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Get Started Free →Expert skill in battery management focusing on powertrain domain applications. Covers 300 topics across powertrain domain. Includes 300 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.
.claude/skills/pangzhenying2025-automotive-powertrain/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 509% | 0% |
| case-16 | ✓→✗ | ▼ Worse | 649% | 0% |
| case-23 | ✓→✗ | ▼ Worse | 516% | 0% |
| case-06 | ✓→✓ | = Same ✓ | 602% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 626% | 0% |
300 skill files covering powertrain domain for automotive software engineering.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in battery management for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in charging systems for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in cvt control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in emissions control for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in energy management for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in ev propulsion for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in fuel injection for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in hybrid systems for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ice control for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in ignition systems for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in inverter control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in motor control for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in thermal management for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in transmission for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
Expert in turbocharger control for automotive powertrain systems.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-06 | pass→pass | 25,592 | 24,511 | -4% | 1 | 1 | 0% | 5,374 | 37,730 | +602% | 0 | 0 | — |
case-07 | fail→fail | 26,061 | 27,921 | +7% | 1 | 1 | 0% | 6,191 | 37,748 | +510% | 0 | 0 | — |
case-08 | fail→fail | 28,076 | 25,974 | -7% | 1 | 1 | 0% | 6,181 | 37,738 | +511% | 0 | 0 | — |
case-01 | fail→fail | 24,187 | 46,123 | +91% | 1 | 1 | 0% | 6,203 | 37,760 | +509% | 0 | 0 | — |
case-02 | fail→fail | 27,281 | 26,957 | -1% | 1 | 1 | 0% | 6,202 | 37,759 | +509% | 0 | 0 | — |
case-03 | fail→pass | 25,528 | 45,582 | +79% | 1 | 1 | 0% | 6,201 | 37,758 | +509% | 0 | 0 | — |
case-04 | pass→pass | 24,959 | 27,794 | +11% | 1 | 1 | 0% | 5,201 | 37,735 | +626% | 0 | 0 | — |
case-05 | pass→pass | 18,985 | 19,065 | +0% | 1 | 1 | 0% | 4,647 | 36,380 | +683% | 0 | 0 | — |
case-09 | fail→fail | 27,591 | 49,838 | +81% | 1 | 1 | 0% | 6,175 | 37,732 | +511% | 0 | 0 | — |
case-10 | fail→fail | 29,152 | 28,804 | -1% | 1 | 1 | 0% | 6,184 | 37,742 | +510% | 0 | 0 | — |
case-11 | fail→fail | 30,205 | 31,131 | +3% | 1 | 1 | 0% | 6,181 | 37,738 | +511% | 0 | 0 | — |
case-12 | fail→fail | 30,263 | 31,418 | +4% | 1 | 1 | 0% | 6,178 | 37,735 | +511% | 0 | 0 | — |
case-13 | fail→fail | 31,069 | 29,192 | -6% | 1 | 1 | 0% | 6,180 | 37,737 | +511% | 0 | 0 | — |
case-14 | fail→fail | 30,941 | 29,384 | -5% | 1 | 1 | 0% | 6,185 | 37,743 | +510% | 0 | 0 | — |
case-15 | fail→fail | 36,006 | 30,061 | -17% | 1 | 1 | 0% | 6,179 | 37,736 | +511% | 0 | 0 | — |
case-16 | pass→fail | 25,524 | 30,439 | +19% | 1 | 1 | 0% | 5,039 | 37,733 | +649% | 0 | 0 | — |
case-17 | fail→fail | 30,145 | 30,985 | +3% | 1 | 1 | 0% | 6,181 | 37,738 | +511% | 0 | 0 | — |
case-18 | fail→fail | 32,113 | 28,803 | -10% | 1 | 1 | 0% | 6,181 | 37,738 | +511% | 0 | 0 | — |
case-19 | fail→fail | 31,208 | 29,820 | -4% | 1 | 1 | 0% | 6,186 | 37,743 | +510% | 0 | 0 | — |
case-20 | fail→fail | 30,824 | 30,449 | -1% | 1 | 1 | 0% | 6,181 | 37,738 | +511% | 0 | 0 | — |
case-21 | fail→fail | 30,304 | 29,995 | -1% | 1 | 1 | 0% | 6,187 | 37,744 | +510% | 0 | 0 | — |
case-22 | fail→fail | 30,386 | 31,890 | +5% | 1 | 1 | 0% | 6,174 | 37,731 | +511% | 0 | 0 | — |
case-23 | pass→fail | 29,710 | 29,642 | -0% | 1 | 1 | 0% | 6,120 | 37,729 | +516% | 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. 23 cases were attempted. The headline lift of -6 percentage points is the difference between those two pass rates over the 23 comparable cases. 6 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.