Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Automotive Cloud · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-cloud

SkillScore83Maintained

Expert skill in big data focusing on cloud domain applications. Covers 126 topics across cloud domain. Includes 126 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.

DevOpsby pangzhenying2025

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

Automatic

Coding pack

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

pip install decimalai

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

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

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

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

Raw file: /s/pangzhenying2025-automotive-cloud/SKILL.md ↗ · machine-readable summary at /s/pangzhenying2025-automotive-cloud.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 53d ago

Yes — +13% lift · at higher cost+418% tokens0% turns83% of whole cases pass with skill (19/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-04	✗→✓	▲ Improved	629%	0%
case-12	✗→✓	▲ Improved	569%	0%
case-15	✗→✓	▲ Improved	1225%	0%
case-21	✓→✓	＝ Same ✓	281%	0%
case-05	✓→✓	＝ Same ✓	575%	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-cloud/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Cloud

126 skill files covering cloud domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

CLOUD system development
Big Data optimization
Production ECU implementation
Cloud Connectivity optimization
Cloud Services optimization
Data Analytics optimization
Edge Computing optimization
Fleet Management optimization
Machine Learning Ops optimization
Predictive Analytics optimization
Remote Monitoring optimization

Topics Covered

Big Data

big-data-001
big-data-002
big-data-003
big-data-004
big-data-005
big-data-006
big-data-007
big-data-008
big-data-009
big-data-010
big-data-011
big-data-012
big-data-013
big-data-014

Cloud Connectivity

cloud-connectivity-001
cloud-connectivity-002
cloud-connectivity-003
cloud-connectivity-004
cloud-connectivity-005
cloud-connectivity-006
cloud-connectivity-007
cloud-connectivity-008
cloud-connectivity-009
cloud-connectivity-010
cloud-connectivity-011
cloud-connectivity-012
cloud-connectivity-013
cloud-connectivity-014

Cloud Services

cloud-services-001
cloud-services-002
cloud-services-003
cloud-services-004
cloud-services-005
cloud-services-006
cloud-services-007
cloud-services-008
cloud-services-009
cloud-services-010
cloud-services-011
cloud-services-012
cloud-services-013
cloud-services-014

Data Analytics

data-analytics-001
data-analytics-002
data-analytics-003
data-analytics-004
data-analytics-005
data-analytics-006
data-analytics-007
data-analytics-008
data-analytics-009
data-analytics-010
data-analytics-011
data-analytics-012
data-analytics-013
data-analytics-014

Edge Computing

edge-computing-001
edge-computing-002
edge-computing-003
edge-computing-004
edge-computing-005
edge-computing-006
edge-computing-007
edge-computing-008
edge-computing-009
edge-computing-010
edge-computing-011
edge-computing-012
edge-computing-013
edge-computing-014

Fleet Management

fleet-management-001
fleet-management-002
fleet-management-003
fleet-management-004
fleet-management-005
fleet-management-006
fleet-management-007
fleet-management-008
fleet-management-009
fleet-management-010
fleet-management-011
fleet-management-012
fleet-management-013
fleet-management-014

Machine Learning Ops

machine-learning-ops-001
machine-learning-ops-002
machine-learning-ops-003
machine-learning-ops-004
machine-learning-ops-005
machine-learning-ops-006
machine-learning-ops-007
machine-learning-ops-008
machine-learning-ops-009
machine-learning-ops-010
machine-learning-ops-011
machine-learning-ops-012
machine-learning-ops-013
machine-learning-ops-014

Predictive Analytics

predictive-analytics-001
predictive-analytics-002
predictive-analytics-003
predictive-analytics-004
predictive-analytics-005
predictive-analytics-006
predictive-analytics-007
predictive-analytics-008
predictive-analytics-009
predictive-analytics-010
predictive-analytics-011
predictive-analytics-012
predictive-analytics-013
predictive-analytics-014

Remote Monitoring

remote-monitoring-001
remote-monitoring-002
remote-monitoring-003
remote-monitoring-004
remote-monitoring-005
remote-monitoring-006
remote-monitoring-007
remote-monitoring-008
remote-monitoring-009
remote-monitoring-010
remote-monitoring-011
remote-monitoring-012
remote-monitoring-013
remote-monitoring-014

