orchestratorlisted

## Dependencies This skill requires **Python 3.8+** and standard library only. No external packages needed. **To install this skill's dependencies:** ```bash pip-compile ./requirements.in pip install -r ./requirements.txt ``` See `./requirements.txt` for the dependency lockfile (currently empty — standard library only). --- # Orchestrator: Loop Router & Lifecycle Manager The **Orchestrator** assesses the incoming trigger, selects the right loop pattern, and manages the shared closure sequence (seal, persist, retrospective, self-improvement). ## The Core Loop ### Ecosystem Context - **Patterns**: [`learning-loop`](../learning-loop/SKILL.md) | [`red-team-review`](../red-team-review/SKILL.md) | [`dual-loop`](../dual-loop/SKILL.md) | [`agent-swarm`](../agent-swarm/SKILL.md) | [`triple-loop-learning`](../triple-loop-learning/SKILL.md) - **Inner Loop Reference**: [`cli-agent-executor.md`](../../references/cli-agent-executor.md) — Persona configs for specialized CLI execution. ## Routing Decision Tree Use this to select the correct loop pattern: ``` 1. Does the trigger mention unguided friction evaluation, tests, and self-optimization? └─ YES → Pattern 5: triple-loop-learning └─ NO → continue 2. Is this work I can do entirely myself (research, document, iterate)? └─ YES → Pattern 1: learning-loop └─ NO → continue 3. Does it need adversarial review before proceeding? └─ YES → Pattern 2: red-team-review └─ NO → continue 4. Can the work be split into para