Branch, commit, push, and open PRs with humanized messages, then monitor GitHub Actions CI. Per-project autonomy gating; blocks direct pushes to the default branch and pushes with a dirty tree. Never auto-merges.
Dispatch patterns for Claude Code as the coding engine. Default harness. Implementation dispatches go through dispatch_coder.py (writes the dispatch receipt the commit gate requires).
Testing strategy, TDD enforcement, spec compliance, and regression checks.
Write implementation plans: bite-sized tasks for coding engine dispatch.
Automated fix loop for failed Quality/Reviewer checks. Parses failures, builds escalating prompts, dispatches through the active harness up to 3 times.
Run independent, file-disjoint plan tasks concurrently, each isolated in its own git worktree + branch. Collects per-task results; never auto-merges.
T-shirt sizing for tasks before dispatch. Runs heuristics and optionally LLM classification to determine task size (S/M/L/XL), recommend local vs cloud routing, and set tool budgets.
Make GitHub Issues the canonical backlog. Initialize the namespaced label schema, classify metadata, create/enrich/triage context-rich issues, and run the weekly grooming sweep. Opt-in per repo; autonomy-gated; never merges; groom may close stale/duplicate issues only behind the gate.