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Automotive Body · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-body

SkillScore18Maintained

Expert skill in body control module focusing on body domain applications. Covers 120 topics across body domain. Includes 120 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-body/SKILL.md

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

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

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

Raw file: /s/pangzhenying2025-automotive-body/SKILL.md ↗ · machine-readable summary at /s/pangzhenying2025-automotive-body.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 — +5% lift · at higher cost+208% tokens0% turns18% of whole cases pass with skill (4/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-16	✗→✓	▲ Improved	207%	0%
case-18	✗→✓	▲ Improved	207%	0%
case-19	✗→✓	▲ Improved	208%	0%
case-09	✓→✗	▼ Worse	207%	0%
case-22	✓→✗	▼ Worse	207%	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-body/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Body

120 skill files covering body domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

BODY system development
Body Control Module optimization
Production ECU implementation
Central Locking optimization
Door Systems optimization
Keyless Entry optimization
Lighting Control optimization
Mirror Control optimization
Seat Control optimization
Trunk Automation optimization
Window Control optimization
Wiper Systems optimization

Topics Covered

Body Control Module

body-control-module-001
body-control-module-002
body-control-module-003
body-control-module-004
body-control-module-005
body-control-module-006
body-control-module-007
body-control-module-008
body-control-module-009
body-control-module-010
body-control-module-011
body-control-module-012

Central Locking

central-locking-001
central-locking-002
central-locking-003
central-locking-004
central-locking-005
central-locking-006
central-locking-007
central-locking-008
central-locking-009
central-locking-010
central-locking-011
central-locking-012

Door Systems

door-systems-001
door-systems-002
door-systems-003
door-systems-004
door-systems-005
door-systems-006
door-systems-007
door-systems-008
door-systems-009
door-systems-010
door-systems-011
door-systems-012

Keyless Entry

keyless-entry-001
keyless-entry-002
keyless-entry-003
keyless-entry-004
keyless-entry-005
keyless-entry-006
keyless-entry-007
keyless-entry-008
keyless-entry-009
keyless-entry-010
keyless-entry-011
keyless-entry-012

Lighting Control

lighting-control-001
lighting-control-002
lighting-control-003
lighting-control-004
lighting-control-005
lighting-control-006
lighting-control-007
lighting-control-008
lighting-control-009
lighting-control-010
lighting-control-011
lighting-control-012

Mirror Control

mirror-control-001
mirror-control-002
mirror-control-003
mirror-control-004
mirror-control-005
mirror-control-006
mirror-control-007
mirror-control-008
mirror-control-009
mirror-control-010
mirror-control-011
mirror-control-012

Seat Control

seat-control-001
seat-control-002
seat-control-003
seat-control-004
seat-control-005
seat-control-006
seat-control-007
seat-control-008
seat-control-009
seat-control-010
seat-control-011
seat-control-012

Trunk Automation

trunk-automation-001
trunk-automation-002
trunk-automation-003
trunk-automation-004
trunk-automation-005
trunk-automation-006
trunk-automation-007
trunk-automation-008
trunk-automation-009
trunk-automation-010
trunk-automation-011
trunk-automation-012

Window Control

window-control-001
window-control-002
window-control-003
window-control-004
window-control-005
window-control-006
window-control-007
window-control-008
window-control-009
window-control-010
window-control-011
window-control-012

Wiper Systems

wiper-systems-001
wiper-systems-002
wiper-systems-003
wiper-systems-004
wiper-systems-005
wiper-systems-006
wiper-systems-007
wiper-systems-008
wiper-systems-009
wiper-systems-010
wiper-systems-011
wiper-systems-012

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

body-control-module-001

Core Competencies

Expert in body control module for automotive body 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

body-control-module-002

Core Competencies

Expert in body control module for automotive body 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

body-control-module-003

Core Competencies

Expert in body control module for automotive body 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

body-control-module-004

Core Competencies

Expert in body control module for automotive body 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

body-control-module-005

Core Competencies

Expert in body control module for automotive body 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

body-control-module-006

Core Competencies

Expert in body control module for automotive body 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

body-control-module-007

Core Competencies

Expert in body control module for automotive body 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

body-control-module-008

Core Competencies

Expert in body control module for automotive body 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