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

big-data-001

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-002

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-003

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-004

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-005

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-006

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-007

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-008

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-009

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-010

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-011

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-012

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-013

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

big-data-014

Core Competencies

Expert in big data for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-001

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-002

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-003

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-004

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-005

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-006

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-007

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-008

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-009

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-010

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-011

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-012

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-013

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-connectivity-014

Core Competencies

Expert in cloud connectivity for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-001

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-002

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-003

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-004

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-005

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-006

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-007

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-008

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-009

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-010

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-011

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-012

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-013

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

cloud-services-014

Core Competencies

Expert in cloud services for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-001

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-002

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-003

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-004

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-005

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-006

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-007

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-008

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-009

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-010

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-011

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-012

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-013

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

data-analytics-014

Core Competencies

Expert in data analytics for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-001

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-002

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-003

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-004

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-005

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-006

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-007

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-008

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-009

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-010

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-011

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-012

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-013

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

edge-computing-014

Core Competencies

Expert in edge computing for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-001

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-002

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-003

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-004

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-005

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-006

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-007

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-008

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-009

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-010

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-011

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-012

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-013

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

fleet-management-014

Core Competencies

Expert in fleet management for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-001

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-002

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-003

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-004

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-005

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-006

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-007

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-008

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-009

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-010

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-011

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-012

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-013

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

machine-learning-ops-014

Core Competencies

Expert in machine learning ops for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-001

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-002

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-003

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-004

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-005

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-006

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-007

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-008

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-009

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-010

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-011

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-012

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-013

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

predictive-analytics-014

Core Competencies

Expert in predictive analytics for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-001

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-002

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-003

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-004

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-005

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-006

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-007

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-008

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-009

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-010

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-011

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-012

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-013

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

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

Deliverables

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

remote-monitoring-014

Core Competencies

Expert in remote monitoring for automotive cloud systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-cloud 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, 10:42 UTC · 23 cases

