_RUN=2000 \
+            BG_LP_ETH_PER_LAYER=40000000000000000000 \
+            $FORGE script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+                --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1)
+        
+        local csv_prefix=$(echo "$output" | grep "prefix:" | sed 's/.*prefix: //')
+        local csv_file="analysis/fuzz-${csv_prefix}-000.csv"
+        
+        if [ -f "$csv_file" ]; then
+            local init_eth=$(head -2 "$csv_file" | tail -1 | cut -d',' -f13)
+            local final_eth=$(tail -1 "$csv_file" | cut -d',' -f13)
+            local weth_fees=$(tail -1 "$csv_file" | cut -d',' -f19)
+            local krk_fees=$(tail -1 "$csv_file" | cut -d',' -f20)
+            
+            if [ -n "$init_eth" ] && [ -n "$final_eth" ]; then
+                local result=$(python3 -c "
+init=$init_eth; final=$final_eth
+weth=${weth_fees:-0}; krk=${krk_fees:-0}
+pnl = (final - init) / 1e18
+weth_e = weth / 1e18
+krk_i = int(krk / 1e18)
+prof = 1 if pnl > 0 else 0
+print(f'{prof} {pnl:.1f} {weth_e:.1f} {krk_i}')
+" 2>/dev/null || echo "0 0.0 0.0 0")
+                
+                local is_prof=$(echo "$result" | cut -d' ' -f1)
+                local pnl=$(echo "$result" | cut -d' ' -f2)
+                local weth=$(echo "$result" | cut -d' ' -f3)
+                local krk=$(echo "$result" | cut -d' ' -f4)
+                
+                profitable=$((profitable + is_prof))
+                sum_pnl=$(python3 -c "print(round($sum_pnl + $pnl, 1))")
+                sum_weth=$(python3 -c "print(round($sum_weth + $weth, 1))")
+                sum_krk=$((sum_krk + krk))
+            fi
+            rm -f "$csv_file"
+        fi
+        total=$((total + 1))
+    done
+    
+    local avg_pnl=$(python3 -c "print(round($sum_pnl / $total, 1))")
+    local avg_weth=$(python3 -c "print(round($sum_weth / $total, 1))")
+    local avg_krk=$((sum_krk / total))
+    
+    local safe_str="✅ 0/$total"
+    if [ "$profitable" -gt 0 ]; then
+        safe_str="❌ $profitable/$total"
+    fi
+    
+    # Calculate tick spacing for display
+    local ticks=$(python3 -c "print(200 + 34 * 20 * $aw // 100)")
+    
+    printf "%-8s %-6s %-8s %-6s %-12s %-12s %-10s\n" \
+        "${as_pct}%" "$aw" "${ticks}t" "$safe_str" "${avg_weth}W" "${avg_krk}K" "${avg_pnl}"
+}
+
+# Safe configs from 2D frontier (AW ≤ 100)
+echo "--- Frontier safe configs (no BG LP previously) ---"
+run_config 30 100 5
+run_config 35 100 5
+run_config 10 100 5
+
+# New extended configs (AW > 100) that were safe
+echo ""
+echo "--- Extended AW configs (safe from recent sweep) ---"
+run_config 50 150 5
+run_config 50 200 5
+run_config 70 200 5
+
+# Comparison: bull config
+echo ""
+echo "--- Bull config for reference ---"
+run_config 100 20 5
+
+echo ""
+echo "=== Done ==="
diff --git a/onchain/analysis/run-bullbear-sweep.sh b/onchain/analysis/run-bullbear-sweep.sh
new file mode 100755
index 0000000..e02006a
--- /dev/null
+++ b/onchain/analysis/run-bullbear-sweep.sh
@@ -0,0 +1,126 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+# Bull->Bear Parameter Sweep
+# Usage: ./analysis/run-bullbear-sweep.sh [--help] [mode]
+
+show_help() {
+    cat <<'EOF'
+Usage: ./analysis/run-bullbear-sweep.sh [--help] [mode]
+
+Run a deterministic bull->bear parameter sweep using BullBearSweep.s.sol.
+Each parameter combo runs: 10 buys (bull) -> sell all (bear) -> measure trader PnL.
+
+Modes:
+  quick     27 combos  (~2 min)   — 3 CI x 3 AS x 3 AW x 1 DD
+  standard  225 combos (~15 min)  — 5 CI x 5 AS x 3 AW x 3 DD  (default)
+  fine      375 combos (~25 min)  — 5 CI x 5 AS x 5 AW x 3 DD
+  full      1050 combos (~70 min) — 10 CI x 7 AS x 5 AW x 3 DD (comprehensive 4D)
+  focused   42 combos  (~3 min)   — 1 CI x 7 AS x 6 AW x 1 DD (best region)
+
+Output: analysis/sweep-BULLBEAR-summary.csv
+
+Environment variable overrides (applied after mode defaults):
+  BULL_BUYS, BUY_SIZE_ETH, LM_FUNDING_ETH, SWEEP_TAG,
+  CI_VALUES, AS_VALUES, AW_VALUES, DD_VALUES
+
+Examples:
+  ./analysis/run-bullbear-sweep.sh quick
+  ./analysis/run-bullbear-sweep.sh standard
+  BULL_BUYS=20 ./analysis/run-bullbear-sweep.sh standard
+EOF
+    exit 0
+}
+
+if [[ "${1:-}" == "--help" ]] || [[ "${1:-}" == "-h" ]]; then
+    show_help
+fi
+
+cd "$(dirname "$0")/.."
+
+MODE="${1:-standard}"
+
+case "$MODE" in
+  quick)
+    echo "=== QUICK MODE: 27 combos ==="
+    export CI_VALUES="${CI_VALUES:-0,500000000000000000,1000000000000000000}"
+    export AS_VALUES="${AS_VALUES:-100000000000000000,500000000000000000,1000000000000000000}"
+    export AW_VALUES="${AW_VALUES:-20,50,80}"
+    export DD_VALUES="${DD_VALUES:-500000000000000000}"
+    export BULL_BUYS="${BULL_BUYS:-10}"
+    export BUY_SIZE_ETH="${BUY_SIZE_ETH:-15}"
+    ;;
+  standard)
+    echo "=== STANDARD MODE: 225 combos ==="
+    export CI_VALUES="${CI_VALUES:-0,300000000000000000,500000000000000000,800000000000000000,1000000000000000000}"
+    export AS_VALUES="${AS_VALUES:-100000000000000000,300000000000000000,500000000000000000,700000000000000000,1000000000000000000}"
+    export AW_VALUES="${AW_VALUES:-20,50,80}"
+    export DD_VALUES="${DD_VALUES:-200000000000000000,500000000000000000,1000000000000000000}"
+    export BULL_BUYS="${BULL_BUYS:-10}"
+    export BUY_SIZE_ETH="${BUY_SIZE_ETH:-15}"
+    ;;
+  fine)
+    echo "=== FINE MODE: 375 combos ==="
+    export CI_VALUES="${CI_VALUES:-0,200000000000000000,400000000000000000,600000000000000000,800000000000000000}"
+    export AS_VALUES="${AS_VALUES:-100000000000000000,200000000000000000,300000000000000000,500000000000000000,1000000000000000000}"
+    export AW_VALUES="${AW_VALUES:-20,40,60,80,100}"
+    export DD_VALUES="${DD_VALUES:-200000000000000000,500000000000000000,1000000000000000000}"
+    export BULL_BUYS="${BULL_BUYS:-10}"
+    export BUY_SIZE_ETH="${BUY_SIZE_ETH:-15}"
+    ;;
+  full)
+    echo "=== FULL MODE: 1050 combos (comprehensive 4D sweep) ==="
+    # 10 CI values (0-100% in ~10% steps) x 7 AS x 5 AW x 3 DD
+    # Fine CI resolution to precisely map safe/unsafe boundary
+    export CI_VALUES="${CI_VALUES:-0,100000000000000000,200000000000000000,300000000000000000,400000000000000000,500000000000000000,600000000000000000,700000000000000000,800000000000000000,1000000000000000000}"
+    export AS_VALUES="${AS_VALUES:-100000000000000000,200000000000000000,300000000000000000,400000000000000000,500000000000000000,700000000000000000,1000000000000000000}"
+    export AW_VALUES="${AW_VALUES:-20,40,60,80,100}"
+    export DD_VALUES="${DD_VALUES:-200000000000000000,500000000000000000,1000000000000000000}"
+    export BULL_BUYS="${BULL_BUYS:-10}"
+    export BUY_SIZE_ETH="${BUY_SIZE_ETH:-15}"
+    ;;
+  focused)
+    echo "=== FOCUSED MODE: 42 combos (best region) ==="
+    # Fine-grained sweep around the optimal AS=5-35%, AW=50-100 region
+    # CI fixed at 50% (confirmed zero effect with ratchet), DD fixed at 50%
+    export CI_VALUES="${CI_VALUES:-500000000000000000}"
+    export AS_VALUES="${AS_VALUES:-50000000000000000,100000000000000000,150000000000000000,200000000000000000,250000000000000000,300000000000000000,350000000000000000}"
+    export AW_VALUES="${AW_VALUES:-50,60,70,80,90,100}"
+    export DD_VALUES="${DD_VALUES:-500000000000000000}"
+    export BULL_BUYS="${BULL_BUYS:-10}"
+    export BUY_SIZE_ETH="${BUY_SIZE_ETH:-15}"
+    ;;
+  *)
+    echo "Unknown mode: $MODE"
+    echo "Use: quick, standard, fine, full, focused (or --help)"
+    exit 1
+    ;;
+esac
+
+export SWEEP_TAG="${SWEEP_TAG:-BULLBEAR}"
+export LM_FUNDING_ETH="${LM_FUNDING_ETH:-200}"
+
+echo "Running sweep..."
+forge script analysis/BullBearSweep.s.sol --skip-simulation --gas-limit 18446744073709551615 2>&1 | tee /tmp/bullbear-sweep.log
+
+echo ""
+echo "=== Results ==="
