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Automotive Hvac · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-hvac

NewSkillScoreMaintained

Expert skill in ac systems focusing on hvac domain applications. Covers 108 topics across hvac domain. Includes 108 skill files covering ASPICE Level 3, AUTOSAR 4.4, ISO 21434, ISO 26262.

codingby pangzhenying2025

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

Automatic

Coding pack

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

pip install decimalai

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

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

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

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

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

In productionGlobal

how this skill behaves on real traffic · last 30 days

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

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

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

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 53d ago

No — -58% lift+212% tokens0% turns27% of whole cases pass with skill (6/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-05	✗→✓	▲ Improved	190%	0%
case-13	✗→✓	▲ Improved	190%	0%
case-08	✓→✗	▼ Worse	190%	0%
case-15	✓→✗	▼ Worse	227%	0%
case-16	✓→✗	▼ Worse	273%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

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

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

pangzhenying2025 / hermes-automotive-skills

skills/automotive-hvac/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Hvac

108 skill files covering hvac domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

HVAC system development
Ac Systems optimization
Production ECU implementation
Air Distribution optimization
Air Quality optimization
Climate Control optimization
Defrost Defogg optimization
Heat Pump Systems optimization
Heating Systems optimization
Multi Zone Control optimization
Thermal Comfort optimization

Topics Covered

Ac Systems

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

Air Distribution

air-distribution-001
air-distribution-002
air-distribution-003
air-distribution-004
air-distribution-005
air-distribution-006
air-distribution-007
air-distribution-008
air-distribution-009
air-distribution-010
air-distribution-011
air-distribution-012

Air Quality

air-quality-001
air-quality-002
air-quality-003
air-quality-004
air-quality-005
air-quality-006
air-quality-007
air-quality-008
air-quality-009
air-quality-010
air-quality-011
air-quality-012

Climate Control

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

Defrost Defogg

defrost-defogg-001
defrost-defogg-002
defrost-defogg-003
defrost-defogg-004
defrost-defogg-005
defrost-defogg-006
defrost-defogg-007
defrost-defogg-008
defrost-defogg-009
defrost-defogg-010
defrost-defogg-011
defrost-defogg-012

Heat Pump Systems

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

Heating Systems

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

Multi Zone Control

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

Thermal Comfort

thermal-comfort-001
thermal-comfort-002
thermal-comfort-003
thermal-comfort-004
thermal-comfort-005
thermal-comfort-006
thermal-comfort-007
thermal-comfort-008
thermal-comfort-009
thermal-comfort-010
thermal-comfort-011
thermal-comfort-012

Constraints

AUTOSAR architecture adherence
ISO 26262 functional safety compliance
Real-time performance requirements
Resource constraints (CPU/Memory)

Required Tools

AUTOSAR toolchain
MATLAB/Simulink
Static analyzer (Polyspace/Klocwork)
Vector CANoe/CANalyzer

Instructions

ac-systems-001

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-002

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-003

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-004

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-005

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-006

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-007

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-008

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-009

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-010

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-011

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

ac-systems-012

Core Competencies

Expert in ac systems for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-001

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-002

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-003

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-004

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-005

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-006

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-007

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-008

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-009

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-010

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-011

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-distribution-012

Core Competencies

Expert in air distribution for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-001

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-002

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-003

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-004

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-005

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-006

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-007

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-008

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-009

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-010

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-011

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

air-quality-012

Core Competencies

Expert in air quality for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-001

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-002

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-003

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-004

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-005

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-006

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-007

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-008

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-009

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-010

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-011

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

climate-control-012

Core Competencies

Expert in climate control for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-001

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-002

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-003

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-004

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-005

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-006

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-007

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-008

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-009

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-010

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-011

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

defrost-defogg-012

Core Competencies

Expert in defrost defogg for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-001

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-002

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-003

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-004

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-005

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-006

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-007

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-008

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-009

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-010

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-011

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heat-pump-systems-012

Core Competencies

Expert in heat pump systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-001

