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Automotive Suspension · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-suspension

NewSkillScoreMaintained

Expert skill in active suspension focusing on suspension domain applications. Covers 30 topics across suspension domain. Includes 30 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-suspension/SKILL.md

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

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

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

Raw file: /s/pangzhenying2025-automotive-suspension/SKILL.md ↗ · machine-readable summary at /s/pangzhenying2025-automotive-suspension.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 52d ago

No — -25% lift+80% tokens0% turns68% of whole cases pass with skill (15/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-05	✓→✗	▼ Worse	54%	0%
case-12	✓→✗	▼ Worse	70%	0%
case-04	✓→✓	＝ Same ✓	54%	0%
case-06	✓→✓	＝ Same ✓	54%	0%
case-07	✓→✓	＝ Same ✓	110%	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-suspension/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Suspension

30 skill files covering suspension domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

SUSPENSION system development
Active Suspension optimization
Production ECU implementation
Adaptive Damping optimization
Air Suspension optimization

Topics Covered

Active Suspension

active-suspension-001
active-suspension-002
active-suspension-003
active-suspension-004
active-suspension-005
active-suspension-006
active-suspension-007
active-suspension-008
active-suspension-009
active-suspension-010

Adaptive Damping

adaptive-damping-001
adaptive-damping-002
adaptive-damping-003
adaptive-damping-004
adaptive-damping-005
adaptive-damping-006
adaptive-damping-007
adaptive-damping-008
adaptive-damping-009
adaptive-damping-010

Air Suspension

air-suspension-001
air-suspension-002
air-suspension-003
air-suspension-004
air-suspension-005
air-suspension-006
air-suspension-007
air-suspension-008
air-suspension-009
air-suspension-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

active-suspension-001

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-002

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-003

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-004

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-005

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-006

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-007

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-008

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-009

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

active-suspension-010

Core Competencies

Expert in active suspension for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-001

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-002

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-003

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-004

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-005

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-006

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-007

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-008

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-009

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

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

Deliverables

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

adaptive-damping-010

Core Competencies

Expert in adaptive damping for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-001

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-002

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-003

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-004

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-005

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-006

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-007

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-008

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-009

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension-010

Core Competencies

Expert in air suspension for automotive suspension systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-suspension would put in front of your model? Preview the rendered body and check its trigger phrases — no LLM call, no signup.

