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Get Started Free →Log all errors with full context, detect patterns, and suggest approach mutations to avoid repeated failures.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 160% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 69% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -8% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -67% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -57% | 0% |
Log all errors with full context, detect patterns, and suggest approach mutations to avoid repeated failures.
Error Analyst - pwf-error-analyst
projectPath - Root path for planning filesphaseName - Phase where error occurrederrors - Array of error objectserrorHistory - Previous errors for pattern detectionplanning-orchestrator.js - Error logging during phasesplanning-execution.js - Immediate error logging, pattern analysisplanning-verification.js - Error resolution checkingOther measured skills in the registry, with their headline benchmark lift.