trellis-break-loop
Skill2 starsChanged 26 days agoMITView on GitHub
Deep bug analysis to break the fix-forget-repeat cycle. Analyzes root cause category, why fixes failed, prevention mechanisms, and captures knowledge into specs. Use after fixing a bug to prevent the same class of bugs.
21 other projects use a version of this, 5 of them edited; 2 new projects in the last 4 weeks, against 1 the 4 before.
Adopted by
Rising: 2 new projects took it in the last 4 weeks, 2× the 4 weeks before.thin data
Most recently taken up by
- phoben/agent-skillsedited, first seen Nov 8, 2026
- vibex-ai/vibexword for word, first seen Nov 8, 2026
- mipawn/cc-useword for word, first seen Nov 1, 2026
- deequoique/stashseekword for word, first seen Oct 20, 2026
- zhexin233-ui/easytoagentsword for word, first seen Oct 11, 2026
- wuwei-crg/LXB-Frameworkedited, first seen Oct 8, 2026
Other versions21 projects use a version of this.
Word for word · 16
- mindfold-ai/Trellis★ 15k100% same
- EcoPasteHub/EcoPaste★ 7.5k100% same
- QiaoKes/fntv-electron★ 1.3k100% same
- CharTyr/STS2-Agent★ 357100% same
- hsingjui/ContextWeaver★ 295100% same
- fy-agent/fyagent★ 218100% same
- vibex-ai/vibex★ 70100% same
- deequoique/stashseek★ 58100% same
- mipawn/cc-use★ 9100% same
- xhl592576605/agent-skills-mesh★ 8100% same
6 more not listed
Edited · 5
- mumu-0922/GankAIGC★ 39699% same
- wuwei-crg/LXB-Framework★ 30199% same
- linyimin0812/folyn★ 4199% same
- ofoxai/skills★ 298% same
- phoben/agent-skills★ 099% same
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository24 other files it gives its agents.
- AGENTS.mdAGENTS.md
- source-command-trellis-continueSkill
- source-command-trellis-finish-workSkill
- trellis-before-devSkill
- trellis-brainstormSkill
- trellis-break-loopSkill
- trellis-channelSkill
- trellis-checkSkill
- trellis-continueSkill
- trellis-finish-workSkill
- trellis-metaSkill
- trellis-session-insightSkill
- trellis-spec-bootstrapSkill
- trellis-startSkill
- trellis-update-specSkill
- trellis-before-devSkill
- trellis-brainstormSkill
- trellis-channelSkill
- trellis-checkSkill
- trellis-metaSkill
- trellis-session-insightSkill
- trellis-spec-bootstrapSkill
- trellis-update-specSkill
- delegate-with-codedeckSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
14 rules. 4 are common, 5 are distinctive, and 5 are very specific to this project.
4
Common
Most of the 5 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
5
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Common: line 8
When debug is complete, use this for deep analysis to break the "fix bug -> forget -> repeat" cycle.
- Common: line 30
If you tried multiple fixes before succeeding, analyze each failure:
- Distinctive: line 116
When multiple root causes are plausible and evidence is incomplete, update your beliefs proportionally to new evidence rather than clinging …
- Distinctive: line 120
Before investigating, state what you believe and why:
- Distinctive: line 132
Document what you found — be specific about reliability:
- Distinctive: line 149
Don't gather more of the same.
- Distinctive: line 162
Never express binary certainty when evidence is incomplete.
- Common: line 176
IMPORTANT: After completing the analysis above, you MUST immediately:
- Common: line 178
Update spec/guides: - Don't just list TODOs, actually update the relevant files:
- Very specific: line 179
If it's a cross-platform issue → update cross-platform-thinking-guide.md
- Very specific: line 180
If it's a cross-layer issue → update cross-layer-thinking-guide.md
- Very specific: line 181
If it's a code reuse issue → update code-reuse-thinking-guide.md
- Very specific: line 182
If it's domain-specific → update backend/*.md or frontend/*.md
- Very specific: line 184
Sync templates: - After updating .trellis/spec/, sync to src/templates/markdown/spec/
“Common” is measured: kept by at least 6 in 10 of the 5 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Break the Loop - Deep Bug Analysis
When debug is complete, use this for deep analysis to break the "fix bug -> forget -> repeat" cycle.
Analysis Framework
Analyze the bug you just fixed from these 5 dimensions:
1. Root Cause Category
Which category does this bug belong to?
| Category | Characteristics | Example |
| A. Missing Spec | No documentation on how to do it | New feature without checklist |
| B. Cross-Layer Contract | Interface between layers unclear | API returns different format than expected |
| C. Change Propagation Failure | Changed one place, missed others | Changed function signature, missed call sites |
| D. Test Coverage Gap | Unit test passes, integration fails | Works alone, breaks when combined |
| E. Implicit Assumption | Code relies on undocumented assumption | Timestamp seconds vs milliseconds |
2. Why Fixes Failed (if applicable)
If you tried multiple fixes before succeeding, analyze each failure:
- Surface Fix: Fixed symptom, not root cause
- Incomplete Scope: Found root cause, didn't cover all cases
- Tool Limitation: grep missed it, type check wasn't strict
- Mental Model: Kept looking in same layer, didn't think cross-layer
3. Prevention Mechanisms
What mechanisms would prevent this from happening again?
