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Automotive Security · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-security

NewSkillScoreMaintained

Expert skill in authentication focusing on security domain applications. Covers 198 topics across security domain. Includes 198 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.

Securityby pangzhenying2025

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

Automatic

Security & AppSec pack

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

pip install decimalai

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

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

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

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

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

In productionGlobal

how this skill behaves on real traffic · last 30 days

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

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

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

23 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 52d ago

—+393% tokens0% turns43% of whole cases pass with skill (10/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-03	✗→✓	▲ Improved	332%	0%
case-04	✗→✓	▲ Improved	332%	0%
case-12	✗→✓	▲ Improved	333%	0%
case-23	✗→✓	▲ Improved	333%	0%
case-11	✓→✗	▼ Worse	476%	0%

Showing 5 of 23 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

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

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

pangzhenying2025 / hermes-automotive-skills

skills/automotive-security/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Security

198 skill files covering security domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

SECURITY system development
Authentication optimization
Production ECU implementation
Cybersecurity optimization
Encryption optimization
Intrusion Detection optimization
Key Management optimization
Penetration Testing optimization
Secure Boot optimization
Secure Communication optimization
Secure Ota optimization
Threat Modeling optimization
Vulnerability Assessment optimization

Topics Covered

Authentication

authentication-001
authentication-002
authentication-003
authentication-004
authentication-005
authentication-006
authentication-007
authentication-008
authentication-009
authentication-010
authentication-011
authentication-012
authentication-013
authentication-014
authentication-015
authentication-016
authentication-017
authentication-018

Cybersecurity

cybersecurity-001
cybersecurity-002
cybersecurity-003
cybersecurity-004
cybersecurity-005
cybersecurity-006
cybersecurity-007
cybersecurity-008
cybersecurity-009
cybersecurity-010
cybersecurity-011
cybersecurity-012
cybersecurity-013
cybersecurity-014
cybersecurity-015
cybersecurity-016
cybersecurity-017
cybersecurity-018

Encryption

encryption-001
encryption-002
encryption-003
encryption-004
encryption-005
encryption-006
encryption-007
encryption-008
encryption-009
encryption-010
encryption-011
encryption-012
encryption-013
encryption-014
encryption-015
encryption-016
encryption-017
encryption-018

Intrusion Detection

intrusion-detection-001
intrusion-detection-002
intrusion-detection-003
intrusion-detection-004
intrusion-detection-005
intrusion-detection-006
intrusion-detection-007
intrusion-detection-008
intrusion-detection-009
intrusion-detection-010
intrusion-detection-011
intrusion-detection-012
intrusion-detection-013
intrusion-detection-014
intrusion-detection-015
intrusion-detection-016
intrusion-detection-017
intrusion-detection-018

Key Management

key-management-001
key-management-002
key-management-003
key-management-004
key-management-005
key-management-006
key-management-007
key-management-008
key-management-009
key-management-010
key-management-011
key-management-012
key-management-013
key-management-014
key-management-015
key-management-016
key-management-017
key-management-018

Penetration Testing

penetration-testing-001
penetration-testing-002
penetration-testing-003
penetration-testing-004
penetration-testing-005
penetration-testing-006
penetration-testing-007
penetration-testing-008
penetration-testing-009
penetration-testing-010
penetration-testing-011
penetration-testing-012
penetration-testing-013
penetration-testing-014
penetration-testing-015
penetration-testing-016
penetration-testing-017
penetration-testing-018

Secure Boot

secure-boot-001
secure-boot-002
secure-boot-003
secure-boot-004
secure-boot-005
secure-boot-006
secure-boot-007
secure-boot-008
secure-boot-009
secure-boot-010
secure-boot-011
secure-boot-012
secure-boot-013
secure-boot-014
secure-boot-015
secure-boot-016
secure-boot-017
secure-boot-018

Secure Communication

secure-communication-001
secure-communication-002
secure-communication-003
secure-communication-004
secure-communication-005
secure-communication-006
secure-communication-007
secure-communication-008
secure-communication-009
secure-communication-010
secure-communication-011
secure-communication-012
secure-communication-013
secure-communication-014
secure-communication-015
secure-communication-016
secure-communication-017
secure-communication-018

