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Get Started Free →Interactive hypothesis-driven debugging with documented exploration, understanding evolution, and analysis-assisted correction.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-16 | ✗→✓ | ▲ Improved | 175% | 0% |
| case-17 | ✗→✓ | ▲ Improved | 140% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 85% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 193% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 56% | 0% |
Enhanced evidence-based debugging with documented exploration process. Records understanding evolution, consolidates insights, and uses analysis to correct misunderstandings.
Core workflow: Explore → Document → Log → Analyze → Correct Understanding → Fix → Verify
Key enhancements over /prompts:debug:
$BUG
Run ccw spec load --category debug for known issues, workarounds, and root-cause notes.
Session Detection:
├─ Check if debug session exists for this bug
├─ EXISTS + understanding.md exists → Continue mode
└─ NOT_FOUND → Explore mode
Explore Mode:
├─ Locate error source in codebase
├─ Document initial understanding in understanding.md
├─ Generate testable hypotheses with analysis validation
├─ Add NDJSON logging instrumentation
└─ Output: Hypothesis list + await user reproduction
Analyze Mode:
├─ Parse debug.log, validate each hypothesis
├─ Use analysis to evaluate hypotheses and correct understanding
├─ Update understanding.md with:
│ ├─ New evidence
│ ├─ Corrected misunderstandings (strikethrough + correction)
│ └─ Consolidated current understanding
└─ Decision:
├─ Confirmed → Fix root cause
├─ Inconclusive → Add more logging, iterate
└─ All rejected → Assisted new hypotheses
Fix & Cleanup:
├─ Apply fix based on confirmed hypothesis
├─ User verifies
├─ Document final understanding + lessons learned
├─ Remove debug instrumentation
└─ If not fixed → Return to Analyze mode##### Step 0: Determine Project Root
检测项目根目录,确保 .workflow/ 产物位置正确:
bashPROJECT_ROOT=$(git rev-parse --show-toplevel 2>/dev/null || pwd)
优先通过 git 获取仓库根目录;非 git 项目回退到 pwd 取当前绝对路径。 存储为 {projectRoot},后续所有 .workflow/ 路径必须以此为前缀。
javascriptconst getUtc8ISOString = () => new Date(Date.now() + 8 * 60 * 60 * 1000).toISOString() const projectRoot = bash('git rev-parse --show-toplevel 2>/dev/null || pwd').trim() const bugSlug = "$BUG".toLowerCase().replace(/[^a-z0-9]+/g, '-').substring(0, 30) const dateStr = getUtc8ISOString().substring(0, 10) const sessionId = `DBG-${dateStr}-${bugSlug}` const sessionFolder = `${projectRoot}/.workflow/.debug/${sessionId}` const debugLogPath = `${sessionFolder}/debug.log` const understandingPath = `${sessionFolder}/understanding.md` const hypothesesPath = `${sessionFolder}/hypotheses.json` // Auto-detect mode const sessionExists = fs.existsSync(sessionFolder) const hasUnderstanding = sessionExists && fs.existsSync(understandingPath) const logHasContent = sessionExists && fs.existsSync(debugLogPath) && fs.statSync(debugLogPath).size > 0 const mode = logHasContent ? 'analyze' : (hasUnderstanding ? 'continue' : 'explore') if (!sessionExists) { bash(`mkdir -p ${sessionFolder}`) }
javascript// Extract keywords from bug description const keywords = extractErrorKeywords("$BUG") // Search codebase for error locations const searchResults = [] for (const keyword of keywords) { const results = Grep({ pattern: keyword, path: ".", output_mode: "content", "-C": 3 }) searchResults.push({ keyword, results }) } // Identify affected files and functions const affectedLocations = analyzeSearchResults(searchResults)
Create understanding.md:
markdown# Understanding Document **Session ID**: ${sessionId} **Bug Description**: $BUG **Started**: ${getUtc8ISOString()} --- ## Exploration Timeline ### Iteration 1 - Initial Exploration (${timestamp}) #### Current Understanding Based on bug description and initial code search: - Error pattern: ${errorPattern} - Affected areas: ${affectedLocations.map(l => l.file).join(', ')} - Initial hypothesis: ${initialThoughts} #### Evidence from Code Search ${searchResults.map(r => ` **Keyword: "${r.keyword}"** - Found in: ${r.results.files.join(', ')} - Key findings: ${r.insights} `).join('\n')} #### Next Steps - Generate testable hypotheses - Add instrumentation - Await reproduction --- ## Current Consolidated Understanding ${initialConsolidatedUnderstanding}
