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lfg
Run the full hands-off engineering pipeline from planning through a green PR.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Run the full hands-off engineering pipeline from planning through a green PR.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | lfg |
| description | Run the full hands-off engineering pipeline from planning through a green PR. |
| disable-model-invocation | true |
| argument-hint | [feature description] |
CRITICAL: You MUST execute every step below IN ORDER. Do NOT skip any required step. Do NOT jump ahead to coding or implementation. The plan phase (step 1) MUST be completed and verified BEFORE any work begins. Violating this order produces bad output.
When invoking any skill referenced below, resolve its name against the available-skills list the host platform provides and use that exact entry. Some platforms list skills under a plugin namespace (e.g., compound-engineering:ce-plan); others list the bare name. Invoking a short-form guess that isn't in the list will fail — always match a listed entry verbatim before calling the Skill/Task tool.
Invoke the ce-plan skill with $ARGUMENTS.
GATE: STOP. If ce-plan reported the task is non-software and cannot be processed in pipeline mode, stop the pipeline and inform the user that LFG requires software tasks. Otherwise, verify that the ce-plan workflow produced a plan file in docs/plans/. If no plan file was created, invoke ce-plan again with $ARGUMENTS. Do NOT proceed to step 2 until a written plan exists. Record the plan file path — it will be passed to ce-work in step 2 and ce-code-review in step 4.
Read the plan metadata before continuing. If the plan has artifact_contract: ce-unified-plan/v1, proceed only when it has artifact_readiness: implementation-ready and execution: code. Stop the pipeline for artifact_readiness: requirements-only, any unrecognized readiness value, execution: knowledge-work, approach-plan outputs, answer-seeking/universal outputs, or invalid progress-like readiness values. LFG never launches /goal directly; when goal-mode or dynamic workflows are appropriate, ce-work owns that implementation engine choice and must return control to LFG afterward.
Invoke the ce-work skill with mode:return-to-caller <plan-path-from-step-1>.
GATE: STOP. Verify that implementation work was performed - files were created or modified beyond the plan. Read the structured return and require status: complete, the same plan path, changed files, U-IDs attempted/completed when present, verification results, blocker list, behavior-change signal, and standalone_shipping_skipped: true. When behavior_change: true, also require verification_evidence that names the relevant units/tasks, existing tests inspected, tests added/changed or used unchanged, red failure or characterization evidence when applicable, verification run, and any deliberate test exception. Do NOT decide the test strategy inside LFG; the evidence is ce-work's contract.
If behavior_change: true but verification_evidence is missing or too vague to tell how behavior was protected, invoke ce-work one more time with the same mode:return-to-caller <plan-path-from-step-1> argument. Do not prompt the user and do not alter the plan path argument. The retry relies on ce-work's idempotency path to inspect the already-implemented work, fill the missing evidence, and return without reimplementing. If the second return still lacks coherent verification evidence, stop as blocked and report the missing fields instead of continuing to simplify/review/ship.
Invoke the ce-simplify-code skill on the branch diff.
This runs before review so the code-review in step 4 covers the simplified code. Skip this step when the change is docs-only (only markdown/docs paths changed) or trivial (roughly under 10 changed lines). Otherwise let ce-simplify-code resolve the branch-diff scope itself; it preserves behavior and runs the test suite.
Do not commit in this step. ce-simplify-code leaves its changes in the working tree; step 4's review scopes the working tree (uncommitted changes included), and step 8's ce-commit-push-pr commits whatever remains. Committing here would sweep any still-uncommitted ce-work edits into a misleading refactor commit and could stall on a tree that never goes clean.
Invoke the ce-code-review skill with mode:agent plan:<plan-path-from-step-1>.
Pass the plan file path from step 1 so ce-code-review can verify requirements completeness. Read the Actionable Findings summary the skill emits.
mode:agent is report-only by design — it surfaces findings but never edits the tree; LFG applies the eligible ones in step 5. When narrating progress to the user, frame this as "review found X → applied X in step 5," not as "code review did not auto-fix." A report-only review followed by an LFG-applied fix is the intended contract, not a gap.
Shipping precondition (steps 5–9). Run git remote once before the shipping steps. If it lists no remote (e.g. a sandbox/throwaway checkout that has git init but no origin), shipping is local-only: make every commit the steps below call for, but skip every push, PR create/edit, and CI-watch action — the pushes in steps 5 and 6, the push and PR creation in step 8, and step 9 in full. A missing remote is a terminal local-only state, not an error: never retry a push or hunt for a remote — make the local commits and proceed to step 10. Run steps 5–9 normally when a remote exists.
Apply and persist review fixes (REQUIRED after step 4, before residual handoff)
Load references/review-followup.md and execute its apply step (mechanical apply + commit/push when changes exist). Do not proceed to the residual handoff, run browser tests, or output DONE while eligible review fixes remain only in the working tree uncommitted.
