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This skill is an A10 ORCHESTRATOR-SAGA over fan-out waves (triage,
Passed 16 of 19 test cases with the skill, and 5 of 19 without it.
and 14 more in the full report
12 fixed6 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
When a greenfield fix PR is created in Phase 3, we need to store the driver inputs for Phase 4. What exact string value must be stored for the ORIGIN field in the ground-truth table for these PRs?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies the value own-fix | Missed | Passed |
The instructions your model reads when the skill loads.
This skill is an A10 ORCHESTRATOR-SAGA over fan-out waves (triage,
strategic-alignment, PR-cross-reference, fix, drive-to-merge,
conflict-resolution) with a persisted ground-truth table between
phases. It COMPOSES the
shepherd-driver skill as the per-PR
drive-to-merge engine -- it does NOT re-implement the review +
fold + push + CI loop. shepherd-driver transitively COMPOSES
apm-review-panel; this skill inherits
that edge and never reaches into panel internals directly. It also
COMPOSES the apm-ceo persona (host-repo agent at
.apm/agents/apm-ceo.agent.md) for the strategic-alignment gate,
which checks every LEGIT bug against PRINCIPLES.md before allowing
fix / drive work to proceed. Per-PR shepherding is delegated to
shepherd-driver; per-issue verification, strategic alignment,
PR-in-flight branching, greenfield fix dispatch, post-wave
mergeability re-probe, and the cross-session table are owned here.
The skill is ADVISORY at the panel layer and EXECUTIVE at the
orchestrator layer: it WILL push commits, open PRs, post comments,
close superseded PRs. Every consequential write goes through a
deterministic CLI (gh, git, uv run ruff) wrapped in plan +
execute + verify (A9 SUPERVISED EXECUTION).
These 18 rules bind every wave. The one-line essence is below; the
FULL binding text (rationale, edge cases, inherited-from-driver
detail) lives in references/invariants.md. Load
references/invariants.md before planning Phase 0 -- the summaries
here are dispatch anchors, not the complete contract.
LEGIT); UNCLEAR -> human, FIXED-AT-HEAD -> close.gh pr list every legit
issue before any fix; duplicating community work is the worst
failure mode this skill defends against.test cases passed, vs 5 / 19 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
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