Lift

+13%

83% vs 70%

Agent turns

1.0 vs 1.0

Tokens

+418%

16,814.27 vs 3,246

fail → pass · 3pass → pass · 16fail → 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-21 Develop a C driver function for an NXP S32K microcontroller SPI peripheral to communicate with an external EEPROM chip.	pass→pass	20,345	24,038	+18%	1	1	0%	4,873	18,582	+281%	0	0	—
case-01 We are developing a cloud connectivity module for our telematics control unit that streams vehicle telemetry to an off-board platform. We need a complete engineering package for this module following automotive industry standards like AUTOSAR 4.4 and ISO 26262. Please provide the output as a technical spec, C++ implementation code, a suite of test cases with expected results, and safety compliance documentation.	fail→fail	27,697	26,531	-4%	1	1	0%	6,223	19,635	+216%	0	0	—
case-02 Our engineering team is building an edge computing service on a production ECU for predictive battery health monitoring. Please generate a full software deliverable set compliant with ASPICE Level 3 and ISO 21434, including architectural specification, production C code implementation, verification test cases with validation results, and functional safety documentation.	fail→fail	29,253	31,404	+7%	1	1	0%	6,205	19,617	+216%	0	0	—
case-03 I need to design a fleet management analytics pipeline that processes high-frequency vehicle diagnostic messages transmitted over cellular links. Please prepare a standard automotive cloud deliverable package that includes a detailed technical spec, C++ source code for the edge processing node, validation test scenarios with results, and safety/security documentation.	fail→fail	27,548	27,145	-1%	1	1	0%	6,201	19,613	+216%	0	0	—
case-04 We are designing a big data ingestion pipeline in our automotive cloud infrastructure to store CAN bus snapshot logs. What four core deliverable artifacts must be produced for this engineering package?	fail→pass	10,894	27,837	+156%	1	1	0%	1,995	14,537	+629%	0	0	—
case-05 We want to develop a cloud predictive analytics algorithm for estimating brake pad wear across a commercial vehicle fleet. What software architecture pattern standard should structure the embedded interface components?	pass→pass	13,411	18,717	+40%	1	1	0%	2,550	17,222	+575%	0	0	—
case-06 Develop a remote monitoring module specification for real-time ECU fault code transmission to an automotive cloud backend. Which functional safety standard must be referenced for validating safety compliance?	pass→pass	16,405	22,766	+39%	1	1	0%	3,244	18,345	+466%	0	0	—
case-16 For an automotive cloud remote monitoring component alerting on battery thermal runaway risks, what core documentation and code artifacts must be delivered?	pass→pass	17,582	15,752	-10%	1	1	0%	2,688	16,663	+520%	0	0	—
case-07 We are setting up an MLOps workflow for OTA vision model updates to perception ECUs. Which cybersecurity standard governs the security risk management process for this vehicle software pipeline?	pass→pass	9,149	9,299	+2%	1	1	0%	1,733	15,200	+777%	0	0	—
case-08 When implementing an automotive cloud service module for OTA firmware distribution, which static analysis tool should be integrated into the verification toolchain to detect run-time errors?	pass→pass	12,460	6,485	-48%	1	1	0%	2,465	14,646	+494%	0	0	—
case-09 Design an edge computing data filtering component running on an automotive gateway ECU. Which bus simulation and network analysis software toolsuite is standard for verifying in-vehicle CAN network traffic?	pass→pass	17,646	20,979	+19%	1	1	0%	2,696	18,101	+571%	0	0	—
case-10 What process capability model standard and level are required when evaluating engineering software quality for automotive cloud fleet management systems?	pass→pass	13,790	7,227	-48%	1	1	0%	2,854	14,760	+417%	0	0	—
case-11 In an automotive cloud data analytics module analyzing driver behavior on an edge node, what specific resource constraints must be managed during software design?	pass→pass	15,821	13,159	-17%	1	1	0%	2,925	15,729	+438%	0	0	—
case-12 Outline the standard 4-step engineering approach used when designing a big data telemetry component for automotive cloud platforms.	fail→pass	12,621	12,205	-3%	1	1	0%	2,361	15,795	+569%	0	0	—
case-13 We are configuring an in-vehicle telematics module to connect to an automotive cloud broker. Which model-based development software environment is standard for generating functional safety control logic?	pass→pass	9,712	8,290	-15%	1	1	0%	1,797	15,023	+736%	0	0	—
case-14 Specify the exact deliverable structure required for a predictive analytics software module estimating battery State of Health in an automotive cloud environment.	fail→fail	14,816	15,096	+2%	1	1	0%	2,962	16,333	+451%	0	0	—
case-15 In an MLOps pipeline detecting sensor drift on edge ECUs, what is the required final validation step in the engineering approach?	fail→pass	20,942	5,939	-72%	1	1	0%	1,093	14,480	+1225%	0	0	—
case-17 When engineering cloud services for connected vehicles, what standard specifies functional safety requirements during software architecture design?	pass→pass	8,539	5,740	-33%	1	1	0%	1,699	14,447	+750%	0	0	—
case-18 What deliverables must be generated when building an edge computing anomaly detection module for an automotive gateway?	pass→pass	13,513	12,763	-6%	1	1	0%	2,546	15,888	+524%	0	0	—
case-19 When analyzing fuel efficiency big data in an automotive cloud, what architecture standard ensures seamless interoperability with ECU software components?	pass→pass	8,399	7,880	-6%	1	1	0%	1,625	14,914	+818%	0	0	—
case-20 Write a Node.js Express REST API route for an automotive dealership web portal that queries available vehicle inventory from a PostgreSQL database.	pass→pass	11,699	12,654	+8%	1	1	0%	2,993	16,507	+452%	0	0	—
case-22 Write a Terraform configuration script to provision an Amazon EKS Kubernetes cluster for hosting enterprise web microservices.	pass→pass	15,907	20,738	+30%	1	1	0%	3,801	18,784	+394%	0	0	—
case-23 Create an Android Automotive OS XML layout file for an HVAC temperature control screen on an infotainment head unit.	pass→pass	18,698	22,996	+23%	1	1	0%	4,976	19,573	+293%	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 22 counted toward the lift figure. The other 1 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 +13 percentage points is the difference between those two pass rates over the 22 comparable cases. 2 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: 69.6%
Pass rate with the skill: 82.6%
Cases attempted: 23
Cases counted toward lift: 22
Cases that regressed: 2
Skill version measured: v1
Run completed: 8/6/2026, 10:42 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-04

Prompt

We are designing a big data ingestion pipeline in our automotive cloud infrastructure to store CAN bus snapshot logs. What four core deliverable artifacts must be produced for this engineering package?

Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.

Show both answers

SkillScore blends 4 signals1 of 4 complete

BenchmarkPass rate WITH skill on a verified run83

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+482% tokens

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

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

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

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