Secure Ota

secure-ota-001
secure-ota-002
secure-ota-003
secure-ota-004
secure-ota-005
secure-ota-006
secure-ota-007
secure-ota-008
secure-ota-009
secure-ota-010
secure-ota-011
secure-ota-012
secure-ota-013
secure-ota-014
secure-ota-015
secure-ota-016
secure-ota-017
secure-ota-018

Threat Modeling

threat-modeling-001
threat-modeling-002
threat-modeling-003
threat-modeling-004
threat-modeling-005
threat-modeling-006
threat-modeling-007
threat-modeling-008
threat-modeling-009
threat-modeling-010
threat-modeling-011
threat-modeling-012
threat-modeling-013
threat-modeling-014
threat-modeling-015
threat-modeling-016
threat-modeling-017
threat-modeling-018

Vulnerability Assessment

vulnerability-assessment-001
vulnerability-assessment-002
vulnerability-assessment-003
vulnerability-assessment-004
vulnerability-assessment-005
vulnerability-assessment-006
vulnerability-assessment-007
vulnerability-assessment-008
vulnerability-assessment-009
vulnerability-assessment-010
vulnerability-assessment-011
vulnerability-assessment-012
vulnerability-assessment-013
vulnerability-assessment-014
vulnerability-assessment-015
vulnerability-assessment-016
vulnerability-assessment-017
vulnerability-assessment-018

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

authentication-001

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-002

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-003

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-004

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-005

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-006

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-007

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-008

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-009

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-010

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-011

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-012

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-013

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-014

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-015

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-016

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-017

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

authentication-018

Core Competencies

Expert in authentication for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-001

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-002

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-003

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-004

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-005

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-006

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-007

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-008

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-009

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-010

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-011

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-012

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-013

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-014

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-015

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-016

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-017

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

cybersecurity-018

Core Competencies

Expert in cybersecurity for automotive security systems.

Approach

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

Deliverables

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

encryption-001

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-002

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-003

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-004

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-005

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-006

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-007

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-008

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-009

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-010

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-011

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-012

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-013

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-014

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-015

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-016

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-017

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

encryption-018

Core Competencies

Expert in encryption for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-001

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-002

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-003

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-004

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-005

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-006

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-007

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-008

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-009

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-010

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-011

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-012

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-013

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-014

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-015

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-016

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-017

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

intrusion-detection-018

Core Competencies

Expert in intrusion detection for automotive security systems.

Approach

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

Deliverables

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

key-management-001

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-002

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-003

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-004

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-005

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-006

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-007

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-008

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-009

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-010

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-011

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-012

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-013

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-014

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-015

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-016

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-017

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

key-management-018

Core Competencies

Expert in key management for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-001

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-002

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-003

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-004

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-005

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-006

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-007

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-008

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-009

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-010

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-011

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-012

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-013

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-014

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-015

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-016

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-017

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

penetration-testing-018

Core Competencies

Expert in penetration testing for automotive security systems.

Approach

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

Deliverables

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

secure-boot-001

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-002

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-003

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-004

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-005

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-006

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-007

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-008

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-009

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-010

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-011

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-012

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-013

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-014

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-015

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-016

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-017

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-boot-018

Core Competencies

Expert in secure boot for automotive security systems.

Approach

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

Deliverables

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

secure-communication-001

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-002

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-003

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-004

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-005

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-006

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-007

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-008

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-009

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-010

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-011

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-012

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-013

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-014

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-015

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-016

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-017

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-communication-018

Core Competencies

Expert in secure communication for automotive security systems.

Approach

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

Deliverables

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

secure-ota-001

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-002

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-003

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-004

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-005

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-006

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-007

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-008

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-009

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-010

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-011

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-012

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-013

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-014

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-015

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-016

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-017

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

secure-ota-018

Core Competencies

Expert in secure ota for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-001

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-002

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-003

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-004

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-005

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-006

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-007

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-008

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-009

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-010

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-011

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-012

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-013

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-014

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-015

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-016

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-017

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

threat-modeling-018

Core Competencies

Expert in threat modeling for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-001

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-002

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-003

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-004

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-005

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-006

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-007

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-008

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-009

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-010

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-011

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-012

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-013

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-014

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-015

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-016

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-017

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

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

Deliverables

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

vulnerability-assessment-018

Core Competencies

Expert in vulnerability assessment for automotive security systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-security 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

8/6/2026, 12:33 UTC · 23 cases

Measured on 21 comparable cases — below the 22 needed to publish a lift, so this result is shown here but not on the registry card or leaderboard.

