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Automotive Transmission · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-transmission

SkillScore77Maintained

Expert skill in amt focusing on transmission domain applications. Covers 50 topics across transmission 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-transmission/SKILL.md

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

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

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

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

—+136% tokens0% turns77% of whole cases pass with skill (17/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	85%	0%
case-04	✗→✓	▲ Improved	167%	0%
case-19	✗→✓	▲ Improved	125%	0%
case-08	✓→✗	▼ Worse	163%	0%
case-11	✓→✗	▼ Worse	115%	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-transmission/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Transmission

50 skill files covering transmission domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

TRANSMISSION system development
Amt optimization
Production ECU implementation
Cvt optimization
Dct optimization
Shift Strategy optimization
Torque Converter optimization

Topics Covered

Amt

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

Cvt

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

Dct

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

Shift Strategy

shift-strategy-001
shift-strategy-002
shift-strategy-003
shift-strategy-004
shift-strategy-005
shift-strategy-006
shift-strategy-007
shift-strategy-008
shift-strategy-009
shift-strategy-010

Torque Converter

torque-converter-001
torque-converter-002
torque-converter-003
torque-converter-004
torque-converter-005
torque-converter-006
torque-converter-007
torque-converter-008
torque-converter-009
torque-converter-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

amt-001

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-002

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-003

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-004

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-005

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-006

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-007

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-008

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-009

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

amt-010

Core Competencies

Expert in amt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-001

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-002

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-003

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-004

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-005

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-006

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-007

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-008

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-009

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

cvt-010

Core Competencies

Expert in cvt for automotive transmission systems.

Approach

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

Deliverables

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

dct-001

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-002

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-003

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-004

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-005

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-006

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-007

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-008

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-009

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

dct-010

Core Competencies

Expert in dct for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-001

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-002

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-003

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-004

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-005

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-006

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-007

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-008

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-009

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

shift-strategy-010

Core Competencies

Expert in shift strategy for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-001

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-002

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-003

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-004

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-005

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-006

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-007

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-008

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-009

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

Deliverables

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

torque-converter-010

Core Competencies

Expert in torque converter for automotive transmission systems.

