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Get Started Free →Expert skill in aging prediction focusing on battery domain applications. Covers 160 topics across battery domain. Includes 160 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.
.claude/skills/pangzhenying2025-automotive-battery/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-08 | ✗→✓ | ▲ Improved | 272% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 272% | 0% |
| case-05 | ✓→✗ | ▼ Worse | 272% | 0% |
| case-19 | ✓→✗ | ▼ Worse | 272% | 0% |
| case-06 | ✓→✓ | = Same ✓ | 295% | 0% |
160 skill files covering battery domain for automotive software engineering.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in aging prediction for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in battery diagnostics for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in bms for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in cell balancing for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in charging control for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in fast charging for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in safety monitoring for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soc estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in soh estimation for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
Expert in thermal management for automotive battery systems.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-02 | fail→fail | 31,591 | 26,999 | -15% | 1 | 1 | 0% | 6,209 | 23,094 | +272% | 0 | 0 | — |
case-03 | fail→fail | 27,919 | 28,606 | +2% | 1 | 1 | 0% | 6,200 | 23,085 | +272% | 0 | 0 | — |
case-01 | fail→fail | 29,032 | 26,839 | -8% | 1 | 1 | 0% | 6,223 | 23,108 | +271% | 0 | 0 | — |
case-04 | fail→fail | 24,767 | 30,094 | +22% | 1 | 1 | 0% | 6,224 | 23,109 | +271% | 0 | 0 | — |
case-05 | pass→fail | 25,687 | 30,158 | +17% | 1 | 1 | 0% | 6,208 | 23,093 | +272% | 0 | 0 | — |
case-06 | pass→pass | 26,295 | 28,286 | +8% | 1 | 1 | 0% | 5,639 | 22,251 | +295% | 0 | 0 | — |
case-07 | fail→fail | 28,230 | 27,619 | -2% | 1 | 1 | 0% | 6,207 | 23,092 | +272% | 0 | 0 | — |
case-08 | fail→pass | 28,463 | 28,843 | +1% | 1 | 1 | 0% | 6,212 | 23,097 | +272% | 0 | 0 | — |
case-09 | fail→fail | 26,554 | 27,712 | +4% | 1 | 1 | 0% | 6,210 | 23,095 | +272% | 0 | 0 | — |
case-10 | fail→fail | 27,423 | 27,562 | +1% | 1 | 1 | 0% | 6,218 | 23,103 | +272% | 0 | 0 | — |
case-11 | fail→fail | 28,726 | 28,506 | -1% | 1 | 1 | 0% | 6,212 | 23,098 | +272% | 0 | 0 | — |
case-12 | fail→pass | 30,946 | 29,593 | -4% | 1 | 1 | 0% | 6,206 | 23,091 | +272% | 0 | 0 | — |
case-13 | fail→fail | 31,436 | 30,331 | -4% | 1 | 1 | 0% | 6,214 | 23,098 | +272% | 0 | 0 | — |
case-14 | fail→fail | 28,989 | 31,234 | +8% | 1 | 1 | 0% | 6,225 | 23,110 | +271% | 0 | 0 | — |
case-15 | fail→fail | 29,253 | 31,446 | +7% | 1 | 1 | 0% | 6,212 | 23,097 | +272% | 0 | 0 | — |
case-16 | fail→fail | 31,443 | 30,323 | -4% | 1 | 1 | 0% | 6,216 | 23,101 | +272% | 0 | 0 | — |
case-17 | fail→fail | 29,927 | 31,237 | +4% | 1 | 1 | 0% | 6,211 | 23,096 | +272% | 0 | 0 | — |
case-18 | fail→fail | 32,355 | 30,709 | -5% | 1 | 1 | 0% | 6,213 | 23,098 | +272% | 0 | 0 | — |
case-19 | pass→fail | 29,065 | 32,003 | +10% | 1 | 1 | 0% | 6,215 | 23,100 | +272% | 0 | 0 | — |
case-20 | fail→fail | 30,056 | 27,191 | -10% | 1 | 1 | 0% | 5,897 | 23,077 | +291% | 0 | 0 | — |
case-21 | fail→fail | 30,281 | 32,586 | +8% | 1 | 1 | 0% | 5,613 | 22,707 | +305% | 0 | 0 | — |
case-22 | fail→fail | 27,852 | 35,830 | +29% | 1 | 1 | 0% | 5,017 | 23,086 | +360% | 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 -25 percentage points is the difference between those two pass rates over the 22 comparable cases. 7 cases got worse with the skill loaded, and they are included in that figure.
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.