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Automotive Comfort — measured AI agent skill | DecimalAI

pangzhenying2025/automotive-comfort

NewSkillScoreMaintained

Expert skill in ambient lighting focusing on comfort domain applications. Covers 40 topics across comfort domain. Includes 40 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.

by pangzhenying2025

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Coding pack

decimalai skills pull pangzhenying2025-automotive-comfort

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/pangzhenying2025-automotive-comfort/SKILL.md

Raw file: /s/pangzhenying2025-automotive-comfort/SKILL.md ↗ · machine-readable summary at /s/pangzhenying2025-automotive-comfort.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

23 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 2d ago

No — -12% lift+76% tokens0% turns22% of whole cases pass with skill (5/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-07	✗→✓	▲ Improved	69%	0%
case-12	✗→✓	▲ Improved	70%	0%
case-17	✓→✗	▼ Worse	69%	0%
case-21	✓→✓	＝ Same ✓	189%	0%
case-22	✓→✓	＝ Same ✓	94%	0%

Showing 5 of 23 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

pangzhenying2025 / hermes-automotive-skills

skills/automotive-comfort/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Comfort

40 skill files covering comfort domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

COMFORT system development
Ambient Lighting optimization
Production ECU implementation
Fragrance optimization
Massage Seats optimization
Sound Experience optimization

Topics Covered

Ambient Lighting

ambient-lighting-001
ambient-lighting-002
ambient-lighting-003
ambient-lighting-004
ambient-lighting-005
ambient-lighting-006
ambient-lighting-007
ambient-lighting-008
ambient-lighting-009
ambient-lighting-010

Fragrance

fragrance-001
fragrance-002
fragrance-003
fragrance-004
fragrance-005
fragrance-006
fragrance-007
fragrance-008
fragrance-009
fragrance-010

Massage Seats

massage-seats-001
massage-seats-002
massage-seats-003
massage-seats-004
massage-seats-005
massage-seats-006
massage-seats-007
massage-seats-008
massage-seats-009
massage-seats-010

Sound Experience

sound-experience-001
sound-experience-002
sound-experience-003
sound-experience-004
sound-experience-005
sound-experience-006
sound-experience-007
sound-experience-008
sound-experience-009
sound-experience-010

Constraints

AUTOSAR architecture adherence
ISO 26262 functional safety compliance
Real-time performance requirements
Resource constraints (CPU/Memory)

Required Tools

AUTOSAR toolchain
MATLAB/Simulink
Static analyzer (Polyspace/Klocwork)
Vector CANoe/CANalyzer

Instructions

ambient-lighting-001

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-002

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-003

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-004

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-005

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-006

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-007

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-008

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-009

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

ambient-lighting-010

Core Competencies

Expert in ambient lighting for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-001

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-002

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-003

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-004

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-005

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-006

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-007

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-008

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-009

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

fragrance-010

Core Competencies

Expert in fragrance for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-001

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-002

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-003

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-004

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-005

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-006

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-007

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-008

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-009

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

massage-seats-010

Core Competencies

Expert in massage seats for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-001

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-002

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-003

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-004

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-005

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-006

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-007

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-008

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-009

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

sound-experience-010

Core Competencies

Expert in sound experience for automotive comfort systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
Implement with safety and security considerations
Validate per ISO 26262 requirements

Deliverables

Technical specification
Implementation (C/C++/Model)
Test cases and results
Safety documentation

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