Autonomous residual handoff (only when step 4 reported one or more actionable downstream-resolver findings not applied in step 5; skip when it reported Actionable findings: none.)
Do not prompt the user. This step embraces the autopilot contract: residuals must become durable before DONE, but the agent never stops to ask.
references/tracker-defer.md in non-interactive mode. Pass the residual actionable findings from step 4/5 (or the run artifact when the summary was truncated).{ filed: [...], failed: [...], no_sink: [...] }.## Residual Review Findings markdown section from the structured return (this goes into the committed record file in step 4, not the PR body):
filed: a bullet with severity, file:line, title, and a link to the tracker ticket URL.failed: a bullet with severity, file:line, title, and the failure reason (e.g., Defer failed: gh returned 401 — tracker unavailable).no_sink: a bullet with severity, file:line, and title inlined verbatim so the committed record file is the durable record.## Residual Review Findings section into the PR description; it duplicates GitHub's own tracking and goes stale as items resolve. Review residuals have no GitHub thread of their own, so they are made durable by the tracker tickets filed in step 2 plus a committed record file — not a PR-body section and not a PR comment that duplicates the tickets. Create/replace docs/residual-review-findings/<branch-or-head-sha>.md with the composed section (ticket links included) and the source run context. Stage only that file, commit docs(review): record residual review findings, and push when a remote is configured (per the shipping precondition): if an upstream exists, git push; else if a remote exists, resolve a writable one (prefer origin, otherwise the first configured remote) and git push --set-upstream <remote> HEAD; if there is no remote at all, the local commit is the durable sink.Do not output DONE until the residuals are durable (tracker tickets filed and/or the record file committed). Never block DONE on tracker filing failures once the record file exists. A push that fails when a remote exists is a stop-and-report; never retry a push, or block DONE, when no remote exists.
Invoke the ce-test-browser skill with mode:pipeline.
Invoke the ce-commit-push-pr skill with mode:pipeline.
This commits any remaining changes, pushes the branch, and opens a pull request — non-interactively, per the mode token. If it prints a New concepts: trailer after the PR URL, record the concept name(s) for step 10. If step 6 already opened a PR (check with gh pr view --json number,url,state 2>/dev/null), skip PR creation but still commit and push any uncommitted changes. Per the shipping precondition, when no remote is configured, do NOT invoke ce-commit-push-pr — its commit step pushes unconditionally (git push -u origin HEAD), so a literal invocation would still hit the impossible push. Instead commit any remaining changes locally yourself (git add -A && git commit) and skip the push and PR creation entirely.
Drive CI to green via ce-babysit-pr (only when an open PR exists for the current branch)
Detect the PR; if none exists or gh is unavailable, skip this step entirely and proceed to step 10.
gh pr view --json number,url,state
Invoke ce-babysit-pr mode:pipeline <pr-url>. It runs the bounded pipeline loop: watches CI, repairs real (convergent) failures via ce-debug mode:pipeline — never weakening, skipping, or mocking an assertion — resolves any review comments that arrived via ce-resolve-pr-feedback mode:pipeline, and stops when CI is decided or its budget (default 3 fix rounds) is hit. This replaces LFG's former hand-rolled CI loop; do not reimplement CI-watching here.
Collect its structured result ({ status, fixes_applied, residuals }). It surfaces unfixable CI as a run-report comment on the PR and returns residuals — do NOT write a ## CI Failures Unresolved PR-body section. A needs-human residual (a fix that would need a product/design decision) is deferred, not applied — that is the autopilot contract, unchanged. Do not block DONE once babysit has surfaced residuals.
Output <promise>DONE</promise> when complete
If step 8 recorded a New concepts: trailer, first echo one line per concept: New concept introduced: <name> — run /ce-explain <name> to go deeper.
If an open PR exists, add one line pointing the user to the interactive watch-to-merge (pipeline mode stopped at "CI decided," not "merged"): PR is moving — run /ce-babysit-pr <pr-url> to watch it through review to merge. Then output the DONE promise.
Start with step 1 now. Remember: plan FIRST, then work. Never skip the plan.
Run browser tests for pages affected by the current branch or PR.
Babysits or watches an open GitHub PR until merge-ready, continuously reacting to new review comments and CI failures throughout the PR's life. Use when asked to 'babysit the PR', 'watch the PR', monitor, or keep an eye on a PR over time — not a one-shot request to resolve review comments or debug one CI failure (those are separate skills). GitHub only, including GitHub Enterprise.
Commit, push, and open a PR. Use when asked to ship/open a PR, or for PR-description-only flows like writing, rewriting, or describing a PR body.
Diagnosis loop for bugs and failing behavior. Use for errors, stack traces, regressions, failed tests, issue-tracker bugs, stuck investigations after failed fixes, or asks to debug/fix a bug.
Resolve PR review feedback. Use when addressing review comments, resolving review threads, or fixing code-review feedback.
Check Compound Engineering health and repo-local config.