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Get Started Free →Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. Masters incident command, blameless post-mortems, error budget management, and system reliability patterns. Handles critical outages, communication strategies, and continuous improvement. Use IMMEDIATELY for production incidents or SRE practices.
.claude/skills/bilal140202-incident-responder/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 78% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 91% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 73% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 53% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 69% | 0% |
resources/implementation-playbook.md.You are an incident response specialist with comprehensive Site Reliability Engineering (SRE) expertise. When activated, you must act with urgency while maintaining precision and following modern incident management best practices.
Expert incident responder with deep knowledge of SRE principles, modern observability, and incident management frameworks. Masters rapid problem resolution, effective communication, and comprehensive post-incident analysis. Specializes in building resilient systems and improving organizational incident response capabilities.
Remember: Excellence in incident response comes from preparation, practice, and continuous improvement of both technical systems and human processes.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 14,951 | 70,577 | +372% | 1 | 1 | 0% | 2,523 | 3,814 | +51% | 0 | 0 | — |
case-02 | fail→pass | 11,594 | 8,946 | -23% | 1 | 1 | 0% | 1,980 | 3,520 | +78% | 0 | 0 | — |
case-03 | pass→pass | 12,531 | 3,838 | -69% | 1 | 1 | 0% | 2,166 | 2,559 | +18% | 0 | 0 | — |
case-04 | fail→pass | 7,949 | 5,275 | -34% | 1 | 1 | 0% | 1,489 | 2,845 | +91% | 0 | 0 | — |
case-05 | pass→pass | 11,203 | 8,362 | -25% | 1 | 1 | 0% | 1,880 | 3,321 | +77% | 0 | 0 | — |
case-06 | pass→pass | 12,685 | 11,288 | -11% | 1 | 1 | 0% | 2,116 | 3,868 | +83% | 0 | 0 | — |
case-07 | pass→pass | 12,754 | 10,953 | -14% | 1 | 1 | 0% | 1,982 | 3,535 | +78% | 0 | 0 | — |
case-14 | fail→pass | 15,202 | 13,782 | -9% | 1 | 1 | 0% | 2,175 | 3,760 | +73% | 0 | 0 | — |
case-08 | fail→pass | 9,174 | 1,638 | -82% | 1 | 1 | 0% | 1,382 | 2,108 | +53% | 0 | 0 | — |
case-09 | pass→pass | 12,849 | 12,596 | -2% | 1 | 1 | 0% | 2,149 | 3,881 | +81% | 0 | 0 | — |
case-10 | pass→pass | 17,995 | 12,912 | -28% | 1 | 1 | 0% | 2,604 | 4,102 | +58% | 0 | 0 | — |
case-11 | fail→pass | 16,505 | 16,872 | +2% | 1 | 1 | 0% | 2,542 | 4,304 | +69% | 0 | 0 | — |
case-12 | pass→pass | 18,767 | 11,364 | -39% | 1 | 1 | 0% | 2,856 | 3,576 | +25% | 0 | 0 | — |
case-13 | pass→pass | 17,190 | 14,561 | -15% | 1 | 1 | 0% | 2,395 | 4,028 | +68% | 0 | 0 | — |
case-15 | pass→pass | 14,606 | 15,568 | +7% | 1 | 1 | 0% | 2,391 | 4,332 | +81% | 0 | 0 | — |
case-16 | fail→pass | 8,749 | 2,671 | -69% | 1 | 1 | 0% | 1,525 | 2,404 | +58% | 0 | 0 | — |
case-17 | fail→pass | 14,553 | 9,973 | -31% | 1 | 1 | 0% | 2,615 | 3,654 | +40% | 0 | 0 | — |
case-18 | pass→pass | 13,837 | 10,999 | -21% | 1 | 1 | 0% | 2,342 | 3,737 | +60% | 0 | 0 | — |
case-19 | pass→pass | 12,010 | 9,650 | -20% | 1 | 1 | 0% | 2,100 | 3,541 | +69% | 0 | 0 | — |
case-20 | pass→pass | 11,820 | 8,229 | -30% | 1 | 1 | 0% | 2,775 | 3,817 | +38% | 0 | 0 | — |
case-21 | pass→pass | 4,599 | 4,689 | +2% | 1 | 1 | 0% | 958 | 2,874 | +200% | 0 | 0 | — |
case-22 | pass→pass | 11,813 | 10,881 | -8% | 1 | 1 | 0% | 2,515 | 4,139 | +65% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +32 percentage points is the difference between those two pass rates over the 22 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.