+RESULTS="analysis/sweep-${SWEEP_TAG}-summary.csv"
+if [ -f "$RESULTS" ]; then
+  TOTAL=$(tail -n +2 "$RESULTS" | wc -l)
+  UNSAFE=$(tail -n +2 "$RESULTS" | awk -F',' '{if ($5+0 > 0) print}' | wc -l || true)
+  echo "Total combos: $TOTAL"
+  echo "Unsafe (trader profit): $UNSAFE"
+  echo ""
+  echo "Top 10 safest (most trader loss = most LM gain):"
+  tail -n +2 "$RESULTS" | sort -t',' -k5 -n | head -10
+  echo ""
+  echo "Bottom 10 (least trader loss):"
+  tail -n +2 "$RESULTS" | sort -t',' -k5 -n -r | head -10
+  echo ""
+  echo "Lowest drawdown (most stable during bear):"
+  tail -n +2 "$RESULTS" | sort -t',' -k13 -n | head -10
+  echo ""
+  echo "Top 10 by fee revenue (WETH fees total, descending):"
+  tail -n +2 "$RESULTS" | sort -t',' -k18 -n -r | head -10
+fi
diff --git a/onchain/analysis/run-deep-search.sh b/onchain/analysis/run-deep-search.sh
new file mode 100755
index 0000000..f6edecc
--- /dev/null
+++ b/onchain/analysis/run-deep-search.sh
@@ -0,0 +1,185 @@
+#!/bin/bash
+set -uo pipefail
+# No set -e: forge may fail on individual runs, we want to continue
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+cd "$SCRIPT_DIR/.."
+
+LOG="analysis/FUZZING_LOG.md"
+MAX_DISK_PCT=85
+
+# Initialize log if not exists
+if [ ! -f "$LOG" ]; then
+    echo "# Deep Fuzzing Log" > "$LOG"
+    echo "" >> "$LOG"
+    echo "Started: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+    echo "" >> "$LOG"
+fi
+
+check_resources() {
+    local disk_pct=$(df / --output=pcent | tail -1 | tr -d ' %')
+    if [ "$disk_pct" -gt "$MAX_DISK_PCT" ]; then
+        echo "DISK FULL ($disk_pct%) — stopping" | tee -a "$LOG"
+        /tmp/supervisor-notify.sh "DISK FULL ($disk_pct%) — fuzzing stopped" 2>/dev/null || true
+        exit 1
+    fi
+    echo "Disk: ${disk_pct}%"
+}
+
+# Run ONE fuzzing run per forge invocation (avoids EVM MemoryOOG)
+run_single() {
+    local ci=$1 as=$2 aw=$3 dd=$4 buybias=$5 trades=$6
+    local seed=$RANDOM$RANDOM$RANDOM
+    
+    CI_VALUE=$ci \
+    AS_VALUE=$as \
+    AW_VALUE=$aw \
+    DD_VALUE=$dd \
+    BATCH_SEED=$seed \
+    OPTIMIZER_CLASS=ConfigurableOptimizer \
+    UNCAPPED_SWAPS=true \
+    FUZZING_RUNS=1 \
+    BUY_BIAS=$buybias \
+    TRADES_PER_RUN=$trades \
+    forge script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+        --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1 | tail -5
+}
+
+run_batch() {
+    local batch_num=$1 ci=$2 as=$3 aw=$4 dd=$5 buybias=$6 trades=$7 runs=$8 note=$9
+    
+    echo "" >> "$LOG"
+    echo "## Batch $batch_num: $note" >> "$LOG"
+    echo "- Started: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+    echo "- Params: CI=$ci AS=$as AW=$aw DD=$dd buybias=$buybias trades=$trades runs=$runs" >> "$LOG"
+    
+    echo "=== BATCH $batch_num: $note ($runs runs × $trades trades) ==="
+    
+    local profitable=0
+    local total=0
+    local findings=""
+    
+    for i in $(seq 1 $runs); do
+        echo -n "  Run $i/$runs... "
+        
+        run_single $ci $as $aw $dd $buybias $trades
+        
+        # Find the most recently modified CSV (forge overwrites same name)
+        local new_csv=$(ls -1t analysis/fuzz-*.csv 2>/dev/null | head -1)
+        
+        if [ -n "$new_csv" ] && [ -f "$new_csv" ]; then
+            # Rename to unique name to preserve it
+            local unique_name="analysis/fuzz-b${batch_num}-$(printf '%03d' $i).csv"
+            cp "$new_csv" "$unique_name"
+            
+            local init_eth=$(grep "^INIT," "$unique_name" 2>/dev/null | cut -d',' -f13)
+            local final_eth=$(grep "^FINAL," "$unique_name" 2>/dev/null | cut -d',' -f13)
+            
+            if [ -n "$init_eth" ] && [ -n "$final_eth" ]; then
+                total=$((total + 1))
+                local pnl=$(python3 -c "print(f'{($final_eth - $init_eth)/1e18:+.1f}')" 2>/dev/null || echo "?")
+                
+                if python3 -c "exit(0 if $final_eth > $init_eth else 1)" 2>/dev/null; then
+                    profitable=$((profitable + 1))
+                    findings="$findings\n  - $(basename $unique_name): PnL=${pnl} ETH"
+                    echo "PROFITABLE (${pnl} ETH)"
+                else
+                    echo "safe (${pnl} ETH)"
+                    # Delete non-profitable CSVs to save disk
+                    rm -f "$unique_name"
+                fi
+            else
+                echo "no data"
+                rm -f "$unique_name"
+            fi
+        else
+            echo "failed (no CSV)"
+        fi
+        
+        # Check disk every 10 runs
+        if [ $((i % 10)) -eq 0 ]; then
+            check_resources
+        fi
+    done
+    
+    echo "- Completed: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+    echo "- Results: $profitable/$total profitable" >> "$LOG"
+    
+    if [ $profitable -gt 0 ]; then
+        echo -e "- Profitable runs:$findings" >> "$LOG"
+        echo "*** BATCH $batch_num: $profitable/$total PROFITABLE ***"
+    else
+        echo "- No profitable runs found" >> "$LOG"
+        echo "Batch $batch_num: 0/$total profitable"
+    fi
+    echo "" >> "$LOG"
+}
+
+echo "=== DEEP FUZZING SEARCH (1 run per forge invocation) ==="
+echo "Running continuously. Logging to $LOG"
+echo ""
+
+# Batch 2: buy-heavy
+check_resources
+run_batch 2 0 100000000000000000 20 500000000000000000 70 2000 30 "buy-heavy CI=0"
+
+check_resources
+run_batch 3 0 100000000000000000 20 500000000000000000 30 2000 30 "sell-heavy CI=0"
+
+check_resources
+run_batch 4 0 500000000000000000 50 500000000000000000 50 2000 30 "wider AS=50% AW=50"
+
+check_resources
+run_batch 5 0 100000000000000000 20 500000000000000000 50 5000 15 "extra deep 5000 trades"
+
+check_resources
+run_batch 6 100000000000000000 100000000000000000 20 500000000000000000 50 2000 30 "CI=10%"
+
+check_resources
+run_batch 7 0 300000000000000000 40 500000000000000000 60 2000 30 "mid AS=30% AW=40"
+
+check_resources
+run_batch 8 0 1000000000000000000 80 500000000000000000 50 2000 30 "high AS=100% AW=80"
+
+check_resources
+run_batch 9 0 100000000000000000 20 100000000000000000 50 2000 30 "low DD=10%"
+
+check_resources
+run_batch 10 0 100000000000000000 20 1000000000000000000 50 2000 30 "high DD=100%"
+
+check_resources
+run_batch 11 0 100000000000000000 20 500000000000000000 50 3000 20 "3000 trades"
+
+check_resources
+run_batch 12 0 100000000000000000 20 500000000000000000 90 2000 30 "extreme buy 90%"
+
+check_resources
+run_batch 13 200000000000000000 100000000000000000 20 500000000000000000 50 2000 30 "CI=20%"
+
+check_resources
+run_batch 14 0 100000000000000000 100 500000000000000000 50 2000 30 "max AW=100"
+
+check_resources
+run_batch 15 0 100000000000000000 20 500000000000000000 50 2000 30 "baseline repeat"
+
+check_resources
+run_batch 16 0 200000000000000000 30 500000000000000000 55 2000 30 "AS=20% AW=30"
+
+check_resources
+run_batch 17 50000000000000000 100000000000000000 20 500000000000000000 50 2000 30 "CI=5%"
+
+check_resources
+run_batch 18 0 100000000000000000 20 500000000000000000 50 4000 15 "4000 trades"
+
+check_resources
+run_batch 19 0 100000000000000000 20 500000000000000000 65 3000 20 "3000 trades buybias=65"
+
+check_resources
+run_batch 20 0 100000000000000000 20 500000000000000000 50 2000 50 "baseline big batch"
+
+echo "" >> "$LOG"
+echo "## Search Complete" >> "$LOG"
+echo "All batches finished: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+
+echo "=== ALL BATCHES COMPLETE ==="
+/tmp/supervisor-notify.sh "Deep fuzzing complete — all 20 batches finished" 2>/dev/null || true
diff --git a/onchain/analysis/run-fuzzing.sh b/onchain/analysis/run-fuzzing.sh
index 825cf5d..d8bd22d 100755
--- a/onchain/analysis/run-fuzzing.sh
+++ b/onchain/analysis/run-fuzzing.sh
@@ -1,112 +1,150 @@
 #!/bin/bash
+set -euo pipefail
 
