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Get Started Free →Structured rework with git blame attribution for failed goal iterations. Maps failures to responsible changes and routes targeted fix briefs.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 47% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 307% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 29% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 30% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 7% | 0% |
Structured rework with blame attribution for failed goal iterations. When the oracle says "fail," don't blindly retry — identify what broke, map it to the responsible change, and route a targeted fix.
fail verdict during a goal iterationBlind retry is the #1 waste in autonomous loops. A rework loop instead:
git diff / git blame to find the responsible changeOracle: FAIL
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Parse failure → "tests/auth.test.ts:45 — token refresh assertion fails"
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Blame → "src/auth/refresh.ts:23 changed in this iteration"
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Rework brief → {file: "src/auth/refresh.ts", constraint: "only fix refresh logic"}
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Route → backend-engineer or typescript-reviewer
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Track → attempts[src/auth/refresh.ts] += 1The rework brief is a structured context packet for the next iteration:
markdown## REWORK BRIEF **Goal:** {original objective} **Iteration:** {N} (rework attempt {M} for this location) **Failing evidence:** - Test: tests/auth.test.ts:45 — "should refresh expired tokens" - Error: Expected token.expiresAt to be > now, got 2024-01-01 **Root cause (blame):** - File: src/auth/refresh.ts:23 - Change: Added early return before expiry check - Commit: (this iteration, uncommitted) **Constraint:** - ONLY modify src/auth/refresh.ts - DO NOT touch test files (they define correct behavior) - The refresh logic must handle: valid token, expired token, missing token **Suggested fix:** - Remove the early return at line 23 - Ensure expiry check runs before refresh attempt
Rework escalates to triage when:
| Condition | Action | |-----------|--------| | 3+ rework attempts on same location | Escalate: "persistent trouble spot" | | Rework introduces new failures | Escalate: "regression cascade" | | Blame maps to multiple unrelated files | Escalate: "scope too broad for targeted rework" | | No clear blame (flaky test, env issue) | Escalate: "non-deterministic failure" |
git diff --name-only (this iteration vs last good)git diff <file> to extract specific hunksTrack attempts per file/function to detect patterns:
json{ "src/auth/refresh.ts": { "attempts": 3, "lastAttempt": "2024-01-15T10:30:00Z", "outcomes": ["fail", "fail", "pass"], "totalCost": 1.20 } }
When attempts >= 3 without convergence: this is a persistent trouble spot. The loop should escalate rather than keep burning budget.
/goal: Rework replaces blind retry in the maker-oracle loopcompletion-oracle.js: Oracle's failReasons feed into blame parsing/triage: Escalated rework items go to triage inboxOther measured skills in the registry, with their headline benchmark lift.