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Automotive Lighting · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-lighting

SkillScore91Maintained

Expert skill in adaptive lighting focusing on lighting domain applications. Covers 90 topics across lighting domain. Includes 90 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.

codingby pangzhenying2025

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

Automatic

Coding pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/pangzhenying2025-automotive-lighting/SKILL.md

decimalai skills pull pangzhenying2025-automotive-lighting --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/pangzhenying2025-automotive-lighting/SKILL.md https://app.decimal.ai/s/pangzhenying2025-automotive-lighting/SKILL.md

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

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 51d ago

Yes — +18% lift · at higher cost+367% tokens0% turns91% of whole cases pass with skill (20/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-08	✗→✓	▲ Improved	528%	0%
case-02	✗→✓	▲ Improved	171%	0%
case-07	✗→✓	▲ Improved	516%	0%
case-14	✗→✓	▲ Improved	712%	0%
case-17	✗→✓	▲ Improved	384%	0%

Showing 5 of 22 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-lighting/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Lighting

90 skill files covering lighting domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

LIGHTING system development
Adaptive Lighting optimization
Production ECU implementation
Ambient Lighting optimization
Communication Lighting optimization
Exterior Lighting optimization
Headlamp Control optimization
Interior Lighting optimization
Laser Headlights optimization
Light Shows optimization
Matrix Led optimization

Topics Covered

Adaptive Lighting

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

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

Communication Lighting

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

Exterior Lighting

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

Headlamp Control

headlamp-control-001
headlamp-control-002
headlamp-control-003
headlamp-control-004
headlamp-control-005
headlamp-control-006
headlamp-control-007
headlamp-control-008
headlamp-control-009
headlamp-control-010

Interior Lighting

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

Laser Headlights

laser-headlights-001
laser-headlights-002
laser-headlights-003
laser-headlights-004
laser-headlights-005
laser-headlights-006
laser-headlights-007
laser-headlights-008
laser-headlights-009
laser-headlights-010

Light Shows

light-shows-001
light-shows-002
light-shows-003
light-shows-004
light-shows-005
light-shows-006
light-shows-007
light-shows-008
light-shows-009
light-shows-010

Matrix Led

matrix-led-001
matrix-led-002
matrix-led-003
matrix-led-004
matrix-led-005
matrix-led-006
matrix-led-007
matrix-led-008
matrix-led-009
matrix-led-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

adaptive-lighting-001

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-002

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-003

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-004

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-005

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-006

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-007

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-008

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-009

Core Competencies

Expert in adaptive lighting for automotive lighting 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

adaptive-lighting-010

Core Competencies

Expert in adaptive lighting for automotive lighting 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-001

Core Competencies

Expert in ambient lighting for automotive lighting 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 lighting 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 lighting 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 lighting 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 lighting 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 lighting 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 lighting 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 lighting 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 lighting 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 lighting 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

communication-lighting-001

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-002

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-003

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-004

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-005

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-006

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-007

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-008

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-009

Core Competencies

Expert in communication lighting for automotive lighting 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

communication-lighting-010

Core Competencies

Expert in communication lighting for automotive lighting 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

exterior-lighting-001

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-002

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-003

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-004

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-005

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-006

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-007

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-008

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-009

Core Competencies

Expert in exterior lighting for automotive lighting 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

exterior-lighting-010

Core Competencies

Expert in exterior lighting for automotive lighting 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

headlamp-control-001

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-002

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-003

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-004

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-005

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-006

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-007

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-008

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-009

Core Competencies

Expert in headlamp control for automotive lighting 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

headlamp-control-010

Core Competencies

Expert in headlamp control for automotive lighting 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

interior-lighting-001

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-002

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-003

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-004

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-005

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-006

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-007

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-008

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-009

Core Competencies

Expert in interior lighting for automotive lighting 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

interior-lighting-010

Core Competencies

Expert in interior lighting for automotive lighting 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

laser-headlights-001

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-002

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-003

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-004

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-005

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-006

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-007

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-008

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-009

Core Competencies

Expert in laser headlights for automotive lighting 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

