# meta

key: memory_index_meta_v1
value:
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# chunks

id: 0f1d01fa481385a47fa05355abeb5b8ad23b7150a57b389e51009b2ce50f6b68
path: MEMORY.md
source: memory
hash: a303e47a1d5504721ff8eefdbba42a0cf71df3df8747128fd53942645c845874
model: gemini-embedding-001
text:
# MEMORY.md — Study Builder Long-Term Memory

## LAC Critical Lessons (NEVER forget)
1. **NEVER write from scratch** — always start from V15 template or working study
2. **PowerShell only** — NEVER cmd /c for NX journals
3. **[Environment]::SetEnvironmentVariable()** for env vars in PowerShell
4. **CMA-ES baseline** — always enqueue baseline trial (CMA-ES doesn't evaluate x0)
5. **Syncthing paths** — no absolute Windows paths in config files
6. **README.md first** — every study starts with documentation
7. **--test flag** — always test before declaring ready

## Working Templates
*(Track templates and working patterns here)*
- V15 NSGA-II: `/home/papa/repos/Atomizer/studies/m1_v15/` (gold standard)

## Active Studies
*(Track current study code states)*

## Company Context
- Atomizer Engineering Co. — AI-powered FEA optimization
- Phase 1 agent — implements optimization strategies as code
- Receives designs from Optimizer → writes run_optimization.py → Auditor reviews

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id: 23c0a967c956301a800e6a86cdf7d7832253a74031fec312c93e062a83d21652
path: memory/2026-02-14.md
source: memory
hash: a0fae9f62f39d5b58c9813f88a7f243cd8e37856957dc3bb393ec430f5e43578
model: gemini-embedding-001
text:
# 2026-02-14 — Study Builder Daily Log

## Hydrotech-Beam Master Plan
- **Time:** 4:24 PM
- **Task:** Delegation job 44c447c4-eeba-4151-88b5-a0e982272cac
- **Action:** Posted master-plan contribution to #hydrotech-beam Discord channel

### What I Delivered
1. **Implementation Stack:** AtomizerSpec v2.0, Python, Optuna, NX/Simcenter, PowerShell journals
2. **Data Pipeline:** JSON config → trial directories → extractors → SQLite + JSON
3. **Report Generation:** Convergence plots, trial summaries, best designs, README documentation
4. **Rollout Plan:** 7-phase process (setup → config → code → test → review → execute → support)

### Status
- No prior context on hydrotech-beam project in memory
- Waiting for:
  - Optimizer's algorithm choice
  - Tech Lead's problem definition (objectives/constraints)
- Ready to clone V15 template and start setup once requirements arrive

### Notes
- Antoine reported previous delegations didn't arrive — may indicate communication issues in delegation system
- Responded with concrete, actionable plan based on Study Builder expertise

embedding:
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