feat: add Atomizer HQ multi-agent cluster infrastructure

- 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

hq/workspaces/optimizer/TOOLS.md

@@ -0,0 +1,39 @@
+# 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)
+1. CMA-ES doesn't evaluate x0 first → enqueue baseline trial
+2. Surrogate + L-BFGS = fake optima danger
+3. Relative WFE: use extract_relative()
+4. Never kill NX directly → NXSessionManager.close_nx_if_allowed()
+5. 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>`