laser-headlights-010

Core Competencies

Expert in laser headlights for automotive lighting 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

light-shows-001

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-002

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-003

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-004

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-005

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-006

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-007

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-008

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-009

Core Competencies

Expert in light shows for automotive lighting 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

light-shows-010

Core Competencies

Expert in light shows for automotive lighting 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

matrix-led-001

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-002

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-003

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-004

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-005

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-006

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-007

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-008

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-009

Core Competencies

Expert in matrix led for automotive lighting 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

matrix-led-010

Core Competencies

Expert in matrix led for automotive lighting 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

Illustrative Want to see what pangzhenying2025/automotive-lighting would put in front of your model? Preview the rendered body and check its trigger phrases — no LLM call, no signup.

Latest benchmark · publisher runVerified

8/8/2026, 09:55 UTC · 22 cases

Lift

+18%

91% vs 73%

Agent turns

1.0 vs 1.0

Tokens

+367%

12,050.59 vs 2,579.64

fail → pass · 5pass → pass · 15fail → fail · 1pass → fail · 1

Per-case results (22)

Case	Status	Duration (ms)			Turns			Tokens			Tool calls
Case	Status	Without	With	Δ	Without	With	Δ	Without	With	Δ	Without	With	Δ
case-03 I need to set up a CI/CD pipeline for our new exterior lighting ECU. What static analysis tools and network simulation tools should we integrate to ensure compliance with our engineering guidelines?	pass→pass	17,823	16,219	-9%	1	1	0%	2,979	12,765	+328%	0	0	—
case-08 Write a basic C function for a headlamp control module that turns on the high beam when the speed exceeds 60 km/h and no oncoming traffic is detected. Ensure the code aligns with our required architecture.	fail→pass	9,757	14,143	+45%	1	1	0%	2,031	12,745	+528%	0	0	—
case-01 We are working on an interior ambient lighting module and need an engineering package. Generate the design specifications, a Simulink model or C code for the logic, validation test cases, and the safety compliance documents. The solution must adhere to real-time constraints and standard automotive frameworks.	fail→fail	30,370	26,680	-12%	1	1	0%	6,196	15,845	+156%	0	0	—
case-02 Can you engineer a software module for an adaptive lighting curve-assist function? I expect a complete delivery including the technical blueprint, the actual C/C++ source code, the validation test suite, and the necessary safety assurance records.	fail→pass	26,067	25,644	-2%	1	1	0%	5,853	15,836	+171%	0	0	—
case-04 We are starting a new project for a Matrix LED headlamp system. What specific functional safety and cybersecurity standards must this project comply with, and what process maturity level is required?	pass→pass	13,961	8,396	-40%	1	1	0%	2,721	11,233	+313%	0	0	—
case-05 We are developing a laser headlight control module using standard agile methodologies. What specific automotive process maturity model and level must we target for this development?	pass→pass	13,403	11,252	-16%	1	1	0%	2,208	11,719	+431%	0	0	—
case-06 We are creating a custom light show sequence for a premium vehicle that receives OTA updates. What specific automotive cybersecurity standard must the development of this lighting sequence comply with?	pass→pass	8,244	8,933	+8%	1	1	0%	1,506	11,313	+651%	0	0	—
case-07 When developing the communication lighting module (e.g., V2X indicator lights), we are considering a standard POSIX-based OS. What specific automotive software architecture standard and version must be strictly adhered to instead?	fail→pass	10,519	11,359	+8%	1	1	0%	1,923	11,837	+516%	0	0	—
case-09 How should we validate the ambient lighting color mixing algorithm to ensure it meets our safety and quality standards?	pass→pass	16,221	19,763	+22%	1	1	0%	2,729	13,519	+395%	0	0	—
case-10 In the adaptive lighting system, we need to ensure the communication with the camera module is secure. What standard governs this cybersecurity aspect?	pass→pass	7,074	4,088	-42%	1	1	0%	1,377	10,299	+648%	0	0	—
case-11 We prefer model-based design for the Matrix LED pixel control logic. What tool should be used for this implementation?	pass→pass	12,571	8,187	-35%	1	1	0%	2,131	11,164	+424%	0	0	—
case-12 The interior lighting C code is ready for review. Which tool should we use to check for MISRA compliance and runtime errors?	pass→pass	10,704	7,918	-26%	1	1	0%	1,750	11,224	+541%	0	0	—
case-13 We need to simulate the CAN FD traffic for the exterior lighting system before the hardware is available. What tool is required for this?	pass→pass	12,004	7,011	-42%	1	1	0%	2,188	10,894	+398%	0	0	—
case-14 What software architecture standard must the light show sequencing module follow?	fail→pass	7,616	2,358	-69%	1	1	0%	1,239	10,059	+712%	0	0	—
case-15 To achieve the required process quality for the laser headlights project, what ASPICE level must we target?	pass→pass	11,950	6,008	-50%	1	1	0%	2,001	10,813	+440%	0	0	—
case-16 The communication lighting system indicates autonomous driving mode to pedestrians. What standard must we follow to ensure the functional safety of this feature?	pass→pass	10,317	6,622	-36%	1	1	0%	1,984	10,833	+446%	0	0	—
case-17 When designing the headlamp leveling control software, what specific architecture standard should the design follow?	fail→pass	12,126	3,716	-69%	1	1	0%	2,140	10,351	+384%	0	0	—
case-18 The ambient lighting ECU has a very small microcontroller. When writing the C code for this module, what specific standard for data types must we use?	pass→pass	8,470	8,623	+2%	1	1	0%	1,651	11,576	+601%	0	0	—
case-19 For the adaptive driving beam feature, we need to perform static code analysis. We usually use SonarQube. What specific tools should we use instead for this automotive module?	pass→pass	14,126	12,563	-11%	1	1	0%	2,517	12,188	+384%	0	0	—
case-20 We are developing a new motor control algorithm for an electric vehicle powertrain. What deliverables and standards should we follow for this motor controller?	pass→pass	17,230	12,230	-29%	1	1	0%	2,901	11,878	+309%	0	0	—
case-21 Design an Android Automotive UI component for the climate control screen. What tools and frameworks should we use?	pass→fail	16,239	16,045	-1%	1	1	0%	2,907	13,060	+349%	0	0	—
case-22 Write a C function for an ABS braking system that pulses the brakes when slip is detected. What static analysis tools should we use?	pass→pass	19,992	19,083	-5%	1	1	0%	3,820	13,962	+265%	0	0	—