body-control-module-009

Core Competencies

Expert in body control module for automotive body 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

body-control-module-010

Core Competencies

Expert in body control module for automotive body 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

body-control-module-011

Core Competencies

Expert in body control module for automotive body 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

body-control-module-012

Core Competencies

Expert in body control module for automotive body 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

central-locking-001

Core Competencies

Expert in central locking for automotive body 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

central-locking-002

Core Competencies

Expert in central locking for automotive body 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

central-locking-003

Core Competencies

Expert in central locking for automotive body 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

central-locking-004

Core Competencies

Expert in central locking for automotive body 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

central-locking-005

Core Competencies

Expert in central locking for automotive body 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

central-locking-006

Core Competencies

Expert in central locking for automotive body 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

central-locking-007

Core Competencies

Expert in central locking for automotive body 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

central-locking-008

Core Competencies

Expert in central locking for automotive body 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

central-locking-009

Core Competencies

Expert in central locking for automotive body 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

central-locking-010

Core Competencies

Expert in central locking for automotive body 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

central-locking-011

Core Competencies

Expert in central locking for automotive body 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

central-locking-012

Core Competencies

Expert in central locking for automotive body 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

door-systems-001

Core Competencies

Expert in door systems for automotive body 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

door-systems-002

Core Competencies

Expert in door systems for automotive body 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

door-systems-003

Core Competencies

Expert in door systems for automotive body 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

door-systems-004

Core Competencies

Expert in door systems for automotive body 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

door-systems-005

Core Competencies

Expert in door systems for automotive body 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

door-systems-006

Core Competencies

Expert in door systems for automotive body 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

door-systems-007

Core Competencies

Expert in door systems for automotive body 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

door-systems-008

Core Competencies

Expert in door systems for automotive body 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

door-systems-009

Core Competencies

Expert in door systems for automotive body 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

door-systems-010

Core Competencies

Expert in door systems for automotive body 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

door-systems-011

Core Competencies

Expert in door systems for automotive body 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

door-systems-012

Core Competencies

Expert in door systems for automotive body 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

keyless-entry-001

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-002

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-003

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-004

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-005

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-006

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-007

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-008

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-009

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-010

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-011

Core Competencies

Expert in keyless entry for automotive body 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

keyless-entry-012

Core Competencies

Expert in keyless entry for automotive body 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

lighting-control-001

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-002

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-003

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-004

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-005

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-006

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-007

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-008

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-009

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-010

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-011

Core Competencies

Expert in lighting control for automotive body 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

lighting-control-012

Core Competencies

Expert in lighting control for automotive body 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

mirror-control-001

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-002

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-003

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-004

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-005

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-006

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-007

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-008

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-009

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-010

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-011

Core Competencies

Expert in mirror control for automotive body 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

mirror-control-012

Core Competencies

Expert in mirror control for automotive body 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

seat-control-001

Core Competencies

Expert in seat control for automotive body 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

seat-control-002

Core Competencies

Expert in seat control for automotive body 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

seat-control-003

Core Competencies

Expert in seat control for automotive body 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

seat-control-004

Core Competencies

Expert in seat control for automotive body 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

seat-control-005

Core Competencies

Expert in seat control for automotive body 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

seat-control-006

Core Competencies

Expert in seat control for automotive body 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

seat-control-007

Core Competencies

Expert in seat control for automotive body 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

seat-control-008

Core Competencies

Expert in seat control for automotive body 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

seat-control-009

Core Competencies

Expert in seat control for automotive body 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

seat-control-010

Core Competencies

Expert in seat control for automotive body 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

seat-control-011

Core Competencies

Expert in seat control for automotive body 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

seat-control-012

Core Competencies

Expert in seat control for automotive body 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

trunk-automation-001

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-002

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-003

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-004

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-005

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-006

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-007

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-008

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-009

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-010

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-011

Core Competencies

Expert in trunk automation for automotive body 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

trunk-automation-012

Core Competencies

Expert in trunk automation for automotive body 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

window-control-001

Core Competencies

Expert in window control for automotive body 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

window-control-002

Core Competencies

Expert in window control for automotive body 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

window-control-003

Core Competencies

Expert in window control for automotive body 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

window-control-004

Core Competencies

Expert in window control for automotive body 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

window-control-005

Core Competencies

Expert in window control for automotive body 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