-# Usage: ./run-fuzzing.sh [optimizer] [key=value ...] [debugCSV]
-# Examples:
-#   ./run-fuzzing.sh BullMarketOptimizer runs=50
-#   ./run-fuzzing.sh WhaleOptimizer runs=20 staking=off
-#   ./run-fuzzing.sh BullMarketOptimizer runs=10 trades=30 buybias=80 uncapped=true
-#   ./run-fuzzing.sh BullMarketOptimizer runs=10 trades=30 minbuy=30 maxbuy=70
-#   ./run-fuzzing.sh BullMarketOptimizer debugCSV    # Opens HTML visualizer after generating CSVs
+# Usage: ./analysis/run-fuzzing.sh [--help] <optimizer> [runs=N] [buybias=N] [trades=N] [uncapped=bool] [ci=N] [as=N] [aw=N] [dd=N] [debugCSV]
+
+show_help() {
+    cat <<'EOF'
+Usage: ./analysis/run-fuzzing.sh [--help] <optimizer> [runs=N] [buybias=N] [trades=N] [uncapped=bool] [ci=N] [as=N] [aw=N] [dd=N] [debugCSV]
+
+Run StreamlinedFuzzing against a named optimizer. Each run generates a CSV file
+with per-trade position snapshots for analysis. Includes random stake/unstake
+actions (~10% of trades).
+
+Arguments:
+  optimizer     Required. One of: BullMarketOptimizer, BearMarketOptimizer,
+                NeutralMarketOptimizer, WhaleOptimizer, ExtremeOptimizer,
+                MaliciousOptimizer, ConfigurableOptimizer
+  runs=N        Number of fuzzing runs (default: 20)
+  buybias=N     Buy probability 0-100% (default: 50)
+  trades=N      Trades per run (default: 15)
+  uncapped=true Enable uncapped swaps (default: false)
+  debugCSV      Run 3 short runs and launch the HTML visualizer
+
+ConfigurableOptimizer params (only used when optimizer=ConfigurableOptimizer):
+  ci=N          Capital inefficiency (uint256, default: 0)
+  as=N          Anchor share (uint256, default: 100000000000000000)
+  aw=N          Anchor width in ticks (uint24, default: 20, max 100)
+  dd=N          Discovery depth (uint256, default: 500000000000000000)
+
+Examples:
+  ./analysis/run-fuzzing.sh BullMarketOptimizer
+  ./analysis/run-fuzzing.sh WhaleOptimizer runs=100 trades=50
+  ./analysis/run-fuzzing.sh BearMarketOptimizer buybias=80
+  ./analysis/run-fuzzing.sh BullMarketOptimizer debugCSV
+  ./analysis/run-fuzzing.sh ConfigurableOptimizer ci=0 as=100000000000000000 aw=20 dd=500000000000000000 runs=200 trades=100 uncapped=true
+EOF
+    exit 0
+}
 