These cases were also screened by the skill’s intent / safety pass.See the Trust review ↗Reproduce this benchmark in Colab ↗

How this skill was measured

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 +18 percentage points is the difference between those two pass rates over the 22 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.

Model measured: gemini-3.6-flash
Graded by: gemini-3.6-flash
Grading method: judged
Verification: verified
Pass rate without the skill: 72.7%
Pass rate with the skill: 90.9%
Cases attempted: 22
Cases counted toward lift: 22
Cases that regressed: 1
Skill version measured: v1
Run completed: 8/8/2026, 09:55 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-08

Prompt

Write a basic C function for a headlamp control module that turns on the high beam when the speed exceeds 60 km/h and no oncoming traffic is detected. Ensure the code aligns with our required architecture.

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.

Show both answers

SkillScore blends 4 signals1 of 4 complete

BenchmarkPass rate WITH skill on a verified run91

Live evalNeeds ≥10 evaluated traces in 30 days

AI ratingNeeds ≥10 rated traces

AdoptionNeeds ≥10 serves across ≥2 orgs in 30 days

Efficiency · separate axis (at equal correctness)+0% turns+409% tokens

Shown for transparency; not credited unless a verified run shows no correctness regression.

Backed by 1 of 4 signals — each added signal makes the score more robust.

Verified on gemini-3.6-flash · re-tested 50 days ago

Other measured skills in the registry, with their headline benchmark lift.