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Automotive Braking · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-braking

SkillScore27Maintained

Expert skill in brake blending focusing on braking domain applications. Covers 50 topics across braking domain. Includes 50 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-braking/SKILL.md

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

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

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

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

In productionGlobal

how this skill behaves on real traffic · last 30 days

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

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

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

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 51d ago

Yes — +5% lift · at higher cost+92% tokens0% turns27% of whole cases pass with skill (6/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	86%	0%
case-02	✗→✓	▲ Improved	86%	0%
case-07	✗→✓	▲ Improved	86%	0%
case-08	✓→✗	▼ Worse	86%	0%
case-14	✓→✗	▼ Worse	96%	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-braking/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Braking

50 skill files covering braking domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

BRAKING system development
Brake Blending optimization
Production ECU implementation
Ebb optimization
Ehb optimization
Ipb optimization
Pedal Feel optimization

Topics Covered

Brake Blending

brake-blending-001
brake-blending-002
brake-blending-003
brake-blending-004
brake-blending-005
brake-blending-006
brake-blending-007
brake-blending-008
brake-blending-009
brake-blending-010

Ebb

ebb-001
ebb-002
ebb-003
ebb-004
ebb-005
ebb-006
ebb-007
ebb-008
ebb-009
ebb-010

Ehb

ehb-001
ehb-002
ehb-003
ehb-004
ehb-005
ehb-006
ehb-007
ehb-008
ehb-009
ehb-010

Ipb

ipb-001
ipb-002
ipb-003
ipb-004
ipb-005
ipb-006
ipb-007
ipb-008
ipb-009
ipb-010

Pedal Feel

pedal-feel-001
pedal-feel-002
pedal-feel-003
pedal-feel-004
pedal-feel-005
pedal-feel-006
pedal-feel-007
pedal-feel-008
pedal-feel-009
pedal-feel-010

Constraints

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

Required Tools

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

Instructions

brake-blending-001

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-002

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-003

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-004

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-005

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-006

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-007

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-008

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-009

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

brake-blending-010

Core Competencies

Expert in brake blending for automotive braking systems.

Approach

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

Deliverables

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

ebb-001

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-002

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-003

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-004

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-005

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-006

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-007

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-008

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-009

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ebb-010

Core Competencies

Expert in ebb for automotive braking systems.

Approach

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

Deliverables

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

ehb-001

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-002

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-003

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-004

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-005

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-006

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-007

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-008

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-009

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ehb-010

Core Competencies

Expert in ehb for automotive braking systems.

Approach

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

Deliverables

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

ipb-001

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-002

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-003

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-004

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-005

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-006

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-007

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-008

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-009

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

ipb-010

Core Competencies

Expert in ipb for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-001

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-002

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-003

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-004

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-005

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-006

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-007

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-008

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-009

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

Deliverables

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

pedal-feel-010

Core Competencies

Expert in pedal feel for automotive braking systems.

Approach

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

8/8/2026, 16:48 UTC · 22 cases

Lift

+5%

27% vs 23%

Agent turns

1.0 vs 1.0

Tokens

+92%

11,509.32 vs 5,988.91

fail → pass · 3pass → pass · 3fail → fail · 14pass → fail · 2

Per-case results (22)