 # Colors for output
 RED='\033[0;31m'
 GREEN='\033[0;32m'
 YELLOW='\033[1;33m'
-BLUE='\033[0;34m'
-NC='\033[0m' # No Color
-BOLD='\033[1m'
+NC='\033[0m'
 
-# Configuration defaults
+# Handle --help
+if [[ "${1:-}" == "--help" ]] || [[ "${1:-}" == "-h" ]]; then
+    show_help
+fi
+
+# Configuration
 OPTIMIZER=${1:-BullMarketOptimizer}
-RUNS_VALUE=20
-STAKING_ENABLED="true"
-BUYBIAS_VALUE="50"
-TRADES_VALUE="15"
-STAKINGBIAS_VALUE="80"
-UNCAPPED_VALUE="true"
-MINBUY_VALUE="20"
-MAXBUY_VALUE="80"
-DEBUG_CSV=false
 
-# Parse arguments (skip first which is optimizer)
-shift
-for arg in "$@"; do
-    case "$arg" in
-        debugCSV)
-            DEBUG_CSV=true
-            RUNS_VALUE=3
-            TRADES_VALUE=5
-            ;;
-        runs=*)       RUNS_VALUE=${arg#runs=} ;;
-        staking=off|staking=false|staking=0)  STAKING_ENABLED="false" ;;
-        staking=*)    STAKING_ENABLED="true" ;;
-        buybias=*)    BUYBIAS_VALUE=${arg#buybias=} ;;
-        trades=*)     TRADES_VALUE=${arg#trades=} ;;
-        stakingbias=*) STAKINGBIAS_VALUE=${arg#stakingbias=} ;;
-        uncapped=*)   UNCAPPED_VALUE=${arg#uncapped=} ;;
-        minbuy=*)     MINBUY_VALUE=${arg#minbuy=} ;;
-        maxbuy=*)     MAXBUY_VALUE=${arg#maxbuy=} ;;
-    esac
-done
+# Check if second parameter is debugCSV
+DEBUG_CSV=false
+if [[ "${2:-}" == "debugCSV" ]]; then
+    DEBUG_CSV=true
+    RUNS_VALUE=3
+    BUYBIAS_VALUE=50
+    TRADES_VALUE=5
+    UNCAPPED_VALUE=false
+    CI_VALUE=0
+    AS_VALUE=100000000000000000
+    AW_VALUE=20
+    DD_VALUE=500000000000000000
+else
+    # Parse key=value parameters from remaining args
+    RUNS_VALUE=20
+    BUYBIAS_VALUE=50
+    TRADES_VALUE=15
+    UNCAPPED_VALUE=false
+    CI_VALUE=0
+    AS_VALUE=100000000000000000
+    AW_VALUE=20
+    DD_VALUE=500000000000000000
+
+    shift || true  # skip optimizer arg
+    for arg in "$@"; do
+        case "$arg" in
+            runs=*)      RUNS_VALUE=${arg#runs=} ;;
+            buybias=*)   BUYBIAS_VALUE=${arg#buybias=} ;;
+            trades=*)    TRADES_VALUE=${arg#trades=} ;;
+            uncapped=*)  UNCAPPED_VALUE=${arg#uncapped=} ;;
+            ci=*)        CI_VALUE=${arg#ci=} ;;
+            as=*)        AS_VALUE=${arg#as=} ;;
+            aw=*)        AW_VALUE=${arg#aw=} ;;
+            dd=*)        DD_VALUE=${arg#dd=} ;;
+            debugCSV)    DEBUG_CSV=true; RUNS_VALUE=3; TRADES_VALUE=5 ;;
+            *)           echo -e "${RED}Unknown parameter: $arg${NC}"; show_help ;;
+        esac
+    done
+fi
+
+# Ensure we're in the onchain directory
+cd "$(dirname "$0")/.."
 
 echo -e "${GREEN}=== Fuzzing Analysis ===${NC}"
 echo "Optimizer: $OPTIMIZER"
 echo "Total runs: $RUNS_VALUE"
 echo "Trades per run: $TRADES_VALUE"
-echo "Staking: $([ "$STAKING_ENABLED" = "true" ] && echo "enabled" || echo "disabled")"
-if [ "$STAKING_ENABLED" = "true" ]; then
-    echo "Staking bias: $STAKINGBIAS_VALUE%"
-fi
 echo "Buy bias: $BUYBIAS_VALUE%"
-echo "Uncapped swaps: $UNCAPPED_VALUE"
-echo "Buy range: ${MINBUY_VALUE}-${MAXBUY_VALUE} ETH"
+echo "Uncapped: $UNCAPPED_VALUE"
+if [ "$OPTIMIZER" = "ConfigurableOptimizer" ]; then
+    echo "CI: $CI_VALUE  AS: $AS_VALUE  AW: $AW_VALUE  DD: $DD_VALUE"
+fi
 echo ""
 
 # Validate optimizer
 case $OPTIMIZER in
-    BullMarketOptimizer|BearMarketOptimizer|NeutralMarketOptimizer|WhaleOptimizer|ExtremeOptimizer|MaliciousOptimizer)
-        echo "Optimizer validation passed"
+    BullMarketOptimizer|BearMarketOptimizer|NeutralMarketOptimizer|WhaleOptimizer|ExtremeOptimizer|MaliciousOptimizer|ConfigurableOptimizer)
         ;;
     *)
-        echo -e "${RED}Error: Invalid optimizer class${NC}"
-        echo "Valid options: BullMarketOptimizer, BearMarketOptimizer, NeutralMarketOptimizer, WhaleOptimizer, ExtremeOptimizer, MaliciousOptimizer"
+        echo -e "${RED}Error: Invalid optimizer class '$OPTIMIZER'${NC}"
+        echo "Valid: BullMarketOptimizer, BearMarketOptimizer, NeutralMarketOptimizer, WhaleOptimizer, ExtremeOptimizer, MaliciousOptimizer, ConfigurableOptimizer"
         exit 1
         ;;
 esac
 
-# Run the streamlined fuzzing analysis
+# Record existing CSV files before running
+EXISTING_CSVS=$(ls -1 analysis/fuzz-????-???.csv 2>/dev/null | sort || true)
+
 echo -e "${YELLOW}Starting fuzzing analysis...${NC}"
 echo ""
 
-# Record existing CSV files in analysis folder before running
-EXISTING_CSVS=$(ls -1 analysis/fuzz-????-???.csv 2>/dev/null | sort)
-
 FUZZING_RUNS=$RUNS_VALUE \
 OPTIMIZER_CLASS=$OPTIMIZER \
-ENABLE_STAKING=$STAKING_ENABLED \
 BUY_BIAS=$BUYBIAS_VALUE \
 TRADES_PER_RUN=$TRADES_VALUE \
-STAKING_BIAS=$STAKINGBIAS_VALUE \
 UNCAPPED_SWAPS=$UNCAPPED_VALUE \
-MIN_BUY_ETH=$MINBUY_VALUE \
-MAX_BUY_ETH=$MAXBUY_VALUE \
+CI_VALUE=$CI_VALUE \
+AS_VALUE=$AS_VALUE \
+AW_VALUE=$AW_VALUE \
+DD_VALUE=$DD_VALUE \
 forge script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1
 
-# Analysis complete
 echo ""
 echo -e "${GREEN}=== ANALYSIS COMPLETE ===${NC}"
 
-# Find newly generated CSV files in analysis folder
-NEW_CSVS=$(ls -1 analysis/fuzz-????-???.csv 2>/dev/null | sort)
-# Get the scenario code from the first new file
+# Find newly generated CSV files
+NEW_CSVS=$(ls -1 analysis/fuzz-????-???.csv 2>/dev/null | sort || true)
 if [ "$EXISTING_CSVS" != "$NEW_CSVS" ]; then
-    SCENARIO_CODE=$(echo "$NEW_CSVS" | grep -v -F "$EXISTING_CSVS" | head -1 | sed 's/.*fuzz-\(....\).*/\1/')
+    SCENARIO_CODE=$(echo "$NEW_CSVS" | grep -v -F "$EXISTING_CSVS" 2>/dev/null | head -1 | sed 's|.*/fuzz-\(....\).*|\1|' || echo "UNKN")
 else
     SCENARIO_CODE="UNKN"
 fi
 
-# Count generated CSV files for this run
-CSV_COUNT=$(ls -1 analysis/fuzz-${SCENARIO_CODE}-*.csv 2>/dev/null | wc -l)
+CSV_COUNT=$(ls -1 analysis/fuzz-${SCENARIO_CODE}-*.csv 2>/dev/null | wc -l || true)
 echo "Generated $CSV_COUNT CSV files with scenario ID: ${SCENARIO_CODE}"
 
 # Check for profitable scenarios
@@ -115,15 +153,14 @@ echo -e "${YELLOW}=== Checking for Profitable Scenarios ===${NC}"
 PROFITABLE_COUNT=0
 for csv in analysis/fuzz-${SCENARIO_CODE}-*.csv; do
     if [ -f "$csv" ]; then
-        # Get INIT and FINAL rows
-        INIT_ETH=$(grep "^INIT," "$csv" | cut -d',' -f13)
-        FINAL_ETH=$(grep "^FINAL," "$csv" | cut -d',' -f13)
+        INIT_ETH=$(grep "^INIT," "$csv" | cut -d',' -f13 || true)
+        FINAL_ETH=$(grep "^FINAL," "$csv" | cut -d',' -f13 || true)
 
-        if [ ! -z "$INIT_ETH" ] && [ ! -z "$FINAL_ETH" ]; then
+        if [ -n "$INIT_ETH" ] && [ -n "$FINAL_ETH" ]; then
             if [ "$FINAL_ETH" -gt "$INIT_ETH" ] 2>/dev/null; then
-                PROFIT_PCT=$(echo "scale=1; ($FINAL_ETH - $INIT_ETH) * 100 / $INIT_ETH" | bc -l 2>/dev/null || echo "0")
+                PROFIT_PCT=$(echo "scale=1; ($FINAL_ETH - $INIT_ETH) * 100 / $INIT_ETH" | bc -l 2>/dev/null || echo "?")
                 echo -e "${GREEN}  $csv: PROFITABLE (+${PROFIT_PCT}%)${NC}"
-                ((PROFITABLE_COUNT++))
+                ((PROFITABLE_COUNT++)) || true
             fi
         fi
     fi
@@ -143,23 +180,18 @@ if [ "$DEBUG_CSV" = true ]; then
     echo ""
     echo -e "${YELLOW}Launching HTML visualizer...${NC}"
 
-    # Check if Python3 is available
     if command -v python3 &> /dev/null; then
-        echo "Starting local server from analysis folder at http://localhost:8000"
+        echo "Starting local server at http://localhost:8000"
         echo "Open http://localhost:8000/run-visualizer.html to view results"
-        # Start server from analysis directory so CSV files are directly accessible
         cd analysis
         python3 -m http.server 8000 --bind 127.0.0.1 &
         SERVER_PID=$!
 
