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Multi-story autopilot orchestrator — runs N parallel issue pipelines in isolated git worktrees (v3.6 Phase D thin-slice).
Loop engineering for AI coding agents — turn ad-hoc sessions into a repeatable research → plan → wave-execute → close loop with verification gates. Runs on Claude Code, Codex CLI, Cursor, and Pi. MIT community plugin.
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Multi-story autopilot orchestrator — runs N parallel issue pipelines in isolated git worktrees (v3.6 Phase D thin-slice).
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Autonomous session-orchestration loop with kill-switches (Phase C-1.b — all 10 kill-switches shipped).
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Scaffold the minimum repo structure required by session-orchestrator.
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Run a lightweight Socratic design dialogue (3-5 AUQ rounds) and write a spec markdown file before any implementation work. Use BEFORE /plan feature when scope/UX is ambiguous.
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End session with verification, commits, and documentation.
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Classify and apply a version bump to a machine-readable contract (JSON Schema, API spec, config schema) — version literals, consumer compatibility, changelog entry, downstream drift.
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Run a 4-phase systematic debugging investigation before proposing any fix. Iron Law — NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST. Produces a .orchestrator/debug/ artifact the fixer agent must reference.
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Systematic quality discovery and issue detection.
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Pick the next-best repo to work on across the portfolio — rank free repos, recommend one, claim its lease atomically, and route to the entry command.
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Say the last answer again in plain words — same facts, in the order the operator needs them. Optional topic argument.
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Run an honest session-process evaluation (Standard v1, aiat-llm-eval/1.0) — score the last completed session against the pre-registered rubric-v1 dimensions.
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Extract session patterns into reusable learnings.
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Approve session plan and begin wave execution.
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Stress-test a plan, design, or PRD before any build — relentless one-question-at-a-time interrogation that hunts contradictions against the code and challenges assumptions. Composable; no HARD-GATE.
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Run the harness audit and report the rubric score for this repository.
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Outside-in product audit as a deep session — 7 read-only roles check what the site promises against what the code does, what a user experiences, what arrives by mail, and what the data says is used. Writes a dossier; needs a per-repo journey-manifest.
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Manual memory consolidation — review, consolidate, and prune memory files (Dream-equivalent).
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Run a parallel multi-persona domain-expert review panel against a file, directory, or output range.
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Plan a new project, feature, or retrospective with structured requirement gathering.
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Aggregate cross-repo issue/MR/CI health across vault-registered projects into a single Markdown dashboard.
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Reconcile learnings into .claude/rules/ proposals — on-demand version of session-end Phase 3.6.8.
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Cut a release — the order the steps must run in, and the criteria that abort a release.
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Run a 9-category baseline compliance audit on the current repository.
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Start a development session (housekeeping, feature, deep).