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Get Started Free →Finds root cause before applying fixes for errors, crashes, regressions, failing tests, broken behavior, and screenshot-reported defects. Use when users report in any language errors, crashes, broken behavior, regressions, failing tests, screenshot evidence, or something that used to work and now fails. Not for code review or new features.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 364% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 244% | 0% |
| case-20 | ✗→✓ | ▲ Improved | 273% | 0% |
| case-23 | ✗→✓ | ▲ Improved | 304% | 0% |
| case-17 | ✓→✗ | ▼ Worse | 196% | 0% |
Prefix your first line with 🥷 inline, not as its own paragraph.
A patch applied to a symptom creates a new bug somewhere else.
Do not touch code until you can state the root cause in one sentence: > "I believe the root cause is X] because evidence]."
Name a specific file, function, line, or condition. "A state management issue" is not testable. "Stale cache in useUser at src/hooks/user.ts:42 because the dependency array is missing userId" is testable. If you cannot be that specific, you do not have a hypothesis yet.
Hypothesis quality gate: the hypothesis must explain every observable symptom, not just the one reported first; partial coverage is a symptom-level guess, not a root cause. For timing-dependent issues (flicker, intermittent failure, race), reproduce reliably before diagnosing.
Rationalization smells: "I'll just try this" = no hypothesis, write it first. "I'm confident" = run the instrument that proves it. "Probably the same issue" = re-read the execution path from scratch. "It works on my machine" = enumerate env differences before dismissing. "One more restart" = read the last error verbatim; never restart more than twice without new evidence.
See references/durable-context.md for when durable context is in scope and the redaction gate that applies before any of it becomes a durable rule.
For /hunt: durable context is hypothesis fuel only, and current code, logs, and repro evidence override memory. It never replaces a fresh root-cause sentence or a reproducible symptom list.
sw_vers / node --version / grep first. No results = re-examine the path.Spacing.s4, --gap-content, etc.) and verify the asymmetry was hiding a missing constraint. Asymmetry that survives tuning is structural; more tuning will not converge.If the bug genuinely needs a refactor first (e.g. the cause cannot be addressed without changing a shared interface), pause, name the refactor explicitly, and ask. Do not silently bundle it. A bug fix that grew into a refactor is a separate PR.
Activate when: "以前是好的", "之前是好的", "used to work", "上一次提交还是对的", "broke after update", or the user remembers a specific good commit or version.
git status --short --branch -uall. Any modified, staged, or untracked files mean no bisect in the current checkout: run it in a temporary detached worktree and remove that worktree when done. If a temporary worktree is impossible, stop and ask for explicit cleanup/stash approval.git diff <last-good>..HEAD -- <suspect path> and read the delta first. The regression is usually visible there at a fraction of a bisect's cost; fall through to bisect only when the diff is too large or the culprit is not obvious.git bisect good/bad), including when you test a suspect commit directly. When it names the culprit, read only that diff down to the specific line, then run git bisect reset before removing the temporary worktree.Activate when the user says the same issue is still wrong after a fix, provides a "good" screenshot/version/file, or describes a visual result as previously correct.
Treat the reference as evidence, not decoration: list every reported and visible symptom in the user's concrete words ("still slow", "尖刺", "先显示上一个内容"); identify the reference oracle (last-good commit, old build, fixture, screenshot, described expected state); define the pass/fail check before editing; then name the exact current-vs-reference delta. Do not generalize a visual defect into "style polish" when the evidence points to a broken render, race, font pipeline, or state path. If the same symptom survives one attempted fix, stop and rebuild the hypothesis from the evidence; do not stack patches onto a disproven explanation.
If the issue is purely subjective UI taste, route to /ui. If it is rendering, state, timing, build output, font generation, or a regression from a known-good version, stay in /hunt.
Activate after fixing a root-cause pattern, before declaring the bug done; also when the user says "举一反三", "举一反三深入看看", or "其他地方有没有同样问题". The same shape often hides in N other places; one local fix that ignores the blast leaves N - 1 bugs in the tree.
Extract the pattern signature (the specific function, regex, API call, CSS selector, lock acquisition, validation skip, or input boundary that produced the bug) and grep -rn it across the repo, excluding generated dirs, build output, and vendored deps; for class-of-bug patterns ("any handler missing the lock"), grep the surrounding shape, not just the literal text. For every match, answer in writing: same bug / safe to leave (why) / unsure (ask the user). Do not silently skip a match, and do not claim "fixed" until the blast report is in the Output block. Unrelated bugs the sweep surfaces get listed, not fixed in this PR, unless the user agrees.
Run the one probe that would fail if the hypothesis were wrong, then read it. If the evidence contradicts the hypothesis, discard it completely and re-orient on what the probe just showed. Do not stack a fix onto a disproven hypothesis, and do not keep one just because the code "looks like" the cause.
Use this ladder before claiming a bug is fixed:
Compile-only is not enough for UI, native-app, visual, rendering, or generated-artifact bugs. If the runtime check is impossible in the environment, say why and hand off the exact screen, command, or artifact to verify.