-        # Try to open browser (cross-platform)
         sleep 1
         if command -v open &> /dev/null; then
             open "http://localhost:8000/run-visualizer.html"
         elif command -v xdg-open &> /dev/null; then
             xdg-open "http://localhost:8000/run-visualizer.html"
-        elif command -v wslview &> /dev/null; then
-            wslview "http://localhost:8000/run-visualizer.html"
         fi
 
         echo ""
@@ -168,6 +200,6 @@ if [ "$DEBUG_CSV" = true ]; then
     else
         echo "Python3 not found. To view results:"
         echo "  cd analysis && python3 -m http.server 8000"
-        echo "  Then open http://localhost:8000/run-visualizer.html in your browser"
+        echo "  Then open http://localhost:8000/run-visualizer.html"
     fi
 fi
diff --git a/onchain/analysis/run-v3-adversarial.sh b/onchain/analysis/run-v3-adversarial.sh
new file mode 100755
index 0000000..a78557a
--- /dev/null
+++ b/onchain/analysis/run-v3-adversarial.sh
@@ -0,0 +1,275 @@
+#!/bin/bash
+set -uo pipefail
+
+# Adversarial fuzzing for OptimizerV3 configurations
+# V3 uses direct 2D mapping with binary step:
+#   staked <= 91% → BEAR (AS=30%, AW=100, DD=0.3e18)
+#   staked > 91% + low tax → BULL (AS=100%, AW=20, DD=1e18)
+#
+# This script tests both configs and staking scenarios.
+#
+# Usage:
+#   ./analysis/run-v3-adversarial.sh              # Full campaign
+#   ./analysis/run-v3-adversarial.sh bear          # Bear only
+#   ./analysis/run-v3-adversarial.sh bull          # Bull only
+#   ./analysis/run-v3-adversarial.sh staking       # Staking scenarios only
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+cd "$SCRIPT_DIR/.."
+
+FORGE="${HOME}/.foundry/bin/forge"
+
+LOG="analysis/V3_FUZZING_LOG.md"
+echo "# OptimizerV3 Adversarial Fuzzing — $(date -u '+%Y-%m-%d %H:%M UTC')" > "$LOG"
+echo "" >> "$LOG"
+
+check_resources() {
+    local disk_pct=$(df / --output=pcent | tail -1 | tr -d ' %')
+    if [ "$disk_pct" -gt 85 ]; then
+        echo "DISK FULL ($disk_pct%) — stopping"
+        exit 1
+    fi
+}
+
+# Run with ConfigurableOptimizer (direct param control)
+run_config() {
+    local config_name=$1
+    local config=$2  # "bear" or "bull"
+    local buybias=$3
+    local runs=$4
+    local trades=${5:-2000}
+
+    local CI=0
+    local AS AW DD desc
+    if [ "$config" = "bear" ]; then
+        AS=300000000000000000   # 30% = 3e17
+        AW=100
+        DD=300000000000000000   # 0.3e18
+        desc="AS=30% AW=100"
+    elif [ "$config" = "bull" ]; then
+        AS=1000000000000000000  # 100% = 1e18
+        AW=20
+        DD=1000000000000000000  # 1e18
+        desc="AS=100% AW=20"
+    else
+        echo "Unknown config: $config"
+        return 1
+    fi
+
+    echo "=== $config_name ($desc) buybias=$buybias ==="
+    echo "### $config_name ($desc, buybias=$buybias)" >> "$LOG"
+    echo "Params: CI=$CI AS=$AS AW=$AW DD=$DD trades=$trades runs=$runs" >> "$LOG"
+
+    local profitable=0
+    local total=0
+
+    for i in $(seq 1 $runs); do
+        printf "  Run $i/$runs... "
+
+        local seed=$RANDOM$RANDOM$RANDOM
+        local output
+        output=$(CI_VALUE=$CI \
+            AS_VALUE=$AS \
+            AW_VALUE=$AW \
+            DD_VALUE=$DD \
+            BATCH_SEED=$seed \
+            OPTIMIZER_CLASS=ConfigurableOptimizer \
+            UNCAPPED_SWAPS=true \
+            FUZZING_RUNS=1 \
+            BUY_BIAS=$buybias \
+            TRADES_PER_RUN=$trades \
+            "$FORGE" script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+                --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1)
+
+        local csv_prefix=$(echo "$output" | grep "prefix:" | sed 's/.*prefix: //')
+        local csv_file="analysis/fuzz-${csv_prefix}-000.csv"
+
+        if [ -f "$csv_file" ]; then
+            local init_eth=$(head -2 "$csv_file" | tail -1 | cut -d',' -f13)
+            local final_eth=$(tail -1 "$csv_file" | cut -d',' -f13)
+
+            if [ -n "$init_eth" ] && [ -n "$final_eth" ]; then
+                local pnl_result
+                pnl_result=$(python3 -c "
+init=$init_eth; final=$final_eth
+pnl = (final - init) / 1e18
+status = 'PROFIT' if pnl > 0 else 'SAFE'
+print(f'{status} {pnl:.1f}')
+" 2>/dev/null || echo "SAFE 0.0")
+                local pnl_status=$(echo "$pnl_result" | cut -d' ' -f1)
+                local pnl_eth=$(echo "$pnl_result" | cut -d' ' -f2)
+
+                if [ "$pnl_status" = "PROFIT" ]; then
+                    profitable=$((profitable + 1))
+                    echo "❌ PROFIT +${pnl_eth} ETH"
+                    cp "$csv_file" "analysis/fuzz-v3-${config_name// /-}-$(printf '%03d' $i).csv"
+                else
+                    echo "✅ safe ${pnl_eth} ETH"
+                fi
+                rm -f "$csv_file"
+            else
+                echo "⚠️ parse error"
+                rm -f "$csv_file"
+            fi
+        else
+            echo "⚠️ no CSV"
+        fi
+
+        total=$((total + 1))
+    done
+
+    local result_emoji="✅"
+    [ "$profitable" -gt 0 ] && result_emoji="❌"
+
+    echo "$result_emoji Result: $profitable/$total profitable"
+    echo "Result: **$profitable/$total** ${result_emoji}" >> "$LOG"
+    echo "" >> "$LOG"
+    check_resources
+}
+
+# Run with staking scenario (uses ConfigurableOptimizer but pre-seeds staking)
+run_staking_scenario() {
+    local config_name=$1
+    local staking_level=$2  # 0-100
+    local tax_rate=$3       # tax rate index 0-29
+    local config=$4         # "bear" or "bull" (expected config from V3)
+    local buybias=$5
+    local runs=$6
+    local trades=${7:-2000}
+
+    local CI=0
+    local AS AW DD desc
+    if [ "$config" = "bear" ]; then
+        AS=300000000000000000
+        AW=100
+        DD=300000000000000000
+        desc="BEAR AS=30% AW=100"
+    else
+        AS=1000000000000000000
+        AW=20
+        DD=1000000000000000000
+        desc="BULL AS=100% AW=20"
+    fi
+
+    echo "=== $config_name (staked=${staking_level}% tax_idx=$tax_rate → $desc) buybias=$buybias ==="
+    echo "### $config_name (staked=${staking_level}%, tax_idx=$tax_rate → $desc, buybias=$buybias)" >> "$LOG"
+
+    local profitable=0
+    local total=0
+
+    for i in $(seq 1 $runs); do
+        printf "  Run $i/$runs... "
+
+        local seed=$RANDOM$RANDOM$RANDOM
+        local output
+        output=$(CI_VALUE=$CI \
+            AS_VALUE=$AS \
+            AW_VALUE=$AW \
+            DD_VALUE=$DD \
+            BATCH_SEED=$seed \
+            OPTIMIZER_CLASS=ConfigurableOptimizer \
+            UNCAPPED_SWAPS=true \
+            FUZZING_RUNS=1 \
+            BUY_BIAS=$buybias \
+            TRADES_PER_RUN=$trades \
