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Get Started Free →Expert skill in adaptive platform focusing on autosar domain applications. Covers 264 topics across autosar domain. Includes 264 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.
.claude/skills/pangzhenying2025-automotive-autosar/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 449% | 0% |
| case-01 | ✗→✓ | ▲ Improved | 449% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 449% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 591% | 0% |
| case-22 | ✗→✓ | ▲ Improved | 958% | 0% |
264 skill files covering autosar domain for automotive software engineering.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in adaptive platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in classic platform for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in com stack for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in complex drivers for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in crypto stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in diagnostic stack for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in ecu abstraction for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in memory stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in nm stack for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in rte for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in security modules for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
Expert in service layer for automotive autosar systems.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-04 | fail→pass | 33,389 | 31,363 | -6% | 1 | 1 | 0% | 6,205 | 34,085 | +449% | 0 | 0 | — |
case-01 | fail→pass | 30,723 | 31,260 | +2% | 1 | 1 | 0% | 6,208 | 34,051 | +449% | 0 | 0 | — |
case-02 | fail→pass | 28,948 | 30,137 | +4% | 1 | 1 | 0% | 6,209 | 34,089 | +449% | 0 | 0 | — |
case-03 | fail→fail | 31,466 | 28,867 | -8% | 1 | 1 | 0% | 6,215 | 34,095 | +449% | 0 | 0 | — |
case-05 | pass→pass | 31,730 | 28,911 | -9% | 1 | 1 | 0% | 6,215 | 33,602 | +441% | 0 | 0 | — |
case-06 | pass→pass | 26,627 | 29,934 | +12% | 1 | 1 | 0% | 5,697 | 34,071 | +498% | 0 | 0 | — |
case-07 | pass→pass | 20,926 | 27,917 | +33% | 1 | 1 | 0% | 4,154 | 33,399 | +704% | 0 | 0 | — |
case-08 | fail→pass | 30,044 | 34,587 | +15% | 1 | 1 | 0% | 4,934 | 34,079 | +591% | 0 | 0 | — |
case-09 | pass→pass | 26,958 | 28,161 | +4% | 1 | 1 | 0% | 5,413 | 33,672 | +522% | 0 | 0 | — |
case-10 | pass→pass | 26,246 | 27,306 | +4% | 1 | 1 | 0% | 6,200 | 34,080 | +450% | 0 | 0 | — |
case-11 | pass→pass | 27,248 | 30,115 | +11% | 1 | 1 | 0% | 5,927 | 34,076 | +475% | 0 | 0 | — |
case-12 | pass→pass | 26,324 | 30,747 | +17% | 1 | 1 | 0% | 5,308 | 34,077 | +542% | 0 | 0 | — |
case-13 | pass→pass | 29,609 | 32,665 | +10% | 1 | 1 | 0% | 6,214 | 34,094 | +449% | 0 | 0 | — |
case-22 | fail→pass | 15,386 | 17,822 | +16% | 1 | 1 | 0% | 2,933 | 31,024 | +958% | 0 | 0 | — |
case-14 | fail→pass | 30,337 | 30,577 | +1% | 1 | 1 | 0% | 6,192 | 34,072 | +450% | 0 | 0 | — |
case-15 | fail→pass | 28,860 | 33,595 | +16% | 1 | 1 | 0% | 6,211 | 33,909 | +446% | 0 | 0 | — |
case-16 | pass→fail | 34,313 | 34,321 | +0% | 1 | 1 | 0% | 6,200 | 34,080 | +450% | 0 | 0 | — |
case-17 | pass→pass | 28,659 | 29,499 | +3% | 1 | 1 | 0% | 6,216 | 34,096 | +449% | 0 | 0 | — |
case-18 | pass→pass | 27,587 | 26,763 | -3% | 1 | 1 | 0% | 4,857 | 32,954 | +578% | 0 | 0 | — |
case-19 | pass→pass | 28,417 | 23,944 | -16% | 1 | 1 | 0% | 5,190 | 32,768 | +531% | 0 | 0 | — |
case-20 | fail→fail | 28,689 | 26,203 | -9% | 1 | 1 | 0% | 6,211 | 34,091 | +449% | 0 | 0 | — |
case-21 | fail→fail | 27,387 | 26,524 | -3% | 1 | 1 | 0% | 6,197 | 34,077 | +450% | 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 +27 percentage points is the difference between those two pass rates over the 22 comparable cases. 2 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.