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-002

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-003

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-004

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-005

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-006

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-007

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-008

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-009

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-010

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-011

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

heating-systems-012

Core Competencies

Expert in heating systems for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-001

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-002

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-003

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-004

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-005

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-006

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-007

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-008

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-009

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-010

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-011

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

multi-zone-control-012

Core Competencies

Expert in multi zone control for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-001

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-002

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-003

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-004

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-005

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-006

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-007

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-008

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-009

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-010

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-011

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

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

Deliverables

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

thermal-comfort-012

Core Competencies

Expert in thermal comfort for automotive hvac systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-hvac 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, 11:36 UTC · 22 cases

Lift

-58%

17% vs 75%

Agent turns

1.0 vs 1.0

Tokens

+212%

17,720.91 vs 5,684.86

fail → pass · 2pass → pass · 4fail → fail · 11pass → fail · 5

Per-case results (22)

Case	Status	Duration (ms)			Turns			Tokens			Tool calls
Case	Status	Without	With	Δ	Without	With	Δ	Without	With	Δ	Without	With	Δ
case-22 We are choosing between NMC 811 cylindrical cells and LFP prismatic cells for an EV battery pack architecture, including cell tab welding methods and structural pack casing design. Analyze the electrochemical energy density and structural rigidity of these pack options.	pass→pass	21,364	34,190	+60%	1	1	0%	3,886	17,929	+361%	0	0	—
case-01 We are developing an electric vehicle heat pump control module that needs to comply with AUTOSAR 4.4 and ISO 26262 standard practices. Please provide a complete engineering package for this module, including a technical spec document, C code implementation, test suites with validation results, and functional safety compliance docs.	fail→fail	26,818	25,220	-6%	1	1	0%	6,206	17,947	+189%	0	0	—
case-02 I need an architectural design and software module for a quad-zone HVAC air distribution controller running on a production automotive ECU. Please deliver the full set of engineering outputs: architectural technical specifications, C/C++ source code structured for AUTOSAR, test case descriptions with output results, and ISO 26262 safety artifacts.	fail→fail	29,332	25,558	-13%	1	1	0%	6,208	17,949	+189%	0	0	—
case-03 Our team is implementing an automated windshield defogging and cabin air quality management component for an ECU project adhering to ASPICE Level 3. Provide the complete project deliverables, consisting of a formal technical specification, C/C++ or Simulink implementation, verification test cases with test evidence, and safety documentation.	fail→fail	32,758	24,539	-25%	1	1	0%	6,202	17,943	+189%	0	0	—
case-04 We are building an electronically controlled variable displacement A/C compressor driver for a 12V automotive ECU. Produce the complete engineering package including technical specification, C implementation code, verification tests, and safety documentation.	fail→fail	27,230	29,291	+8%	1	1	0%	6,183	17,924	+190%	0	0	—
case-05 Design an AUTOSAR software module for controlling stepper motors driving HVAC air distribution flaps over LIN bus. Deliver the complete engineering output bundle.	fail→pass	26,815	38,880	+45%	1	1	0%	6,168	17,909	+190%	0	0	—
