review

name	review
description	Analyze a Harny 0.5 run from run.json v4, audit events, normalized attempt transcripts, ChangeSets, and provider usage. Use after failed, retried, slow, costly, paused, mixed-provider, or otherwise surprising runs.
allowed-tools	Bash, Read, Write, Agent

review — post-mortem analysis of a single harny run

Turn a finished Harny run into structured learnings. Walk bottom-up: attempt transcripts → node summaries → cross-run narrative → architect proposals.

Sister of /release (release orchestration) and /learn + /drain (learnings inbox).

---

When to invoke

• After any run that surprised you — fail, retry, slow, novel architectural surface.
• Skip for trivial green runs that match expectations exactly (a doc tweak that planner→dev→validator passed in one shot with no anomalies has nothing to teach).
• Optionally invoked as a step inside /release's per-run loop.

---

Inputs

• A run identifier — slug (e.g. command-actor) or run_id prefix (≥8 chars).
• The run dir at <cwd>/.harny/<slug>/ must still exist.

---

Process — leaves to trunk

Use sub-agents for large independent transcripts when available. Transcripts can be tens of thousands of lines.

Step 1 — Map the run

Read in main context:

• <cwd>/.harny/<slug>/run.json — authoritative nodes, attempts, artifacts, ChangeSets and outcome.
• <cwd>/.harny/<slug>/events.jsonl — append-only audit trail.
• <cwd>/.harny/<slug>/transcripts/ — normalized event streams scoped to agent attempts.

Record: workflow, total wall-clock, attempt counts per node, terminal status, pending human state, ChangeSets, provider/model usage and reported-cost coverage.

Step 2 — Locate attempt transcripts

For each agent node attempt in run.json, locate its local transcript:

.harny/<slug>/transcripts/<node>/attempt-<n>.jsonl
.harny/<slug>/transcripts/<foreach>/<index>/<step>/attempt-<n>.jsonl

Each line is a normalized record with seq, at, provider, and a typed event. A cleaned run has no remaining local transcript; review before cleanup.

Step 3 — Analyze attempts independently

For large runs, launch one Explore-type sub-agent per transcript with this brief. For small runs, analyze directly:

Read <jsonl_path>. The file is JSONL — one normalized event per line, including messages, reasoning, tools, file changes, plans, usage, lifecycle, status, and errors. Report:

1. Tool call inventory: count calls by normalized tool name/kind. List shell commands invoked (deduplicated, with frequency).
2. Confusion moments: any sequence where the agent retried the same operation 2+ times, backtracked, or expressed uncertainty.
3. Errors: every event with type: error and every tool event with status: failed or a non-empty error. Quote verbatim.
4. Requirements slippage: the prompt's acceptance criteria are . Did the agent address each? Did it drift outside scope?
5. Wall-clock anomalies: gaps >2min between consecutive events. What was happening?
6. Notable choices: non-obvious technical decisions — what and why (quote the justifying message).

Reply in <300 words, bullets only. Cite line numbers when helpful.

Run independent analyses in parallel when the host supports it.

Step 4 — Synthesize the cross-node narrative

In main context, weave per-attempt reports into a story:

• Did the planner over/under-decompose? Did it skip clarification it should have asked for?
• Did the developer's first attempt match the planner's intent?
• Did failures cascade (planner ambiguity → dev wrong direction → validator catches)? Or were they orthogonal?
• For retried runs: what changed between attempts? Was the validator's feedback actionable?

Step 5 — Apply the counterfactual test

For every "this would have been smoother if X" observation:

Would a fresh dev tomorrow, reading only AGENTS.md + the codebase, hit the same friction?

• Yes → propose a durable fix. Specify the lowest-impact location:
  • Root AGENTS.md "Gotchas" for cross-cutting invariants.
  • Subtree AGENTS.md for module-local conventions.
  • Code comment near the trap.
  • Probe template.
  • New harness primitive.
  • /learn <text> — capture into inbox when the right destination isn't immediately clear, for later drain.
• No (the agent should have known) → propose a one-time prompt simplification, OR diagnose why the agent missed something it had access to.

Reject "improve the prompt" as a default — that just hides the gap.

Step 6 — Emit the review document

Output structure:

## Review — <slug> (<date>)

### Headline
<one sentence: what happened, what mattered>

### Per-node summary
- <node> (<provider/model>, <duration>, <attempts>, <usage>): <one line>

### Confusion / errors / slippage
<bullets with evidence — JSONL line refs or quoted snippets>

### Architect proposals (counterfactual-tested + triaged)

Each proposal carries a triage tag so /release can route it without re-classifying:

- **[NOW-blocks]** — prejudices the current release. Must fix before next harness run.
- **[NOW-quick]** — quick fixer that rounds out the system; no blocking but compounds (a small infra hardening, a one-line docs gotcha that prevents a recurring bug class). Apply now if cheap.
- **[BACKLOG]** — file as `gh issue`; doesn't prejudice the release.

Format:
1.  [NOW-blocks | NOW-quick | BACKLOG] —  →  → 
 ...


`. One per finding that didn't land immediately. The architect can drain them later via /drain.>

Step 7 — Persist the review to the run dir

Write the full review markdown to <cwd>/.harny/<slug>/review.md. Automatic — do not wait for confirmation. Reasons:

• Review co-locates with the run it analyzes; future reviews and meta-tooling find it without indirection.
• Survives compaction and context loss — the architect can re-read at any time without re-running the skill.
• If a re-review runs later, overwrite the file but prepend a <!-- re-reviewed YYYY-MM-DD --> marker.
• The file goes into the run directory, which is gitignored (.harny/<slug>/.gitignore = * + !.gitignore). Per-clone, not committed.

Step 8 — Hand off the inbox captures

After confirmation, invite the architect to append each "Inbox captures" line via /learn <text>. Do NOT auto-invoke /learn — the architect may want to edit or skip entries.

---

Notes

• This skill REVIEWS one finished run. /release GUIDES release orchestration; the triage tags here feed directly into /release's per-run loop.
• Sub-agents (Explore type) are the right tool for transcript reading. Each transcript can be tens of thousands of lines.
• Be skeptical of agent self-reports ("I implemented X correctly") — verify against actual file diffs and validator behavior.
• Negative findings are as valuable as positive — a node attempt that went smoothly with no anomalies is a data point ("the prompt + codebase context were sufficient").

---

Edge cases

• Run dir gone (harny clean was run) — state, audit events, and local transcripts were removed together. Tell the architect the run is no longer reviewable from Harny's evidence.
• Multiple matching slugs for the prefix — list them, ask which one.
• Workflow is not feature-dev — planner output may be absent or have a different shape. Adapt to the node outputs that exist.