| Type | Description | Example |
| Documentation | Write it down so people know | Update thinking guide |
| Architecture | Make the error impossible structurally | Type-safe wrappers |
| Compile-time | Strict type checking, no escape hatches | Signature change causes compile error |
| Runtime | Monitoring, alerts, scans | Detect orphan entities |
| Test Coverage | E2E tests, integration tests | Verify full flow |
| Code Review | Checklist, PR template | "Did you check X?" |
4. Systematic Expansion
What broader problems does this bug reveal?
- Similar Issues: Where else might this problem exist?
- Design Flaw: Is there a fundamental architecture issue?
- Process Flaw: Is there a development process improvement?
- Knowledge Gap: Is the team missing some understanding?
5. Knowledge Capture
Solidify insights into the system:
- Update
.trellis/spec/guides/thinking guides - Update relevant
.trellis/spec/docs - Create issue record (if applicable)
- Create feature ticket for root fix
- Update check guidelines if needed
Output Format
Please output analysis in this format:
## Bug Analysis: [Short Description]
### 1. Root Cause Category
- **Category**: [A/B/C/D/E] - [Category Name]
- **Specific Cause**: [Detailed description]
### 2. Why Fixes Failed (if applicable)
1. [First attempt]: [Why it failed]
2. [Second attempt]: [Why it failed]
...
### 3. Prevention Mechanisms
| Priority | Mechanism | Specific Action | Status |
|----------|-----------|-----------------|--------|
| P0 | ... | ... | TODO/DONE |
### 4. Systematic Expansion
- **Similar Issues**: [List places with similar problems]
- **Design Improvement**: [Architecture-level suggestions]
- **Process Improvement**: [Development process suggestions]
### 5. Knowledge Capture
- [ ] [Documents to update / tickets to create]Core Philosophy
The value of debugging is not in fixing the bug, but in making this class of bugs never happen again.
Three levels of insight:
- Tactical: How to fix THIS bug
- Strategic: How to prevent THIS CLASS of bugs
- Philosophical: How to expand thinking patterns
30 minutes of analysis saves 30 hours of future debugging.
Thinking Framework: Bayesian Reasoning
When multiple root causes are plausible and evidence is incomplete, update your beliefs proportionally to new evidence rather than clinging to initial assumptions.
Step 1: Establish Priors
Before investigating, state what you believe and why:
| Hypothesis | Prior | Reasoning |
| H1: [cause A] | 40% | Most common for this pattern |
| H2: [cause B] | 30% | Plausible given environment |
| H3: [other] | 30% | Catch-all |
Priors must sum to 100%. If you can't assign probabilities, investigate first.
Step 2: Observe Evidence
Document what you found — be specific about reliability:
- What exactly did you observe?
- How reliable? (test output > log message > user report > hunch)
- Could multiple hypotheses explain this?
Step 3: Update Beliefs
For each hypothesis, ask: How likely is this evidence if this hypothesis were true?
Direction of update matters more than calculation:
- Evidence strongly predicted by H1 → H1 probability increases
- Evidence contradicts H2 → H2 probability decreases
- Evidence equally likely under all → no update
Step 4: Seek Discriminating Evidence
Don't gather more of the same. Find evidence that differs strongly between top hypotheses.
If H1 and H3 are close: "What would I see if H1 is true but not if H3 is true?" Then check for that.
Step 5: State Confidence
| Confidence | Action |
| 90%+ | Proceed with fix, monitor |
| 70-90% | Proceed, add fallback check |
| 50-70% | Test hypothesis before committing |
| <50% | Need more evidence, don't guess |
Never express binary certainty when evidence is incomplete. Use "most likely", "plausible but unlikely", "worth investigating".
Common Fallacies
| Fallacy | Example | Correction |
| Base rate neglect | "Test failed → code is broken" | How often do tests fail for other reasons? |
| Confirmation bias | "Must be a race condition, let me find race evidence" | Actively seek evidence AGAINST your top hypothesis |
| Anchoring | "Last time it was caching, probably caching again" | Establish priors from current context, not yesterday's bug |
After Analysis: Immediate Actions
IMPORTANT: After completing the analysis above, you MUST immediately:
- Update spec/guides - Don't just list TODOs, actually update the relevant files:
- If it's a cross-platform issue → update
cross-platform-thinking-guide.md - If it's a cross-layer issue → update
cross-layer-thinking-guide.md - If it's a code reuse issue → update
code-reuse-thinking-guide.md - If it's domain-specific → update
backend/*.mdorfrontend/*.md
- If it's a cross-platform issue → update
- Sync templates - After updating
.trellis/spec/, sync tosrc/templates/markdown/spec/ - Commit the spec updates - This is the primary output, not just the analysis text
The analysis is worthless if it stays in chat. The value is in the updated specs.
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