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chore: analysis tooling, research artifacts, and code quality

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- 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>
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onchain/README.md
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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