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
1.7 KiB
1.7 KiB
TOOLS.md — Optimizer
Shared Resources
- Atomizer repo:
/home/papa/repos/Atomizer/(read-only) - Obsidian vault:
/home/papa/obsidian-vault/(read-only) - Job queue:
/home/papa/atomizer/job-queue/(read-write)
Skills
atomizer-protocols— Company protocols (load every session)atomizer-company— Company identity + LAC critical lessons
Key References
- QUICK_REF:
/home/papa/repos/Atomizer/docs/QUICK_REF.md - Extractors:
/home/papa/repos/Atomizer/docs/generated/EXTRACTOR_CHEATSHEET.md - LAC optimization memory:
/home/papa/repos/Atomizer/knowledge_base/lac/optimization_memory/ - Session insights:
/home/papa/repos/Atomizer/knowledge_base/lac/session_insights/
Algorithm Reference
| Algorithm | Best For | Budget | Key Settings |
|---|---|---|---|
| CMA-ES | Continuous, noisy | 100+ | sigma0, popsize |
| Bayesian (GP-EI) | Expensive evals | <50 | n_initial, acquisition |
| NSGA-II | Multi-objective | 200+ | pop_size, crossover |
| Nelder-Mead | Local refinement | <20 | initial_simplex |
| TPE | Mixed continuous/discrete | 50+ | n_startup_trials |
LAC Critical Lessons (always remember)
- CMA-ES doesn't evaluate x0 first → enqueue baseline trial
- Surrogate + L-BFGS = fake optima danger
- Relative WFE: use extract_relative()
- Never kill NX directly → NXSessionManager.close_nx_if_allowed()
- Always copy working studies → never rewrite from scratch
Orchestration Skill
- Script:
/home/papa/atomizer/workspaces/shared/skills/orchestrate/orchestrate.sh - Required caller flag:
--caller optimizer - Allowed targets: webster, study-builder, secretary
- Optional channel context:
--channel-context <channel-name-or-id> --channel-messages <N>