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docs: Final documentation polish and consistency fixes

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- Update README.md with LLM assistant section
- Create optimization_memory JSONL structure
- Move implementation plans from skills/modules to docs/plans
- Verify all imports work correctly

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
Anto01
2026-01-07 09:07:44 -05:00
parent 6ee7d8ee12
commit c061146a77
8 changed files with 1996 additions and 0 deletions
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knowledge_base/lac/optimization_memory/beam.jsonl Normal file
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{"geometry_type": "beam", "study_name": "example", "method": "TPE", "objectives": ["mass"], "trials": 0, "converged": false, "notes": "Schema file - replace with real data"}

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knowledge_base/lac/optimization_memory/bracket.jsonl Normal file
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{"geometry_type": "bracket", "study_name": "example", "method": "TPE", "objectives": ["mass"], "trials": 0, "converged": false, "notes": "Schema file - replace with real data"}

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knowledge_base/lac/optimization_memory/mirror.jsonl Normal file
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{"geometry_type": "mirror", "study_name": "m1_mirror_cost_reduction_flat_back_V9", "method": "SAT_v3", "objectives": ["wfe_40_20", "mass_kg"], "trials": 100, "converged": true, "best_weighted_sum": 205.58, "notes": "SAT v3 achieved WS=205.58 (new campaign record)"}