When the reporter's environment is the missing rung and it cannot be reproduced locally, the next artifact is a read-only probe they can paste and run, not another hypothesis. Have it print the environment, the disputed measurement, and the state of whatever the hypothesis turns on, and nothing that could carry a secret or a private path. Assume none of your own layout: their install method, directory conventions, locale, shell, and version all differ, so discover rather than hardcode. Ship it as plain copyable text with one command to run and one block to paste back. Two rounds of "could you check whether..." without a probe is the shape this replaces.
For recurring classes of failures, load references/failure-patterns.md before adding a second fix.
Activate when a desktop or mobile native app reports beachball, not responding, tab-switch freeze, first-open lag, idle wake stall, overlay lockup, or a screenshot shows a frozen app.
Evidence to collect before changing code:
sample <process>, recent app logs, CPU and memory footprint, thread count, and whether the main thread is blocked, spinning, or allocating..task, synchronous icon or metadata lookup, filesystem scans, URL parent walks, notification callbacks, and app/window wake handlers.Common native freeze traps:
Compile-only and source-only checks are insufficient for this mode. The outcome must include the runtime capture, the root-cause frame or state transition, the focused regression guard, and any sibling matches that were fixed or explicitly left safe.
Every log is a yes/no question: "if this prints X before Y, hypothesis A survives; otherwise A is dead." A log that cannot rule a hypothesis in or out is noise. Remove temporary logs before finishing; gate persistent diagnostics behind the project's debug flag. If adding a log changes the behavior, that is itself evidence of a timing, lifecycle, or concurrency problem. Full playbook: references/logging-techniques.md.
| What happened | Rule | |---------------|------| | Patched client pane instead of local pane | Trace the execution path backward before touching any file | | MCP not loading, switched tools instead of diagnosing | Check server status, API key, config before switching methods | | Blamed the visible app before measuring the raw system/tooling layer | Measure the lower layer first, then retire ruled-out hypotheses explicitly | | Orchestrator said RUNNING but TTS vendor was misconfigured | In multi-stage pipelines, test each stage in isolation | | Race condition diagnosed as a stale-state bug | For timing-sensitive issues, inspect event timestamps and ordering before state | | Added logs everywhere and still could not explain the bug | Rewrite each log as a yes/no question. Delete logs that do not rule a hypothesis in or out | | Reproduced locally but failed in CI | Align the environment first (runtime version, env vars, timezone), then chase the code | | Stack trace points deep into a library | Walk back 3 frames into your own code; the bug is almost always there, not in the dependency | | Worked when launched from app, broke when opened via file association / drag-drop / deep link / external proxy | Reproduce using the exact entry point the user described. App-internal init differs from cold-launch-with-file init; state may not be ready when the document arrives. | | Build passed but UI still looked wrong | Move up the Runtime Evidence Ladder and verify the real rendered surface or artifact. | | Fix matched the reporter's setup but changed nothing for everyone else, or regressed the default | A defect report is evidence, not the full scope. State whether the fix changes the default experience for all users or only the reporter's configuration, and prefer fixing the default path. | | Broke after toggling theme / mode / locale, fine after restart | State not re-applied on the toggle path. Trace the toggle's recompute or invalidation route first; do not tune styles pixel by pixel while the state path is broken. | | Changed the algorithm but the output stayed wrong | The reader may be hitting persisted output written by the old code (scan results, analysis cache, snapshot with a TTL). Changing generated-then-persisted data requires invalidating or version-bumping the old cache in the same change; before re-diagnosing, confirm the runtime is not reading stale data. | | Reporter reproduces, local machine is fine, agent patched blind | Produce one copy-paste diagnostic command first (single command, silent collection, one output file, a privacy note), diagnose from the returned evidence, then fix. |
Activate when: "PDF looks wrong", "page break issue", "font not rendering", broken PDF output, or print layout wrong.
Load references/rendering-debug.md for the full diagnosis checklist (WeasyPrint quirks, font loading, page overflow, browser print CSS). Static analysis first, then reproduce if needed.
For input method, character rendering, or text encoding bugs (IME state, cursor drift, emoji splitting, composition events), check references/ime-unicode.md first before forming a hypothesis.
Open the wrap-up with one plain line stating the outcome and whether the changes are committed; the block below supports that line, it does not replace it.
Root cause: [what was wrong, file:line]
Fix: [what changed, file:line]
Sibling sweep: [N same-shape sites checked, N fixed / none found / not run, why]
Confirmed: [evidence or test that proves the fix]
Tests: [pass/fail count, regression test location]
Regression guard: [test file:line] or [none, reason]Status: resolved, resolved with caveats (state them), or blocked (state what is unknown).
Regression guard rule: for any bug that recurred or was previously "fixed", the fix is not done until:
Symptom:
[Original error description, one sentence]
Hypotheses Tested:
1. [Hypothesis 1] → [Test method] → [Result: ruled out because...]
2. [Hypothesis 2] → [Test method] → [Result: ruled out because...]
3. [Hypothesis 3] → [Test method] → [Result: ruled out because...]
Evidence Collected:
- [Log snippets / stack traces / file content]
- [Reproduction steps]
- [Environment info: versions, config, runtime]
Ruled Out:
- [Root causes that have been eliminated]
Unknowns:
- [What is still unclear]
- [What information is missing]
Suggested Next Steps:
1. [Next investigation direction]
2. [External tools or permissions that may be needed]
3. [Additional context the user should provide]Status: blocked
Other measured skills in the registry, with their headline benchmark lift.