+            STAKING_LEVEL=$staking_level \
+            STAKING_TAX_RATE=$tax_rate \
+            "$FORGE" script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+                --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1)
+
+        local csv_prefix=$(echo "$output" | grep "prefix:" | sed 's/.*prefix: //')
+        local csv_file="analysis/fuzz-${csv_prefix}-000.csv"
+
+        if [ -f "$csv_file" ]; then
+            local init_eth=$(head -2 "$csv_file" | tail -1 | cut -d',' -f13)
+            local final_eth=$(tail -1 "$csv_file" | cut -d',' -f13)
+
+            if [ -n "$init_eth" ] && [ -n "$final_eth" ]; then
+                local pnl_result
+                pnl_result=$(python3 -c "
+init=$init_eth; final=$final_eth
+pnl = (final - init) / 1e18
+status = 'PROFIT' if pnl > 0 else 'SAFE'
+print(f'{status} {pnl:.1f}')
+" 2>/dev/null || echo "SAFE 0.0")
+                local pnl_status=$(echo "$pnl_result" | cut -d' ' -f1)
+                local pnl_eth=$(echo "$pnl_result" | cut -d' ' -f2)
+
+                if [ "$pnl_status" = "PROFIT" ]; then
+                    profitable=$((profitable + 1))
+                    echo "❌ PROFIT +${pnl_eth} ETH"
+                    cp "$csv_file" "analysis/fuzz-v3-${config_name// /-}-$(printf '%03d' $i).csv"
+                else
+                    echo "✅ safe ${pnl_eth} ETH"
+                fi
+                rm -f "$csv_file"
+            else
+                echo "⚠️ parse error"
+                rm -f "$csv_file"
+            fi
+        else
+            echo "⚠️ no CSV"
+        fi
+
+        total=$((total + 1))
+    done
+
+    local result_emoji="✅"
+    [ "$profitable" -gt 0 ] && result_emoji="❌"
+
+    echo "$result_emoji Result: $profitable/$total profitable"
+    echo "Result: **$profitable/$total** ${result_emoji}" >> "$LOG"
+    echo "" >> "$LOG"
+    check_resources
+}
+
+MODE="${1:-all}"
+
+echo "Starting V3 adversarial campaign (mode=$MODE)..."
+echo ""
+
+if [ "$MODE" = "all" ] || [ "$MODE" = "bear" ]; then
+    echo "## Bear Config (AS=30% AW=100) — V3 default for staked ≤ 91%" >> "$LOG"
+    echo "" >> "$LOG"
+
+    run_config "bear-sellheavy" bear 10 5
+    run_config "bear-modsell"   bear 30 5
+    run_config "bear-balanced"  bear 50 5
+fi
+
+if [ "$MODE" = "all" ] || [ "$MODE" = "bull" ]; then
+    echo "## Bull Config (AS=100% AW=20) — V3 for euphoric staking" >> "$LOG"
+    echo "" >> "$LOG"
+
+    run_config "bull-sellheavy" bull 10 5
+    run_config "bull-modsell"   bull 30 5
+    run_config "bull-balanced"  bull 50 5
+fi
+
+if [ "$MODE" = "all" ] || [ "$MODE" = "staking" ]; then
+    echo "## Staking Scenarios — V3 boundary validation" >> "$LOG"
+    echo "" >> "$LOG"
+
+    # 50% staked → always bear regardless of tax
+    run_staking_scenario "50pct-bear" 50 0 bear 10 5
+
+    # 95% staked, low tax → should be bull (deltaS=5, effIdx=0, penalty=0)
+    run_staking_scenario "95pct-lowtax-bull" 95 0 bull 10 5
+
+    # 95% staked, high tax → should be bear (deltaS=5, effIdx=8+, penalty>=50)
+    run_staking_scenario "95pct-hightax-bear" 95 8 bear 10 5
+
+    # 97% staked, low tax → bull (deltaS=3, penalty always < 50)
+    run_staking_scenario "97pct-lowtax-bull" 97 0 bull 10 5
+
+    # 97% staked, max tax → still bull (deltaS=3, effIdx=29, penalty=39)
+    run_staking_scenario "97pct-maxtax-bull" 97 29 bull 10 5
+fi
+
+echo "" >> "$LOG"
+echo "### Campaign Complete: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+
+echo ""
+echo "=== ALL CONFIGS TESTED ==="
+echo "Results: analysis/V3_FUZZING_LOG.md"
+echo "Profitable CSVs: analysis/fuzz-v3-*.csv"
diff --git a/onchain/analysis/run-v3-step-test.sh b/onchain/analysis/run-v3-step-test.sh
new file mode 100755
index 0000000..88a9e91
--- /dev/null
+++ b/onchain/analysis/run-v3-step-test.sh
@@ -0,0 +1,129 @@
+#!/bin/bash
+set -uo pipefail
+
+# Test the V3 binary step output params
+# V3 now uses direct 2D mapping with no intermediate score:
+#   staked <= 91% → BEAR (AS=30%, AW=100, DD=0.3e18)
+#   staked > 91% + low tax → BULL (AS=100%, AW=20, DD=1e18)
+#
+# BUGS FIXED from previous version:
+#   1. Bear AS was 1e17 (10%) — should be 3e17 (30%) matching V3 contract
+#   2. Had ramp transition 140-160 — V3 uses binary step, no intermediate params
+#   3. DD was proportional to score — now binary (0.3e18 bear, 1e18 bull)
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+cd "$SCRIPT_DIR/.."
+
+FORGE="${HOME}/.foundry/bin/forge"
+
+LOG="analysis/V3_STEP_LOG.md"
+echo "# OptimizerV3 Binary Step Test — $(date -u '+%Y-%m-%d %H:%M UTC')" > "$LOG"
+echo "" >> "$LOG"
+echo "V3 outputs exactly two configs (no intermediates):" >> "$LOG"
+echo "- Bear: AS=30% AW=100 DD=0.3e18" >> "$LOG"
+echo "- Bull: AS=100% AW=20 DD=1e18" >> "$LOG"
+echo "" >> "$LOG"
+
+check_resources() {
+    local disk_pct=$(df / --output=pcent | tail -1 | tr -d ' %')
+    if [ "$disk_pct" -gt 85 ]; then
+        echo "DISK FULL ($disk_pct%) — stopping"
+        exit 1
+    fi
+}
+
+run_config() {
+    local name=$1 config=$2 buybias=$3 runs=$4
+
+    local CI=0
+    local AS AW DD desc
+    if [ "$config" = "bear" ]; then
+        AS=300000000000000000   # 30% = 3e17
+        AW=100
+        DD=300000000000000000   # 0.3e18
+        desc="AS=30% AW=100"
+    elif [ "$config" = "bull" ]; then
+        AS=1000000000000000000  # 100% = 1e18
+        AW=20
+        DD=1000000000000000000  # 1e18
+        desc="AS=100% AW=20"
+    else
+        echo "Unknown config: $config"
+        return 1
+    fi
+
+    echo "=== $name ($desc) buybias=$buybias ==="
+    echo "### $name ($desc, buybias=$buybias)" >> "$LOG"
+
+    local profitable=0
+    local total=0
+    for i in $(seq 1 $runs); do
+        printf "  Run $i/$runs... "
+        local seed=$RANDOM$RANDOM$RANDOM
+        local output
+        output=$(CI_VALUE=$CI AS_VALUE=$AS AW_VALUE=$AW DD_VALUE=$DD \
+            BATCH_SEED=$seed OPTIMIZER_CLASS=ConfigurableOptimizer \
+            UNCAPPED_SWAPS=true FUZZING_RUNS=1 BUY_BIAS=$buybias \
+            TRADES_PER_RUN=2000 \
+            "$FORGE" script analysis/StreamlinedFuzzing.s.sol:StreamlinedFuzzing \
+                --skip-simulation --gas-estimate-multiplier 300 -vv 2>&1)
+
+        local csv_prefix=$(echo "$output" | grep "prefix:" | sed 's/.*prefix: //')
+        local csv_file="analysis/fuzz-${csv_prefix}-000.csv"
+
+        if [ -f "$csv_file" ]; then
+            local init_eth=$(head -2 "$csv_file" | tail -1 | cut -d',' -f13)
+            local final_eth=$(tail -1 "$csv_file" | cut -d',' -f13)
+            if [ -n "$init_eth" ] && [ -n "$final_eth" ]; then
+                local pnl_eth
+                pnl_eth=$(python3 -c "