Lift

43% vs 43%

Agent turns

1.0 vs 1.0

Tokens

+393%

26,393.48 vs 5,353.57

fail → pass · 4pass → pass · 6fail → fail · 9pass → fail · 4

Per-case results (23)

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 a gateway ECU operating under AUTOSAR 4.4 that requires an optimized Secure Boot sequence compliant with ISO 21434 and ISO 26262. Please provide a complete package containing a detailed technical specification, C-based implementation routines, test cases with target results, and functional safety documentation.	fail→fail	29,409	28,021	-5%	1	1	0%	6,209	26,804	+332%	0	0	—
case-02 I need a secure Over-The-Air firmware update component designed for microcontroller deployment following ASPICE Level 3 guidelines. Deliver a comprehensive technical spec, C/C++ code for signature verification, test suite cases with expected outputs, and safety hazard documentation.	fail→fail	28,722	23,595	-18%	1	1	0%	6,192	26,787	+333%	0	0	—
case-03 Design a SecOC (Secure Onboard Communication) module for an AUTOSAR 4.4 ECU transmitting CAN frames where high bus utilization tempts using truncated MACs without fresh freshness values. Provide the technical specification, C implementation for MAC verification, test cases with expected outcomes, and safety documentation.	fail→pass	33,289	25,951	-22%	1	1	0%	6,201	26,796	+332%	0	0	—
case-04 We need an ECU key management implementation under AUTOSAR 4.4 where secret keys are generated and stored. While standard RAM storage is fast and easy to prototype, design a secure key management workflow utilizing an HSM CSM/Crypto interface, delivering specification, C implementation, test cases, and safety documentation.	fail→pass	27,579	33,697	+22%	1	1	0%	6,202	26,797	+332%	0	0	—
case-05 Perform a threat analysis and risk assessment (TARA) for an automotive telematics control unit (TCU) connected to an external cellular network. Provide technical specs, threat model structure, verification test cases, and safety documentation.	pass→pass	41,114	38,804	-6%	1	1	0%	6,186	26,781	+333%	0	0	—
case-06 Specify an Intrusion Detection System (IDS) for an AUTOSAR 4.4 Automotive Ethernet gateway. Developers often default to simple static IP filtering; design a message anomaly detection scheme with technical spec, C code, test suite with expected results, and safety docs.	fail→fail	29,626	32,171	+9%	1	1	0%	6,195	26,790	+332%	0	0	—
case-07 Design a penetration testing suite for ISO 14229 Unified Diagnostic Services (UDS) Security Access (Service 0x27) on a target ECU. Generate the test specification, test code or script template, expected test results, and safety risk documentation.	pass→pass	24,704	33,259	+35%	1	1	0%	2,897	25,017	+764%	0	0	—
case-08 Create a vulnerability assessment workflow for evaluating CAN bus interface robustness against malicious frame injection. Produce a technical spec, C or Python test harness script, test cases with target metrics, and functional safety impact analysis.	pass→pass	28,510	32,978	+16%	1	1	0%	3,853	24,955	+548%	0	0	—
case-09 Implement an authenticated encryption routine for ECU-to-ECU data transmission on AUTOSAR 4.4 where developers often fall back to plain AES-CBC without authentication tags. Deliver technical spec, C code using AES-GCM or AES-CCM, test cases with expected outputs, and safety documentation.	fail→fail	29,438	70,091	+138%	1	1	0%	6,204	22,413	+261%	0	0	—
case-15 Design an IEEE 802.1AE MACsec implementation spec and verification model for high-speed zonal gateways. Deliver technical specification, code or model implementation, test cases with expected outcomes, and safety documentation.	fail→fail	31,299	36,568	+17%	1	1	0%	6,184	26,779	+333%	0	0	—
case-10 Develop a challenge-response authentication protocol for diagnostic tool authentication on an ECU following ISO 21434. Deliver technical specification, C implementation, test cases with pass criteria, and ISO 26262 safety documentation.	fail→fail	69,499	32,759	-53%	1	1	0%	6,187	26,783	+333%	0	0	—
case-11 Create a cybersecurity concept and management plan for an automated driving control unit. Supply technical specs, implementation workflow, validation test cases with target results, and safety alignment documentation.	pass→fail	26,803	40,095	+50%	1	1	0%	4,651	26,769	+476%	0	0	—
case-12 Implement a hardware-anchored Root of Trust bootloader stage verifying application image signatures before execution on a tricore automotive MCU. Provide technical specification, C code, test cases with target outputs, and safety documentation.	fail→pass	33,079	30,014	-9%	1	1	0%	6,183	26,778	+333%	0	0	—