Case	Status	Duration (ms)			Turns			Tokens			Tool calls
Case	Status	Without	With	Δ	Without	With	Δ	Without	With	Δ	Without	With	Δ
case-01 We are developing a regenerative braking software component for an EV target ECU. We need a complete engineering package covering the brake blending logic. Please provide a detailed architecture design document, a functional software implementation draft in C, validation scenario specifications with expected test outcomes, and a functional safety overview addressing ISO compliance.	fail→pass	26,874	27,833	+4%	1	1	0%	6,200	11,532	+86%	0	0	—
case-02 We need to optimize driver pedal feel feedback curves for an electro-hydraulic brake ECU. Please output a complete technical bundle consisting of the architectural specification, the underlying algorithm C/C++ source file, test case criteria with expected results, and safety artifact documentation following standard automotive guidelines.	fail→pass	28,088	25,993	-7%	1	1	0%	6,196	11,528	+86%	0	0	—
case-03 Design an AUTOSAR-compliant brake blending module for a hybrid electric vehicle that splits total deceleration demand between electric motor regenerative braking and hydraulic friction braking. Provide the complete package from architecture to C code, test scenarios, and safety hazards.	fail→fail	27,991	26,006	-7%	1	1	0%	6,188	11,382	+84%	0	0	—
case-04 Construct an Electronic Brake Booster (EBB) actuator control module for an autonomous vehicle platform. Provide the technical design, C source implementation, test verification matrix, and functional safety compliance summary.	fail→fail	27,344	28,199	+3%	1	1	0%	6,178	11,510	+86%	0	0	—
case-05 Develop an Electro-Hydraulic Brake (EHB) wheel pressure control module handling independent wheel cylinder pressure modulation. Create the architectural document, C source implementation, test cases with target pressure outputs, and safety hazard analysis.	fail→fail	27,748	26,203	-6%	1	1	0%	6,184	11,516	+86%	0	0	—
case-06 Create an Integrated Power Brake (IPB) software architecture that manages system states (Normal, Fallback, Emergency/Backup mode). Include full C source code, test scenario validation, and ISO 26262 safety hazard mitigation strategy.	fail→fail	28,792	28,186	-2%	1	1	0%	6,190	11,522	+86%	0	0	—
case-07 Build an active pedal feel simulator controller for a brake-by-wire system that generates realistic pedal force feedback based on pedal stroke. Output the technical spec, C algorithm implementation, validation test suite, and ISO 26262 safety analysis.	fail→pass	29,512	25,877	-12%	1	1	0%	6,191	11,523	+86%	0	0	—
case-08 Design a brake blending algorithm for an EV during ABS activation where regenerative braking must be rapidly decoupled to prevent wheel lockup. Provide technical spec, C code, test cases, and ISO 26262 safety analysis.	pass→fail	31,685	30,231	-5%	1	1	0%	6,186	11,518	+86%	0	0	—
case-09 Create a vacuum-less electric brake booster software specification and C implementation that provides boost assistance proportional to driver pedal force. Deliver the full engineering set including test cases and safety analysis.	fail→fail	30,744	27,879	-9%	1	1	0%	6,176	11,508	+86%	0	0	—
case-10 Develop an EHB accumulator charging and monitoring software component in C. Produce the complete deliverable suite: architecture, code, test cases with results, and ISO 26262 compliance safety documentation.	fail→fail	33,423	29,670	-11%	1	1	0%	6,182	11,514	+86%	0	0	—
case-11 Design an IPB 'One-Box' quick-apply function for Autonomous Emergency Braking (AEB) requests. Output the architectural spec, C implementation, validation test scenarios, and functional safety analysis.	fail→fail	29,978	29,398	-2%	1	1	0%	6,181	11,514	+86%	0	0	—
case-12 Develop a software module that smooths pedal feel during the transition phase when regen braking fades out at low vehicle speeds. Deliver technical spec, C code, test scenarios, and safety documentation.	fail→fail	23,150	27,873	+20%	1	1	0%	4,967	11,510	+132%	0	0	—
case-13 Construct a brake blending algorithm that dynamically handles battery full (100% SoC) or cold temperature conditions where regen power limit drops to zero. Output technical spec, C implementation, test cases, and ISO 26262 safety documentation.	fail→fail	28,559	29,154	+2%	1	1	0%	6,191	11,523	+86%	0	0	—
case-14 Write an EBB software module for detecting electronic failure and executing mechanical push-through backup mode transition. Provide technical spec, C implementation, validation cases, and safety artifacts.	pass→fail	27,262	32,063	+18%	1	1	0%	5,869	11,507	+96%	0	0	—
case-15 Design an EHB pressure control compensation algorithm that adjusts valve timing based on estimated fluid temperature. Deliver the full set of deliverables: spec, C source, test cases, and safety documentation.	fail→fail	28,443	29,295	+3%	1	1	0%	6,178	11,510	+86%	0	0	—
case-16 Develop an IPB dual-sensor pedal travel processing module that performs cross-validation and error handling. Output technical spec, C implementation, test cases with expected diagnostic flags, and safety documentation.	fail→fail	26,245	25,576	-3%	1	1	0%	6,179	11,511	+86%	0	0	—
case-17 Create a pedal feel software component that compensates for brake pad wear and rotor thermal expansion to maintain constant pedal stroke characteristics. Provide technical spec, C code, test suite, and ISO 26262 documentation.	fail→fail	33,125	30,865	-7%	1	1	0%	6,184	11,516	+86%	0	0	—
case-18 Design a brake blending system for a dual-motor all-wheel-drive EV that coordinates front and rear regen torque with 4-wheel hydraulic braking. Provide technical spec, C code, test scenarios, and safety documentation.	fail→fail	30,880	31,306	+1%	1	1	0%	6,186	11,518	+86%	0	0	—
case-19 Construct an EBB 'Soft Stop' feature that reduces braking force right before vehicle standstill to prevent vehicle jerk. Produce the technical spec, C code implementation, test cases, and ISO 26262 safety documentation.	fail→fail	30,662	30,042	-2%	1	1	0%	6,186	11,518	+86%	0	0	—
case-20 We are designing an Electric Power Steering (EPS) ECU software module that calculates handwheel assist torque based on vehicle speed and steering angle. Provide a complete C software design and functional architecture.	pass→pass	26,344	28,297	+7%	1	1	0%	6,178	11,510	+86%	0	0	—
case-21 Develop an AUTOSAR software component for a Tire Pressure Monitoring System (TPMS) that decodes RF signals from wheel sensors and updates pressure status flags. Provide the C code and AUTOSAR runnable structure.	pass→pass	18,883	27,446	+45%	1	1	0%	4,247	11,515	+171%	0	0	—
case-22 Implement an Adaptive Cruise Control (ACC) upper-level trajectory planner in C that determines target acceleration based on radar distance to lead vehicle.	pass→pass	24,316	27,486	+13%	1	1	0%	5,339	11,500	+115%	0	0	—

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

How this skill was measured

DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +5 percentage points is the difference between those two pass rates over the 22 comparable cases. 5 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: 22.7%
Pass rate with the skill: 27.3%
Cases attempted: 22
Cases counted toward lift: 22
Cases that regressed: 5
Skill version measured: v1
Run completed: 8/8/2026, 16:48 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-01

Prompt

We are developing a regenerative braking software component for an EV target ECU. We need a complete engineering package covering the brake blending logic. Please provide a detailed architecture design document, a functional software implementation draft in C, validation scenario specifications with expected test outcomes, and a functional safety overview addressing ISO compliance.

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 run27

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+119% tokens

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

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

Verified on gemini-3.6-flash · re-tested 50 days ago

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