Latest benchmark · publisher runVerified

8/6/2026, 12:04 UTC · 22 cases

Lift

-25%

25% vs 50%

Agent turns

1.0 vs 1.0

Tokens

+80%

8,399.23 vs 4,656.32

pass → pass · 15fail → fail · 5pass → 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 engineering an active suspension roll-control feature for a production automotive ECU running AUTOSAR 4.4. Please provide a complete engineering package including a technical specification, the C++ software implementation, test cases with execution results, and the corresponding functional safety documentation.	fail→fail	25,865	25,932	+0%	1	1	0%	6,195	9,539	+54%	0	0	—
case-02 I need to develop an adaptive damping control module for real-time chassis stabilization on an automotive ECU. Deliver a comprehensive output that contains the technical specification, C code implementation, test verification procedures with results, and safety artifact documentation adhering to ISO 26262.	fail→fail	28,835	26,737	-7%	1	1	0%	6,195	9,539	+54%	0	0	—
case-03 Our team is designing an electronic air suspension height-leveling system compatible with AUTOSAR architecture. Please generate the full set of deliverables: technical specification, C source code implementation, test cases alongside results, and functional safety documentation.	fail→fail	29,000	26,314	-9%	1	1	0%	6,187	9,531	+54%	0	0	—
case-04 We are developing an active suspension hydraulic force actuator control loop for an AUTOSAR application layer component. An engineer suggested implementing a simple open-loop PWM driver without closed-loop feedback or safety monitoring. Provide the technical specification and C implementation that follows proper automotive ECU safety practices.	pass→pass	28,755	29,893	+4%	1	1	0%	6,196	9,540	+54%	0	0	—
case-05 For a four-corner active suspension controller, design the AUTOSAR software component structure for heave, pitch, and roll motion decoupling. Provide the technical specification and C code for the matrix coordinate transformation module.	pass→fail	26,811	27,066	+1%	1	1	0%	6,182	9,526	+54%	0	0	—
case-06 Provide the C implementation for a high-frequency active suspension electromagnetic actuator driver, incorporating overcurrent protection and fast-loop current control for automotive ECU integration.	pass→pass	27,625	27,262	-1%	1	1	0%	6,171	9,515	+54%	0	0	—
case-07 A junior developer proposed a static lookup table based on vehicle speed alone to set shock absorber damping coefficients. Implement a dynamic skyhook damping control algorithm in C for an adaptive damping ECU under AUTOSAR standards.	pass→pass	20,922	28,883	+38%	1	1	0%	4,541	9,526	+110%	0	0	—
case-08 Design the pulse-width modulation current control loop in C for a continuously variable damper solenoid valve on an automotive chassis ECU. Include diagnostic routines for open-circuit fault conditions.	pass→pass	29,222	30,764	+5%	1	1	0%	6,175	9,337	+51%	0	0	—
case-09 We need to integrate front camera road profile preview data into an adaptive damping control module running on an AUTOSAR platform. Outline the software interface and C implementation for preview delay compensation.	pass→pass	22,592	24,999	+11%	1	1	0%	4,470	8,411	+88%	0	0	—
case-10 Implement an AUTOSAR-compliant mode switching module in C that transitions the adaptive damping system between Comfort, Normal, and Sport dynamic control profiles based on driver switch input and vehicle acceleration.	fail→fail	26,449	29,301	+11%	1	1	0%	6,159	9,522	+55%	0	0	—
case-11 Design the thermal protection and relay control logic for an air suspension compressor module in C. The algorithm must prevent compressor overheating during continuous height raising maneuvers.	pass→pass	24,545	27,840	+13%	1	1	0%	4,923	9,514	+93%	0	0	—
case-12 Develop the cross-axle and corner valve state machine in C for leveling a pneumatic air suspension system when parking on uneven terrain.	pass→fail	27,353	33,206	+21%	1	1	0%	5,588	9,511	+70%	0	0	—
case-13 Write a C software module for managing air suspension reservoir pressure, including compressor activation logic and leak detection monitoring.	pass→pass	23,478	31,582	+35%	1	1	0%	5,150	9,506	+85%	0	0	—
case-14 Design a digital signal conditioning filter module in C for four vehicle height sensors connected to an air suspension ECU, filtering out high-frequency road vibrations while preserving body level trends.	fail→fail	23,954	28,468	+19%	1	1	0%	4,860	9,518	+96%	0	0	—
case-15 We are establishing the static code analysis toolchain for an AUTOSAR 4.4 active suspension software module targeted at ISO 26262 ASIL-D certification. Recommend the standard static analyzer tools required for formal verification in this domain.	pass→pass	18,959	20,021	+6%	1	1	0%	3,280	6,903	+110%	0	0	—
case-20 Design an AUTOSAR software component in C for Electric Power Steering (EPS) lane keeping assist torque overlay control.	pass→pass	19,840	29,285	+48%	1	1	0%	4,244	9,508	+124%	0	0	—
case-16 Select the standard network stimulation and bus test tool ecosystem used for hardware-in-the-loop validation of adaptive damping ECU CAN communication frames.	pass→pass	11,164	4,624	-59%	1	1	0%	1,679	4,070	+142%	0	0	—
case-17 When engineering an active suspension ECU connected to a central vehicle gateway, which international automotive cybersecurity standard must be referenced for threat analysis and risk assessment?	pass→pass	5,058	4,473	-12%	1	1	0%	894	4,040	+352%	0	0	—
case-18 Our software development process for active damper control software is undergoing a capability assessment. Which automotive software process assessment model standard sets the requirements for Process Capability Level 3?	pass→pass	8,384	8,153	-3%	1	1	0%	1,512	4,825	+219%	0	0	—
case-19 Which functional safety standard governs the hazard analysis, risk assessment, and safety architecture for an electronic air suspension system on passenger vehicles?	pass→pass	10,040	6,094	-39%	1	1	0%	1,464	4,377	+199%	0	0	—
case-21 Develop an Electronic Stability Control (ESC) hydraulic brake pressure modulation module in C to prevent vehicle spin-out during oversteer.	pass→pass	25,120	29,396	+17%	1	1	0%	5,194	9,511	+83%	0	0	—
case-22 Provide a C module for high-voltage Battery Management System (BMS) passive cell balancing based on individual cell state-of-charge measurements.	pass→pass	25,383	28,864	+14%	1	1	0%	5,180	9,514	+84%	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 -25 percentage points is the difference between those two pass rates over the 22 comparable cases. 2 cases got worse with the skill loaded, and they are included in that figure.

Model measured: gemini-3.6-flash
Graded by: gemini-3.6-flash
Grading method: judged
Verification: verified
Pass rate without the skill: 50%
Pass rate with the skill: 25%
Cases attempted: 22
Cases counted toward lift: 22
Cases that regressed: 2
Skill version measured: v1
Run completed: 8/6/2026, 12:04 UTC

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+93% 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.