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Automotive Driver Monitoring — measured AI agent skill | DecimalAI

pangzhenying2025/automotive-driver-monitoring

SkillScore18Maintained

Expert skill in attention monitoring focusing on driver-monitoring domain applications. Covers 30 topics across driver-monitoring domain. Includes 30 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.

by pangzhenying2025

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

Automatic

Coding pack

decimalai skills pull pangzhenying2025-automotive-driver-monitoring

Get this skill — curl · raw file

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

Raw file: /s/pangzhenying2025-automotive-driver-monitoring/SKILL.md ↗ · machine-readable summary at /s/pangzhenying2025-automotive-driver-monitoring.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 2d ago

Yes — +5% lift · at higher cost+124% tokens0% turns18% of whole cases pass with skill (4/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-12	✗→✓	▲ Improved	378%	0%
case-20	✓→✓	＝ Same ✓	60%	0%
case-21	✓→✓	＝ Same ✓	103%	0%
case-22	✓→✓	＝ Same ✓	118%	0%
case-07	✗→✗	＝ Same ✗	110%	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-driver-monitoring/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Driver Monitoring

30 skill files covering driver-monitoring domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

DRIVER-MONITORING system development
Attention Monitoring optimization
Production ECU implementation
Drowsiness Detection optimization
Gaze Tracking optimization

Topics Covered

Attention Monitoring

attention-monitoring-001
attention-monitoring-002
attention-monitoring-003
attention-monitoring-004
attention-monitoring-005
attention-monitoring-006
attention-monitoring-007
attention-monitoring-008
attention-monitoring-009
attention-monitoring-010

Drowsiness Detection

drowsiness-detection-001
drowsiness-detection-002
drowsiness-detection-003
drowsiness-detection-004
drowsiness-detection-005
drowsiness-detection-006
drowsiness-detection-007
drowsiness-detection-008
drowsiness-detection-009
drowsiness-detection-010

Gaze Tracking

gaze-tracking-001
gaze-tracking-002
gaze-tracking-003
gaze-tracking-004
gaze-tracking-005
gaze-tracking-006
gaze-tracking-007
gaze-tracking-008
gaze-tracking-009
gaze-tracking-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

attention-monitoring-001

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-002

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-003

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-004

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-005

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-006

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-007

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-008

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-009

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

attention-monitoring-010

Core Competencies

Expert in attention monitoring for automotive driver-monitoring 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

drowsiness-detection-001

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-002

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-003

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-004

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-005

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-006

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-007

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-008

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-009

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

drowsiness-detection-010

Core Competencies

Expert in drowsiness detection for automotive driver-monitoring 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

gaze-tracking-001

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-002

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-003

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-004

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-005

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-006

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-007

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-008

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-009

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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

gaze-tracking-010

Core Competencies

Expert in gaze tracking for automotive driver-monitoring 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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