Analyze the bug and generate 3-5 testable hypotheses:
javascript// Hypothesis generation based on error pattern const HYPOTHESIS_PATTERNS = { "not found|missing|undefined|未找到": "data_mismatch", "0|empty|zero|registered": "logic_error", "timeout|connection|sync": "integration_issue", "type|format|parse": "type_mismatch" } function generateHypotheses(bugDescription, affectedLocations) { // Generate targeted hypotheses based on error analysis // Each hypothesis includes: // - id: H1, H2, ... // - description: What might be wrong // - testable_condition: What to log // - logging_point: Where to add instrumentation // - evidence_criteria: What confirms/rejects it return hypotheses }
Save to hypotheses.json:
json{ "iteration": 1, "timestamp": "2025-01-21T10:00:00+08:00", "hypotheses": [ { "id": "H1", "description": "Data structure mismatch - expected key not present", "testable_condition": "Check if target key exists in dict", "logging_point": "file.py:func:42", "evidence_criteria": { "confirm": "data shows missing key", "reject": "key exists with valid value" }, "likelihood": 1, "status": "pending" } ] }
For each hypothesis, add logging at the specified location:
Python template:
python# region debug [H{n}] try: import json, time _dbg = { "sid": "{sessionId}", "hid": "H{n}", "loc": "{file}:{line}", "msg": "{testable_condition}", "data": { # Capture relevant values here }, "ts": int(time.time() * 1000) } with open(r"{debugLogPath}", "a", encoding="utf-8") as _f: _f.write(json.dumps(_dbg, ensure_ascii=False) + "\n") except: pass # endregion
JavaScript/TypeScript template:
javascript// region debug [H{n}] try { require('fs').appendFileSync("{debugLogPath}", JSON.stringify({ sid: "{sessionId}", hid: "H{n}", loc: "{file}:{line}", msg: "{testable_condition}", data: { /* Capture relevant values */ }, ts: Date.now() }) + "\n"); } catch(_) {} // endregion
## Hypotheses Generated
Based on error "$BUG", generated {n} hypotheses:
{hypotheses.map(h => `
### ${h.id}: ${h.description}
- Logging at: ${h.logging_point}
- Testing: ${h.testable_condition}
- Evidence to confirm: ${h.evidence_criteria.confirm}
- Evidence to reject: ${h.evidence_criteria.reject}
`).join('')}
**Debug log**: ${debugLogPath}
**Next**: Run reproduction steps, then come back for analysis.javascript// Parse NDJSON log const entries = Read(debugLogPath).split('\n') .filter(l => l.trim()) .map(l => JSON.parse(l)) // Group by hypothesis const byHypothesis = groupBy(entries, 'hid') // Validate each hypothesis for (const [hid, logs] of Object.entries(byHypothesis)) { const hypothesis = hypotheses.find(h => h.id === hid) const latestLog = logs[logs.length - 1] // Check if evidence confirms or rejects hypothesis const verdict = evaluateEvidence(hypothesis, latestLog.data) // Returns: 'confirmed' | 'rejected' | 'inconclusive' }
Review the debug log and evaluate each hypothesis:
Append new iteration to understanding.md:
markdown### Iteration ${n} - Evidence Analysis (${timestamp}) #### Log Analysis Results ${results.map(r => ` **${r.id}**: ${r.verdict.toUpperCase()} - Evidence: ${JSON.stringify(r.evidence)} - Reasoning: ${r.reason} `).join('\n')} #### Corrected Understanding Previous misunderstandings identified and corrected: ${corrections.map(c => ` - ~~${c.wrong}~~ → ${c.corrected} - Why wrong: ${c.reason} - Evidence: ${c.evidence} `).join('\n')} #### New Insights ${newInsights.join('\n- ')} ${confirmedHypothesis ? ` #### Root Cause Identified **${confirmedHypothesis.id}**: ${confirmedHypothesis.description} Evidence supporting this conclusion: ${confirmedHypothesis.supportingEvidence} ` : ` #### Next Steps ${nextSteps} `} --- ## Current Consolidated Understanding (Updated) ${consolidatedUnderstanding}
json{ "iteration": 2, "timestamp": "2025-01-21T10:15:00+08:00", "hypotheses": [ { "id": "H1", "status": "rejected", "verdict_reason": "Evidence shows key exists with valid value", "evidence": {...} }, { "id": "H2", "status": "confirmed", "verdict_reason": "Log data confirms timing issue", "evidence": {...} } ], "corrections": [ { "wrong_assumption": "...", "corrected_to": "...", "reason": "..." } ] }
Based on confirmed hypothesis, implement the fix in the affected files.
