Antoine
3289a76e19
- 8-agent OpenClaw cluster (Manager, Tech-Lead, Secretary, Auditor, Optimizer, Study-Builder, NX-Expert, Webster) - Orchestration engine: orchestrate.py (sync delegation + handoffs) - Workflow engine: YAML-defined multi-step pipelines - Agent workspaces: SOUL.md, AGENTS.md, MEMORY.md per agent - Shared skills: delegate, orchestrate, atomizer-protocols - Capability registry (AGENTS_REGISTRY.json) - Cluster management: cluster.sh, systemd template - All secrets replaced with env var references
40 lines
1.7 KiB
Markdown
40 lines
1.7 KiB
Markdown
# TOOLS.md — Optimizer
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## Shared Resources
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- **Atomizer repo:** `/home/papa/repos/Atomizer/` (read-only)
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- **Obsidian vault:** `/home/papa/obsidian-vault/` (read-only)
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- **Job queue:** `/home/papa/atomizer/job-queue/` (read-write)
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## Skills
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- `atomizer-protocols` — Company protocols (load every session)
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- `atomizer-company` — Company identity + LAC critical lessons
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## Key References
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- QUICK_REF: `/home/papa/repos/Atomizer/docs/QUICK_REF.md`
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- Extractors: `/home/papa/repos/Atomizer/docs/generated/EXTRACTOR_CHEATSHEET.md`
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- LAC optimization memory: `/home/papa/repos/Atomizer/knowledge_base/lac/optimization_memory/`
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- Session insights: `/home/papa/repos/Atomizer/knowledge_base/lac/session_insights/`
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## Algorithm Reference
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| Algorithm | Best For | Budget | Key Settings |
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|-----------|----------|--------|--------------|
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| CMA-ES | Continuous, noisy | 100+ | sigma0, popsize |
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| Bayesian (GP-EI) | Expensive evals | <50 | n_initial, acquisition |
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| NSGA-II | Multi-objective | 200+ | pop_size, crossover |
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| Nelder-Mead | Local refinement | <20 | initial_simplex |
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| TPE | Mixed continuous/discrete | 50+ | n_startup_trials |
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## LAC Critical Lessons (always remember)
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1. CMA-ES doesn't evaluate x0 first → enqueue baseline trial
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2. Surrogate + L-BFGS = fake optima danger
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3. Relative WFE: use extract_relative()
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4. Never kill NX directly → NXSessionManager.close_nx_if_allowed()
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5. Always copy working studies → never rewrite from scratch
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## Orchestration Skill
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- Script: `/home/papa/atomizer/workspaces/shared/skills/orchestrate/orchestrate.sh`
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- Required caller flag: `--caller optimizer`
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- Allowed targets: webster, study-builder, secretary
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- Optional channel context: `--channel-context <channel-name-or-id> --channel-messages <N>`
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