case-13 Architect an Over-The-Air update mechanism with anti-rollback version control for an ECU. Deliver technical spec, C code implementation for version checking, test cases with expected results, and functional safety documentation.	fail→fail	29,650	33,634	+13%	1	1	0%	6,182	26,777	+333%	0	0	—
case-14 Implement an AUTOSAR 4.4 compliant Key Derivation Function (KDF) generating session keys from a master key. Deliver technical specification, C code implementation using KDF standards like NIST SP 800-108, test cases with target outputs, and safety docs.	fail→fail	65,028	61,063	-6%	1	1	0%	2,025	26,795	+1223%	0	0	—
case-16 Create an intrusion detection rule engine targeting periodic CAN frame timing anomalies (e.g. engine speed CAN ID 0x100). Deliver technical spec, C code, test suite with target results, and safety documentation.	pass→fail	29,116	31,683	+9%	1	1	0%	6,006	26,781	+346%	0	0	—
case-17 Conduct a threat modeling analysis for an EV Combined Charging System (CCS) controller using ISO 15118 TLS communication. Supply technical specification, threat model mapping, test cases with pass/fail criteria, and safety documentation.	fail→fail	39,570	32,487	-18%	1	1	0%	6,187	26,782	+333%	0	0	—
case-18 Specify a vulnerability assessment procedure integrating static analysis rules for AUTOSAR C++14 / MISRA C:2012 compliance in ECU software. Deliver technical specification, analysis configuration/script, test cases with expected outputs, and safety documentation.	pass→pass	31,215	33,015	+6%	1	1	0%	6,191	26,786	+333%	0	0	—
case-19 Develop a penetration testing methodology for UDS firmware reprogramming services (Service 0x31 RoutineControl, Service 0x34 RequestDownload, Service 0x36 TransferData). Supply technical specification, test routine code, expected test results, and safety risk documentation.	pass→fail	21,399	35,678	+67%	1	1	0%	4,319	26,792	+520%	0	0	—
case-20 We are encountering signal reflections on a CAN bus network operating at 500 kbps. Calculate the required split termination resistance and capacitance values according to ISO 11898-2 and draw the physical schematic layout.	pass→pass	18,532	20,897	+13%	1	1	0%	3,295	24,074	+631%	0	0	—
case-21 Provide C code for configuring an NXP S32K microcontroller PWM peripheral register to control an electric motor driver at 20 kHz with 50% duty cycle.	pass→fail	14,334	25,807	+80%	1	1	0%	3,120	25,337	+712%	0	0	—
case-22 Perform functional safety ASIL decomposition according to ISO 26262 Part 9 for a dual-redundant steering torque sensor system originally assigned ASIL D.	pass→pass	20,060	31,667	+58%	1	1	0%	3,802	26,320	+592%	0	0	—
case-23 Design an AUTOSAR Secure Boot flow using SHE (Secure Hardware Extension) or HSM hardware modules for firmware integrity validation. Deliver technical specification, C implementation code, test suite with target results, and safety documentation.	fail→pass	26,188	34,077	+30%	1	1	0%	6,183	26,778	+333%	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. 23 cases were attempted, and 21 counted toward the lift figure. The other 2 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of 0 percentage points is the difference between those two pass rates over the 21 comparable cases. 6 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: 43.5%
Pass rate with the skill: 43.5%
Cases attempted: 23
Cases counted toward lift: 21
Cases that regressed: 6
Skill version measured: v1
Run completed: 8/6/2026, 12:33 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-03

Prompt

Design a SecOC (Secure Onboard Communication) module for an AUTOSAR 4.4 ECU transmitting CAN frames where high bus utilization tempts using truncated MACs without fresh freshness values. Provide the technical specification, C implementation for MAC verification, test cases with expected outcomes, and 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.

Show both answers

SkillScore blends 4 signalsno signals yet

BenchmarkRun a verified benchmark with positive lift

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+487% tokens

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

No signals yet — run a benchmark or collect evaluated traces to earn a score.

Verified on gemini-3.6-flash · re-tested 52 days ago

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