Append to understanding.md:
markdown### Iteration ${n} - Resolution (${timestamp}) #### Fix Applied - Modified files: ${modifiedFiles.join(', ')} - Fix description: ${fixDescription} - Root cause addressed: ${rootCause} #### Verification Results ${verificationResults} #### Lessons Learned What we learned from this debugging session: 1. ${lesson1} 2. ${lesson2} 3. ${lesson3} #### Key Insights for Future - ${insight1} - ${insight2}
Remove debug instrumentation by searching for region markers:
javascriptconst instrumentedFiles = Grep({ pattern: "# region debug|// region debug", output_mode: "files_with_matches" }) for (const file of instrumentedFiles) { // Remove content between region markers removeDebugRegions(file) }
{projectRoot}/.workflow/.debug/DBG-{date}-{slug}/
├── debug.log # NDJSON log (execution evidence)
├── understanding.md # Exploration timeline + consolidated understanding
└── hypotheses.json # Hypothesis history with verdictsmarkdown# Understanding Document **Session ID**: DBG-xxx-2025-01-21 **Bug Description**: [original description] **Started**: 2025-01-21T10:00:00+08:00 --- ## Exploration Timeline ### Iteration 1 - Initial Exploration (2025-01-21 10:00) #### Current Understanding ... #### Evidence from Code Search ... #### Hypotheses Generated ... ### Iteration 2 - Evidence Analysis (2025-01-21 10:15) #### Log Analysis Results ... #### Corrected Understanding - ~~[wrong]~~ → [corrected] #### Analysis Results ... --- ## Current Consolidated Understanding ### What We Know - [valid understanding points] ### What Was Disproven - ~~[disproven assumptions]~~ ### Current Investigation Focus [current focus] ### Remaining Questions - [open questions]
Each line is a JSON object:
json{"sid":"DBG-xxx-2025-01-21","hid":"H1","loc":"file.py:func:42","msg":"Check dict keys","data":{"keys":["a","b"],"target":"c","found":false},"ts":1734567890123}
| Field | Description | |-------|-------------| | sid | Session ID | | hid | Hypothesis ID (H1, H2, ...) | | loc | Code location | | msg | What's being tested | | data | Captured values | | ts | Timestamp (ms) |
First Call (BUG="error"):
├─ No session exists → Explore mode
├─ Extract error keywords, search codebase
├─ Document initial understanding in understanding.md
├─ Generate hypotheses
├─ Add logging instrumentation
└─ Await user reproduction
After Reproduction (BUG="error"):
├─ Session exists + debug.log has content → Analyze mode
├─ Parse log, evaluate hypotheses
├─ Update understanding.md with:
│ ├─ Evidence analysis results
│ ├─ Corrected misunderstandings (strikethrough)
│ ├─ New insights
│ └─ Updated consolidated understanding
├─ Update hypotheses.json with verdicts
└─ Decision:
├─ Confirmed → Fix → Document resolution
├─ Inconclusive → Add logging, document next steps
└─ All rejected → Assisted new hypotheses
Output:
├─ {projectRoot}/.workflow/.debug/DBG-{date}-{slug}/debug.log
├─ {projectRoot}/.workflow/.debug/DBG-{date}-{slug}/understanding.md (evolving document)
└─ {projectRoot}/.workflow/.debug/DBG-{date}-{slug}/hypotheses.json (history)| Situation | Action | |-----------|--------| | Empty debug.log | Verify reproduction triggered the code path | | All hypotheses rejected | Generate new hypotheses based on disproven assumptions | | Fix doesn't work | Document failed fix attempt, iterate with refined understanding | | >5 iterations | Review consolidated understanding, escalate with full context | | Understanding too long | Consolidate aggressively, archive old iterations to separate file |
When updating "Current Consolidated Understanding":
Bad (cluttered):
markdown## Current Consolidated Understanding In iteration 1 we thought X, but in iteration 2 we found Y, then in iteration 3... Also we checked A and found B, and then we checked C...
Good (consolidated):
markdown## Current Consolidated Understanding ### What We Know - Error occurs during runtime update, not initialization - Config value is None (not missing key) ### What Was Disproven - ~~Initialization error~~ (Timing evidence) - ~~Missing key hypothesis~~ (Key exists) ### Current Investigation Focus Why is config value None during update?
| Feature | Description | |---------|-------------| | NDJSON logging | Structured debug log with hypothesis tracking | | Hypothesis generation | Analysis-assisted hypothesis creation | | Exploration documentation | understanding.md with timeline | | Understanding evolution | Timeline + corrections tracking | | Error correction | Strikethrough + reasoning for wrong assumptions | | Consolidated learning | Current understanding section | | Hypothesis history | hypotheses.json with verdicts | | Analysis validation | At key decision points |
Best suited for:
Now execute the debug-with-file workflow for bug: $BUG
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