agentsclimarketplace

Orchestration

Skill ariaxhan/kernel-claude/skills/orchestration

Multi-agent orchestration. Lane contracts, worker-model doctrine, fault tolerance, worktree isolation. Triggers: orchestrate, coordinate, agents, parallel, spawn, contract, tier 2, tier 3.From its SKILL.md

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npx -y skills add ariaxhan/kernel-claude --skill orchestration

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SKILL.md

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<skill id="orchestration"> <purpose> Orchestration is coordination, not implementation. You define contracts, agents execute, AgentDB is the bus. Never assume completion without reading the file. Reference on demand: skills/orchestration/reference/orchestration-research.md. </purpose>

<lane_contract> Every spawned lane gets ALL of these fields; a missing field is where the lane fails:

  1. Deliverable: the observable artifact, named exactly (file path, PR, report).
  2. Read-first list: the files/docs the lane must read before acting.
  3. Files table: exhaustive list of files it may touch (constraints.files). No two concurrent lanes may overlap. Contract JSON: {"goal":"X","constraints":{"files":["a.sh","b.md"]},"tier":2}
  4. Known traps, restated: gotchas relevant to this lane, inlined, not linked.
  5. Verification loop with exact commands: the literal commands the lane runs to prove its own work (test invocation, grep, curl), plus expected output.
  6. Forbidden list: what the lane must NOT do (push, touch _meta/, add deps, ...).
  7. Raw-data return format: counts, file lists, command output. Never narrative alone; a lane that returns only prose has returned nothing checkable. </lane_contract>

<output_integrity> Structured long-report lanes degrade silently to placeholders under load. Validate every lane return mechanically before using it: minimum-length check on required sections, placeholder detection ("TBD", "...", repeated boilerplate), counts match the claimed work. Reject-and-retry a degraded return; never synthesize over it. Pass large input pools to lanes by FILE PATH, never as an inline slice (silent truncation reads as full coverage). Each lane keeps a per-lane journal/checkpoint so a degraded final message is not the only record of what it did. </output_integrity>

<single_coordinator> One coordinator per repo at a time. Before coordinating, check for a live second session on the same working directory (stale sessions can survive as background daemons and produce split-brain: two coordinators mutating one repo in parallel). When killing a stuck session, kill its whole process pool, not just the visible pid. </single_coordinator>

<worker_model_doctrine> Select model and effort from the lane's task shape and measured evidence, never from role prestige. Mechanical total-spec execution with deterministic checks can use the lowest setting proven adequate. Ambiguous judgment or a measured miss justifies more effort; protected work requires a fresh independent verifier. The lane contract records the requested model and effort, whether inheritance is intentional, and the escalation condition. A prompt that says "use your judgment" is evidence of ambiguity, not a license to choose a prestige model by role. Receipts keep requested_model and requested_effort separate from observed_model and observed_effort. Unsupported or unexposed values are unavailable, never inferred. Protected receipts require distinct builder_identity and verifier_identity; the builder never grades its own protected work. The coordinator reproduces acceptance evidence. </worker_model_doctrine>

<fault_tolerance>

  1. RETRY transient failures with backoff, max 3. 2. CLASSIFY the failure before choosing recovery. 3. Never silently substitute model, effort, or provider. Use an alternative only when the contract names a pre-authorized fallback; record the original request, the failure, and the observed fallback identity separately. Otherwise stop and re-contract. 4. CHECKPOINT state to AgentDB at every boundary so a respawn resumes instead of restarting. </fault_tolerance>

<worktree_safety> Parallel lanes (tier 2+) run in isolated git worktrees (isolation: "worktree"), never the main worktree; failed work is discarded by deleting the worktree. Pre-spawn: working tree clean or stashed; each lane's constraints.files disjoint from all active lanes. Post-agent validation: read the lane's checkpoint, then git diff --name-only {base}..{lane_branch}; every changed file MUST appear in constraints.files, and an out-of-scope file means reject, do not merge, re-contract. Tier 1 skips worktrees (unnecessary overhead). </worktree_safety>

<knowledge_injection> Inject context BEFORE spawn, never let lanes discover it at runtime: build the slice with agentdb inject-context <agent_type> and inline it in the prompt (surgeon gets gotchas + patterns + contract; adversary/reviewer get past failures + recent errors; researcher gets domain learnings). The orchestrator owns injection. Every agent boundary is lossy compression: structured briefing in, structured checkpoint out; never rely on conversation history across agents. </knowledge_injection>

<anti_patterns> Holding context in memory instead of AgentDB · assuming a lane finished without reading the deliverable file (receipts describe intent; files describe reality) · parallel lanes touching shared files (N-way merge conflicts) · serial execution when parallel is genuinely safe · retrying without new information from the failure · autonomous loops without a budget cap (max_budget_usd on the contract) · accepting a lane return without the output-integrity check (placeholder degradation is silent) · two coordinators on one repo. </anti_patterns>

</skill>

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