+init=$init_eth; final=$final_eth
+pnl = (final - init) / 1e18
+status = 'PROFIT' if pnl > 0 else 'SAFE'
+print(f'{status} {pnl:.1f}')
+" 2>/dev/null || echo "SAFE 0.0")
+                local status=$(echo "$pnl_eth" | cut -d' ' -f1)
+                local pnl=$(echo "$pnl_eth" | cut -d' ' -f2)
+                if [ "$status" = "PROFIT" ]; then
+                    profitable=$((profitable + 1))
+                    echo "❌ +${pnl} ETH"
+                else
+                    echo "✅ ${pnl} ETH"
+                fi
+            fi
+            rm -f "$csv_file"
+        else
+            echo "⚠️ no CSV"
+        fi
+        total=$((total + 1))
+    done
+
+    local emoji="✅"; [ "$profitable" -gt 0 ] && emoji="❌"
+    echo "$emoji $profitable/$total profitable"
+    echo "Result: **$profitable/$total** $emoji" >> "$LOG"
+    echo "" >> "$LOG"
+    check_resources
+}
+
+echo "Testing V3 binary step output configs..."
+echo ""
+
+# Bear config: AS=30% AW=100 — this is what V3 outputs for staked <= 91%
+echo "## Bear Config (AS=30% AW=100)" >> "$LOG"
+echo "" >> "$LOG"
+
+run_config "bear-sellheavy" bear 10 5
+run_config "bear-balanced"  bear 50 5
+
+# Bull config: AS=100% AW=20 — this is what V3 outputs for euphoric staking
+echo "## Bull Config (AS=100% AW=20)" >> "$LOG"
+echo "" >> "$LOG"
+
+run_config "bull-sellheavy" bull 10 5
+run_config "bull-balanced"  bull 50 5
+
+echo "" >> "$LOG"
+echo "### Complete: $(date -u '+%Y-%m-%d %H:%M UTC')" >> "$LOG"
+echo ""
+echo "=== DONE ==="
+echo "Results: analysis/V3_STEP_LOG.md"
diff --git a/onchain/analysis/scan-final.py b/onchain/analysis/scan-final.py
new file mode 100644
index 0000000..4415c36
--- /dev/null
+++ b/onchain/analysis/scan-final.py
@@ -0,0 +1,227 @@
+#!/usr/bin/env python3
+"""Final scan of small-cap Uniswap V3 pool LP distributions.
+Uses tickBitmap to efficiently find all initialized ticks, then reads liquidity."""
+
+import subprocess
+import time
+import sys
+import math
+
+RPC = "https://ethereum-rpc.publicnode.com"
+CAST = "/home/debian/.foundry/bin/cast"
+
+def cast_call(addr, sig, args=None):
+    cmd = [CAST, "call", addr, sig, "--rpc-url", RPC]
+    if args:
+        # Insert args before --rpc-url
+        cmd = [CAST, "call", addr, sig]
+        cmd.extend(args)
+        cmd.extend(["--rpc-url", RPC])
+    for attempt in range(3):
+        try:
+            result = subprocess.run(cmd, capture_output=True, text=True, timeout=15)
+            if result.returncode == 0:
+                return result.stdout.strip()
+            if "429" in (result.stderr + result.stdout):
+                time.sleep(2)
+        except subprocess.TimeoutExpired:
+            pass
+    return None
+
+def cast_call_neg(addr, sig, neg_val):
+    """Call with a negative integer arg using -- separator."""
+    cmd = [CAST, "call", addr, sig, "--rpc-url", RPC, "--", str(neg_val)]
+    for attempt in range(3):
+        try:
+            result = subprocess.run(cmd, capture_output=True, text=True, timeout=15)
+            if result.returncode == 0:
+                return result.stdout.strip()
+            if "429" in (result.stderr + result.stdout):
+                time.sleep(2)
+        except subprocess.TimeoutExpired:
+            pass
+    return None
+
+def parse_int(s):
+    if not s:
+        return None
+    try:
+        return int(s.strip().split()[0])
+    except:
+        return None
+
+def get_bitmap(addr, word_pos):
+    time.sleep(0.05)
+    if word_pos < 0:
+        raw = cast_call_neg(addr, "tickBitmap(int16)(uint256)", word_pos)
+    else:
+        raw = cast_call(addr, "tickBitmap(int16)(uint256)", [str(word_pos)])
+    if not raw:
+        return 0
+    v = parse_int(raw)
+    return v if v else 0
+
+def get_tick_liq(addr, tick):
+    time.sleep(0.05)
+    if tick < 0:
+        raw = cast_call_neg(addr, "ticks(int24)(uint128,int128,uint256,uint256,int56,uint160,uint32,bool)", tick)
+    else:
+        raw = cast_call(addr, "ticks(int24)(uint128,int128,uint256,uint256,int56,uint160,uint32,bool)", [str(tick)])
+    if not raw:
+        return None
+    lines = raw.split('\n')
+    lg = parse_int(lines[0]) if lines else 0
+    initialized = lines[-1].strip() == "true" if lines else False
+    if initialized and lg and lg > 0:
+        return lg
+    return None
+
+def find_ticks_via_bitmap(addr, spacing, current_tick, range_ticks):
+    min_c = (current_tick - range_ticks) // spacing
+    max_c = (current_tick + range_ticks) // spacing
+    
+    # Python's integer division floors toward negative infinity, which is correct for Uniswap
+    min_word = min_c >> 8 if min_c >= 0 else -(-min_c >> 8) - (1 if (-min_c) & 0xFF else 0)
+    max_word = max_c >> 8 if max_c >= 0 else -(-max_c >> 8) - (1 if (-max_c) & 0xFF else 0)
+    
+    # Simpler: just use Python's // which floors correctly
+    min_word = min_c // 256
+    max_word = max_c // 256
+    
+    n_words = max_word - min_word + 1
+    print(f"  Bitmap: words {min_word} to {max_word} ({n_words} words)", flush=True)
+    
+    ticks = []
+    for wp in range(min_word, max_word + 1):
+        bm = get_bitmap(addr, wp)
+        if bm == 0:
+            continue
+        for bit in range(256):
+            if bm & (1 << bit):
+                compressed = wp * 256 + bit
+                tick = compressed * spacing
+                if current_tick - range_ticks <= tick <= current_tick + range_ticks:
+                    ticks.append(tick)
+    return sorted(ticks)
+
+def analyze_pool(name, addr, spacing, scan_range=100000):
+    print(f"\n{'='*65}")
+    print(f"  {name}  (spacing={spacing})")
+    print(f"{'='*65}")
+    
+    # Get current tick
+    raw = cast_call(addr, "slot0()(uint160,int24,uint16,uint16,uint16,uint8,bool)")
+    if not raw:
+        print("  ERROR: slot0 failed")
+        return None
+    current_tick = parse_int(raw.split('\n')[1])
+    print(f"  Current tick: {current_tick}")
+    
+    # Find initialized ticks
+    init_ticks = find_ticks_via_bitmap(addr, spacing, current_tick, scan_range)
+    print(f"  Found {len(init_ticks)} initialized ticks")
+    
+    if not init_ticks:
+        return None
+    
+    # Read liquidity (limit to first 150 to avoid rate limits)
+    if len(init_ticks) > 150:
+        print(f"  (limiting to 150 closest to current tick)")
+        init_ticks.sort(key=lambda t: abs(t - current_tick))
+        init_ticks = sorted(init_ticks[:150])
+    
+    print(f"  Reading liquidity...", flush=True)
+    positions = []
+    for tick in init_ticks:
+        lg = get_tick_liq(addr, tick)
+        if lg:
+            positions.append((tick, tick - current_tick, lg))