case-06 Implement an automotive cabin air quality management software component that monitors PM2.5 levels and controls air recirculation. Provide the full project engineering deliverables.	fail→fail	23,426	25,144	+7%	1	1	0%	6,169	17,910	+190%	0	0	—
case-07 Develop a closed-loop cabin temperature controller using a PI algorithm with solar radiation compensation. Generate the full software engineering artifact set.	fail→fail	29,241	26,064	-11%	1	1	0%	6,063	17,907	+195%	0	0	—
case-08 Create an automated windshield defrosting software component that calculates cabin dewpoint using relative humidity and glass temperature sensors. Deliver the full set of engineering outputs.	pass→fail	23,995	24,836	+4%	1	1	0%	6,170	17,911	+190%	0	0	—
case-09 Write a software controller for an electronic expansion valve in an EV heat pump system managing battery thermal chilling. Provide the complete production engineering deliverables.	fail→fail	26,579	29,924	+13%	1	1	0%	6,168	17,909	+190%	0	0	—
case-10 Implement an AUTOSAR software component for a high-voltage PTC auxiliary heater with PWM power modulation and current monitoring. Deliver full technical specs, implementation code, test suites, and safety analysis.	fail→fail	24,351	26,695	+10%	1	1	0%	6,179	17,920	+190%	0	0	—
case-11 Build a tri-zone HVAC temperature mixing flap software module that handles driver, passenger, and rear cabin target temperatures independently. Provide the complete software release package.	pass→pass	25,435	26,085	+3%	1	1	0%	6,172	17,913	+190%	0	0	—
case-12 Implement a thermal comfort software module that computes Predicted Mean Vote using cabin temperature, radiant temperature, air speed, and humidity. Provide complete specification, implementation code, test cases, and safety artifacts.	fail→fail	23,755	23,789	+0%	1	1	0%	6,179	17,920	+190%	0	0	—
case-13 Develop an automotive A/C pressure sensor software driver that integrates diagnostic fault detection alongside safety logic. Deliver technical specification, software code, test validation reports, and safety documentation.	fail→pass	26,132	24,972	-4%	1	1	0%	6,175	17,916	+190%	0	0	—
case-14 Write an ECU software function for HVAC blower motor speed control that includes thermal overload protection. Provide the standard four-part deliverable package.	fail→fail	21,878	25,911	+18%	1	1	0%	5,499	17,909	+226%	0	0	—
case-15 Create a software component to prevent evaporator core freezing by modulating compressor displacement based on evaporator temperature. Deliver the complete engineering set.	pass→fail	25,111	26,159	+4%	1	1	0%	5,481	17,906	+227%	0	0	—
case-16 Implement an active plasma cluster generator driver for cabin air purification that triggers automatically when air quality sensors detect VOC contaminants. Provide full code, spec, test evidence, and safety compliance docs.	pass→fail	23,757	27,707	+17%	1	1	0%	4,808	17,918	+273%	0	0	—
case-17 Design an EV thermal management software module controlling a multi-way coolant valve matrix for switching between ambient heat absorption and cabin heating. Supply complete deliverables.	pass→fail	26,269	26,567	+1%	1	1	0%	6,170	17,911	+190%	0	0	—
case-18 Develop a bus gateway software module for rear seat climate control panel commands. Produce complete engineering deliverables.	fail→fail	27,692	28,996	+5%	1	1	0%	6,160	17,901	+191%	0	0	—
case-19 Implement a dual solar sensor signal processing module that calculates solar radiation impact on driver and passenger thermal load. Deliver full project artifacts.	pass→fail	29,911	27,524	-8%	1	1	0%	6,166	17,907	+190%	0	0	—
case-20 We are designing the injection molding tooling and mechanical wall thickness tolerances for an HVAC blower housing and duct assembly. Specify the plastic resin selection, draft angles, weld line placement, and mold shrinkage allowances for tool manufacturing.	pass→pass	22,889	24,289	+6%	1	1	0%	3,358	15,769	+370%	0	0	—
case-21 We are selecting luxury interior materials and stitch patterns for the dashboard air register vents and leather trim surrounds on a premium vehicle trim line. Provide recommendations for leather grain matching, seam durability testing, and UV fade resistance standards for vent bezels.	pass→pass	19,955	24,150	+21%	1	1	0%	3,297	15,732	+377%	0	0	—

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

How this skill was measured

DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of -58 percentage points is the difference between those two pass rates over the 22 comparable cases. 9 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: 75%
Pass rate with the skill: 16.7%
Cases attempted: 22
Cases counted toward lift: 22
Cases that regressed: 9
Skill version measured: v1
Run completed: 8/6/2026, 11:36 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-05

Prompt

Design an AUTOSAR software module for controlling stepper motors driving HVAC air distribution flaps over LIN bus. Deliver the complete engineering output bundle.

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+303% 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.