window-control-006

Core Competencies

Expert in window control for automotive body 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

window-control-007

Core Competencies

Expert in window control for automotive body 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

window-control-008

Core Competencies

Expert in window control for automotive body 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

window-control-009

Core Competencies

Expert in window control for automotive body 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

window-control-010

Core Competencies

Expert in window control for automotive body 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

window-control-011

Core Competencies

Expert in window control for automotive body 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

window-control-012

Core Competencies

Expert in window control for automotive body 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

wiper-systems-001

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-002

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-003

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-004

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-005

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-006

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-007

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-008

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-009

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-010

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-011

Core Competencies

Expert in wiper systems for automotive body 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

wiper-systems-012

Core Competencies

Expert in wiper systems for automotive body 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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Latest benchmark · publisher runVerified

8/8/2026, 16:43 UTC · 22 cases

Lift

+5%

18% vs 14%

Agent turns

1.0 vs 1.0

Tokens

+208%

19,012.95 vs 6,183.73

fail → pass · 3pass → pass · 1fail → fail · 16pass → fail · 2

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-01 We are developing an AUTOSAR 4.4 compliant software component for an anti-pinch window control system. Please provide a full engineering package for this module, including the technical specification, C/C++ implementation code, validation test cases with expected results, and the functional safety documentation.	fail→fail	26,554	26,774	+1%	1	1	0%	6,199	19,025	+207%	0	0	—
case-02 Our team needs to implement a rain-sensing wiper control module for a production ECU under ASPICE Level 3 and ISO 26262 standards. Can you generate the architectural technical specification, the C++ software implementation, test suite cases with results, and safety artifact documentation for this feature?	fail→fail	29,007	25,623	-12%	1	1	0%	6,201	19,027	+207%	0	0	—
case-03 I need a complete design package for an automated trunk liftgate ECU module adhering to ISO 21434 cybersecurity and ISO 26262 safety guidelines. Please supply the technical design specification, C code implementation, verification test cases and results, along with the safety compliance package.	fail→fail	32,180	25,796	-20%	1	1	0%	6,200	19,026	+207%	0	0	—
case-04 We need an ISO 26262 compliant software design package for internal combustion engine dual-stage fuel injection timing control, including C source code and injection mapping calibration data. Can you implement this fuel injection control module?	fail→fail	24,812	26,210	+6%	1	1	0%	6,186	19,012	+207%	0	0	—
case-05 Please provide a complete C++ implementation and safety concept for an Anti-lock Braking System (ABS) hydraulic slip control loop and wheel speed sensor fusion algorithm.	fail→fail	26,337	29,221	+11%	1	1	0%	6,173	18,999	+208%	0	0	—
case-06 Our team is designing a High Voltage Battery Management System (BMS) cell active balancing algorithm under ISO 26262. Please generate the full C code implementation and safety goals for lithium-ion cell balancing.	fail→fail	26,390	25,032	-5%	1	1	0%	6,114	19,011	+211%	0	0	—
case-07 Develop a software module architecture for Passive Entry Passive Start (PEPS) authentication using Ultra-Wideband (UWB) distance estimation in accordance with ISO 21434 and AUTOSAR 4.4. Produce the specification, C implementation code, verification test cases with outcomes, and safety analysis.	fail→fail	27,090	28,108	+4%	1	1	0%	6,204	19,030	+207%	0	0	—
case-08 We are designing an 8-way power seat ECU with position memory recall using hall effect sensor feedback. Provide the technical specification, C software implementation, validation test suite with results, and functional safety documentation for the seat control SWC.	fail→fail	29,182	27,998	-4%	1	1	0%	6,188	19,014	+207%	0	0	—
case-09 Create an AUTOSAR-compliant module for automatic side mirror folding and electrochromic dimming upon reverse gear selection. Include technical specification, C++ code, test cases with results, and safety analysis.	pass→fail	27,462	29,293	+7%	1	1	0%	6,182	19,008	+207%	0	0	—