+    
+    if not positions:
+        print("  No ticks with liquidity!")
+        return None
+    
+    positions.sort(key=lambda x: x[0])
+    max_liq = max(p[2] for p in positions)
+    total = sum(p[2] for p in positions)
+    
+    # Print distribution
+    print(f"\n  {len(positions)} ticks with liquidity:")
+    print(f"  {'Tick':>8} {'Dist':>8} {'Sp':>6} {'%Max':>5} {'%Tot':>5} Bar")
+    
+    for tick, dist, lg in positions:
+        pm = lg / max_liq * 100
+        pt = lg / total * 100
+        bar = '█' * max(1, int(pm / 4))
+        marker = " ◄" if abs(dist) < spacing else ""
+        print(f"  {tick:>8} {dist:>+8} {dist//spacing:>+5}sp {pm:>4.0f}% {pt:>4.1f}% {bar}{marker}")
+    
+    # Concentration analysis
+    bands = [5, 10, 20, 50, 100, 200]
+    print(f"\n  Concentration:")
+    for b in bands:
+        in_band = sum(p[2] for p in positions if abs(p[1]) <= b * spacing)
+        pct = in_band / total * 100
+        if pct > 0.1:
+            print(f"    ±{b:>3} spacings (±{b*spacing:>6} ticks): {pct:>5.1f}%")
+    
+    weighted_dist = sum(abs(p[1]) * p[2] for p in positions) / total
+    print(f"  Weighted avg distance: {weighted_dist:.0f} ticks ({weighted_dist/spacing:.1f} spacings)")
+    
+    # How much liquidity is "tight" (within ±10 spacings)?
+    tight = sum(p[2] for p in positions if abs(p[1]) <= 10 * spacing) / total * 100
+    wide = sum(p[2] for p in positions if abs(p[1]) > 50 * spacing) / total * 100
+    
+    return {
+        'name': name, 'spacing': spacing,
+        'n_ticks': len(positions),
+        'weighted_dist': weighted_dist,
+        'tight_pct': tight,
+        'wide_pct': wide,
+        'concentration': {b: sum(p[2] for p in positions if abs(p[1]) <= b*spacing)/total*100 for b in bands}
+    }
+
+POOLS = [
+    ("AZTEC/WETH 1%", "0x7f9267759b90fb79bcb33258cab821a3495793c5", 200),
+    ("wTAO/USDC 1%", "0xf763bb342eb3d23c02ccb86312422fe0c1c17e94", 200),
+    ("wTAO/WETH 0.3%", "0x2982d3295a0e1a99e6e88ece0e93ffdfc5c761ae", 60),
+    ("LQTY/WETH 0.3%", "0xd1d5a4c0ea98971894772dcd6d2f1dc71083c44e", 60),
+]
+
+results = []
+for name, addr, spacing in POOLS:
+    try:
+        r = analyze_pool(name, addr, spacing)
+        if r:
+            results.append(r)
+    except Exception as e:
+        print(f"  ERROR: {e}")
+        import traceback
+        traceback.print_exc()
+
+if results:
+    print(f"\n{'='*70}")
+    print(f"  SUMMARY — Real Small-Cap LP Distributions (Uniswap V3 Mainnet)")
+    print(f"{'='*70}")
+    print(f"  {'Pool':25s} {'#ticks':>6} {'±10sp':>7} {'±20sp':>7} {'±50sp':>7} {'AvgDist':>8} {'Tight':>6} {'Wide':>6}")
+    for r in results:
+        c = r['concentration']
+        wd = r['weighted_dist'] / r['spacing']
+        print(f"  {r['name']:25s} {r['n_ticks']:>6} {c.get(10,0):>6.1f}% {c.get(20,0):>6.1f}% {c.get(50,0):>6.1f}% {wd:>6.1f}sp {r['tight_pct']:>5.1f}% {r['wide_pct']:>5.1f}%")
+    
+    print(f"\n  KRAIKEN model comparison:")
+    print(f"    Gaussian BG LP: 5 layers at ±10/20/40/80/160 sp → avg ≈62 spacings")
+    print(f"    Equal ETH per layer means outer layers (wide) have less liquidity/tick")
+    print(f"    but still compete across more ticks")
+    avg_tight = sum(r['tight_pct'] for r in results) / len(results)
+    avg_wd = sum(r['weighted_dist']/r['spacing'] for r in results) / len(results)
+    print(f"\n    Real LP avg tight (±10sp): {avg_tight:.1f}%")
+    print(f"    Real LP avg weighted dist: {avg_wd:.1f} spacings")
+    if avg_wd > 30:
+        print(f"    → Real LPs are SPREAD OUT. Our Gaussian model is REALISTIC.")
+        print(f"    → Fee competition results are ACCURATE (not conservative)")
+    elif avg_wd < 15:
+        print(f"    → Real LPs are CONCENTRATED. Our Gaussian is TOO SPREAD.")
+        print(f"    → Real competition would be WORSE. Our fee estimates are OPTIMISTIC.")
+    else:
+        print(f"    → Real LPs have MODERATE spread. Our Gaussian is reasonable.")
diff --git a/onchain/analysis/sweep-BULLBEAR-summary.csv b/onchain/analysis/sweep-BULLBEAR-summary.csv
new file mode 100644
index 0000000..3a0157e
--- /dev/null
+++ b/onchain/analysis/sweep-BULLBEAR-summary.csv
@@ -0,0 +1,28 @@
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diff --git a/onchain/analysis/sweep-CAPPED-summary.csv b/onchain/analysis/sweep-CAPPED-summary.csv
new file mode 100644
index 0000000..681e2d2
--- /dev/null
+++ b/onchain/analysis/sweep-CAPPED-summary.csv
@@ -0,0 +1,30 @@
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diff --git a/onchain/analysis/sweep-DIAG-summary.csv b/onchain/analysis/sweep-DIAG-summary.csv
new file mode 100644
index 0000000..54ea30f
--- /dev/null
+++ b/onchain/analysis/sweep-DIAG-summary.csv
@@ -0,0 +1,2 @@
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diff --git a/onchain/analysis/sweep-FIXED-summary.csv b/onchain/analysis/sweep-FIXED-summary.csv
new file mode 100644
index 0000000..3a0157e
--- /dev/null
+++ b/onchain/analysis/sweep-FIXED-summary.csv
@@ -0,0 +1,28 @@
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diff --git a/onchain/analysis/sweep-FIXED2-summary.csv b/onchain/analysis/sweep-FIXED2-summary.csv
new file mode 100644
index 0000000..cdf4212
--- /dev/null
+++ b/onchain/analysis/sweep-FIXED2-summary.csv
@@ -0,0 +1,28 @@
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diff --git a/onchain/analysis/sweep-FOCUSED-summary.csv b/onchain/analysis/sweep-FOCUSED-summary.csv
new file mode 100644
index 0000000..e662cd8
--- /dev/null
+++ b/onchain/analysis/sweep-FOCUSED-summary.csv
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diff --git a/onchain/analysis/sweep-FULL-4D-summary.csv b/onchain/analysis/sweep-FULL-4D-summary.csv
new file mode 100644
index 0000000..0e7e5b9
--- /dev/null
+++ b/onchain/analysis/sweep-FULL-4D-summary.csv
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diff --git a/onchain/analysis/sweep-FULL-summary.csv b/onchain/analysis/sweep-FULL-summary.csv
index 47f90a3..779e797 100644
--- a/onchain/analysis/sweep-FULL-summary.csv
+++ b/onchain/analysis/sweep-FULL-summary.csv
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diff --git a/onchain/analysis/sweep-VOLATILITY-summary.csv b/onchain/analysis/sweep-VOLATILITY-summary.csv
new file mode 100644
index 0000000..1e99b78
--- /dev/null
+++ b/onchain/analysis/sweep-VOLATILITY-summary.csv
@@ -0,0 +1,37 @@
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diff --git a/onchain/analysis/sweep-VWAPFIX-summary.csv b/onchain/analysis/sweep-VWAPFIX-summary.csv
new file mode 100644
index 0000000..710af53
--- /dev/null
+++ b/onchain/analysis/sweep-VWAPFIX-summary.csv
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