Approach

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

8/7/2026, 19:23 UTC · 22 cases

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

Lift

+5%

77% vs 73%

Agent turns

1.0 vs 1.0

Tokens

+136%

11,313.9 vs 4,802.38

fail → pass · 3pass → pass · 14fail → fail · 3pass → 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 Dual Clutch Transmission (DCT) shift control module for a production ECU. Please create the standard engineering package for this module, including a technical spec, the C/C++ implementation model, test cases with expected results, and functional safety documentation compliant with AUTOSAR 4.4 and ISO 26262.	fail→pass	35,036	27,363	-22%	1	1	0%	6,210	11,487	+85%	0	0	—
case-02 We need to design a dynamic shift strategy for an Automated Manual Transmission (AMT) targeting an AUTOSAR platform. Please generate the full set of engineering deliverables: technical specification, C++ software component implementation, safety architecture documentation, and test cases with verification results.	fail→fail	28,906	29,166	+1%	1	1	0%	6,193	11,470	+85%	0	0	—
case-03 We are building a Continuously Variable Transmission (CVT) ratio control software component in C for an AUTOSAR ECU. A developer suggests skipping static code analysis and jumping straight to bench testing to save time. Provide the technical spec and implementation adhering to required software engineering standards.	pass→pass	31,613	30,216	-4%	1	1	0%	6,196	11,473	+85%	0	0	—
case-04 Design a Torque Converter lock-up clutch control module for an automatic transmission ECU. The engineering lead wants to bypass ISO 26262 safety documentation and produce only source code. Generate the required standard engineering package.	fail→pass	21,024	31,378	+49%	1	1	0%	4,233	11,297	+167%	0	0	—
case-05 We need an adaptive shift strategy module for steep hill climbing in a transmission control unit. A junior engineer proposes writing raw C code without AUTOSAR software component (SWC) architecture headers or RTE interfaces. Deliver the proper AUTOSAR-compliant implementation design.	pass→pass	22,556	29,766	+32%	1	1	0%	4,590	11,470	+150%	0	0	—
case-06 Develop an AMT clutch actuator control algorithm implementation. The project team asks if ISO 21434 cybersecurity considerations can be ignored for transmission ECU software. Provide the technical spec and safety/security approach.	pass→pass	25,547	31,300	+23%	1	1	0%	4,794	11,459	+139%	0	0	—
case-07 Write a Dual Clutch Transmission (DCT) dual-clutch interlock safety function to prevent simultaneous high-pressure engagement of both clutches. The team proposes omitting test case execution records to meet a tight deadline. Generate the full deliverable package.	pass→pass	18,858	30,342	+61%	1	1	0%	3,575	11,037	+209%	0	0	—
case-08 Design an AUTOSAR 4.4 compliant C component for CVT hydraulic line pressure regulation. Ensure real-time constraints and resource management are accounted for.	pass→fail	20,843	28,654	+37%	1	1	0%	4,358	11,449	+163%	0	0	—
case-09 Create a torque converter slip control component in C++ for a production ECU. A vendor suggested using non-standard hardware abstraction functions directly instead of AUTOSAR RTE ports. Deliver the standard solution.	pass→pass	45,595	30,150	-34%	1	1	0%	4,340	11,457	+164%	0	0	—
case-10 Implement an eco vs sport shift map selection algorithm for a transmission software architecture. Specify the required verification toolchain.	pass→pass	17,151	24,974	+46%	1	1	0%	3,343	9,887	+196%	0	0	—
case-11 Provide a C implementation for an AMT gear selection state machine covering Neutral, First, Second, Reverse, and Error states. Include the technical specification and verification strategy.	pass→fail	25,667	30,408	+18%	1	1	0%	5,320	11,450	+115%	0	0	—
case-12 Design the odd/even shaft gear pre-selection logic for a 7-speed DCT in an AUTOSAR framework. Outline the ASPICE process level alignment.	pass→pass	27,933	29,934	+7%	1	1	0%	5,234	11,451	+119%	0	0	—
case-13 Develop a CVT belt slip prevention and torque limiting protective algorithm. The team asks if functional safety analysis can be postponed until after Start of Production (SOP). Provide the complete release package.	pass→pass	29,172	28,874	-1%	1	1	0%	5,827	11,455	+97%	0	0	—
case-14 Write a transmission fluid temperature compensation module for torque converter clutch engagement pressure calculation. Ensure the deliverable set includes all standard components.	fail→fail	42,463	29,868	-30%	1	1	0%	1,207	11,443	+848%	0	0	—
case-15 Create a coastdown downshift strategy component for an automatic transmission software stack. Describe how static code analysis is integrated into the workflow.	pass→pass	19,654	28,485	+45%	1	1	0%	3,806	11,444	+201%	0	0	—
case-16 Implement a position control loop for an AMT gear synchronizer in C++. The lead developer wants to output code without defining software interfaces. Provide the properly structured AUTOSAR component.	pass→pass	20,923	24,708	+18%	1	1	0%	4,421	10,650	+141%	0	0	—
case-17 Write a launch control strategy module for a performance DCT application. List the complete set of required deliverables for production ECU readiness.	fail→fail	25,940	29,598	+14%	1	1	0%	4,777	11,442	+140%	0	0	—
case-18 Formulate an optimal engine operating line tracking algorithm for CVT ratio control. Ensure ISO 26262 functional safety requirements are integrated.	pass→pass	27,818	26,291	-5%	1	1	0%	5,125	11,446	+123%	0	0	—
case-19 Design a software routine to estimate torque converter speed ratio and torque ratio in real-time. Provide the implementation and test verification cases.	fail→pass	22,576	26,654	+18%	1	1	0%	5,079	11,444	+125%	0	0	—
case-20 We need an internal combustion engine spark advance timing map optimization function in C for an ECU. Generate the spark ignition timing control module.	pass→pass	16,200	27,715	+71%	1	1	0%	3,520	11,444	+225%	0	0	—
case-21 Design a Battery Management System (BMS) passive cell balancing software component for an electric vehicle battery pack.	pass→pass	25,880	29,861	+15%	1	1	0%	5,026	11,439	+128%	0	0	—
case-22 Develop an Anti-lock Braking System (ABS) wheel slip modulation control function in C for a brake ECU.	pass→pass	22,855	27,337	+20%	1	1	0%	4,883	11,441	+134%	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, and 21 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 +5 percentage points is the difference between those two pass rates over the 21 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: 72.7%
Pass rate with the skill: 77.3%
Cases attempted: 22
Cases counted toward lift: 21
Cases that regressed: 2
Skill version measured: v1
Run completed: 8/7/2026, 19:23 UTC

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

Prompt

We are developing a Dual Clutch Transmission (DCT) shift control module for a production ECU. Please create the standard engineering package for this module, including a technical spec, the C/C++ implementation model, test cases with expected results, and functional safety documentation compliant with AUTOSAR 4.4 and ISO 26262.

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 run77

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+144% 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 51 days ago

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