case-10 Design an interior multi-color ambient lighting control module communicating over LIN bus, compliant with AUTOSAR 4.4. Provide the specification, C source code, test cases with results, and safety/cybersecurity artifacts.	fail→fail	30,215	29,275	-3%	1	1	0%	6,186	19,012	+207%	0	0	—
case-11 We need an engineering package for a door lock actuator SWC with deadbolt/superlocking safety logic. Produce the technical specification, C code implementation, verification test suite with results, and safety documentation.	pass→pass	29,124	28,152	-3%	1	1	0%	6,181	19,007	+208%	0	0	—
case-12 Develop a Central Body Control Module (BCM) power mode state manager (Sleep, Standby, Awoken, Active Run) compliant with AUTOSAR RTE patterns. Supply the technical specification, C implementation, validation tests with expected results, and safety documentation.	fail→fail	25,920	26,424	+2%	1	1	0%	6,193	19,019	+207%	0	0	—
case-13 Provide an AUTOSAR 4.4 compliant software module for rear LED lighting control (brake light PWM, sequential turn indicators, and diagnostic open-load detection). Supply technical specification, C/C++ code, test cases with results, and safety package.	fail→fail	25,679	25,374	-1%	1	1	0%	6,193	19,019	+207%	0	0	—
case-14 Create a software component package for a smart trunk hands-free foot gesture kick sensor module. Supply the technical specification, C++ code implementation, test cases with results, and functional safety documentation.	fail→fail	29,948	27,852	-7%	1	1	0%	6,179	19,005	+208%	0	0	—
case-15 Design a power window ECU software component supporting one-touch express up/down with thermal overload protection. Provide the technical spec, C code, test suite with expected results, and safety analysis.	fail→fail	30,997	28,807	-7%	1	1	0%	6,179	19,005	+208%	0	0	—
case-16 Develop a central locking software module that processes airbag deployment crash signals to trigger automatic emergency door unlocking. Provide technical specification, C code, test cases with results, and ISO 26262 safety documentation.	fail→pass	27,739	28,379	+2%	1	1	0%	6,183	19,009	+207%	0	0	—
case-17 Generate an engineering package for an Adaptive Front-lighting System (AFS) headlamp module that swivels low beams based on steering angle and vehicle speed. Provide technical specification, C implementation, test suite with results, and safety artifacts.	fail→fail	29,946	28,181	-6%	1	1	0%	6,188	19,014	+207%	0	0	—
case-18 Build a Keyless Entry software component implementing Time-of-Flight (ToF) counter-measures against relay station attacks per ISO 21434. Deliver the technical spec, C source code, test cases with expected results, and safety/security documentation.	fail→pass	28,542	26,651	-7%	1	1	0%	6,195	19,021	+207%	0	0	—
case-19 We require a wiper system software module controlling motor park position switch detection and service position park mode. Produce technical specification, C code implementation, test cases with results, and functional safety documentation.	fail→pass	30,094	26,768	-11%	1	1	0%	6,178	19,004	+208%	0	0	—
case-20 Design a side mirror controller software module managing mirror glass heating timing and blind spot monitoring warning LED driving. Deliver technical specification, C/C++ code, verification tests with results, and safety documentation.	fail→fail	30,000	28,453	-5%	1	1	0%	6,180	19,006	+208%	0	0	—
case-21 Develop an AUTOSAR SWC for driver seat heating and active ventilation fan control with temperature feedback. Supply technical specification, C source code, test suite with results, and safety documentation.	fail→fail	27,754	27,124	-2%	1	1	0%	6,178	19,004	+208%	0	0	—
case-22 Create a Body Control Module load shedding manager that selectively deactivates non-essential body electronics when low battery voltage is detected. Provide technical specification, C implementation, test cases with results, and safety documentation.	pass→fail	27,291	27,952	+2%	1	1	0%	6,182	19,008	+207%	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 +5 percentage points is the difference between those two pass rates over the 22 comparable cases. 4 cases got worse with the skill loaded, and they are 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: 13.6%
Pass rate with the skill: 18.2%
Cases attempted: 22
Cases counted toward lift: 22
Cases that regressed: 4
Skill version measured: v1
Run completed: 8/8/2026, 16:43 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-16

Prompt

Develop a central locking software module that processes airbag deployment crash signals to trigger automatic emergency door unlocking. Provide technical specification, C code, test cases with results, and ISO 26262 safety documentation.

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.

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SkillScore blends 4 signals1 of 4 complete

BenchmarkPass rate WITH skill on a verified run18

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+208% 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.