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Automotive Navigation · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-navigation

NewSkillScoreMaintained

Expert skill in map updates focusing on navigation domain applications. Covers 40 topics across navigation domain. Includes 40 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-navigation/SKILL.md

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

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

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

Raw file: /s/pangzhenying2025-automotive-navigation/SKILL.md ↗ · machine-readable summary at /s/pangzhenying2025-automotive-navigation.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 measurable change+76% tokens0% turns14% of whole cases pass with skill (3/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-04	✗→✓	▲ Improved	69%	0%
case-10	✗→✓	▲ Improved	69%	0%
case-15	✗→✓	▲ Improved	121%	0%
case-05	✓→✗	▼ Worse	69%	0%
case-07	✓→✗	▼ Worse	69%	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-navigation/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Navigation

40 skill files covering navigation domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

NAVIGATION system development
Map Updates optimization
Production ECU implementation
Poi optimization
Real Time Traffic optimization
Routing optimization

Topics Covered

Map Updates

map-updates-001
map-updates-002
map-updates-003
map-updates-004
map-updates-005
map-updates-006
map-updates-007
map-updates-008
map-updates-009
map-updates-010

Poi

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

Real Time Traffic

real-time-traffic-001
real-time-traffic-002
real-time-traffic-003
real-time-traffic-004
real-time-traffic-005
real-time-traffic-006
real-time-traffic-007
real-time-traffic-008
real-time-traffic-009
real-time-traffic-010

Routing

routing-001
routing-002
routing-003
routing-004
routing-005
routing-006
routing-007
routing-008
routing-009
routing-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

map-updates-001

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-002

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-003

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-004

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-005

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-006

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-007

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-008

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-009

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

map-updates-010

Core Competencies

Expert in map updates for automotive navigation systems.

Approach

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

Deliverables

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

poi-001

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-002

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-003

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-004

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-005

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-006

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-007

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-008

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-009

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

poi-010

Core Competencies

Expert in poi for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-001

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-002

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-003

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-004

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-005

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-006

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-007

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-008

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-009

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

real-time-traffic-010

Core Competencies

Expert in real time traffic for automotive navigation systems.

Approach

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

Deliverables

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

routing-001

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-002

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-003

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-004

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-005

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-006

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-007

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-008

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-009

Core Competencies

Expert in routing for automotive navigation systems.

Approach

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

Deliverables

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

routing-010

Core Competencies

Expert in routing for automotive navigation systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-navigation 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, 12:03 UTC · 22 cases

Lift

14% vs 14%

Agent turns

1.0 vs 1.0

Tokens

+76%

10,371.95 vs 5,883.59

fail → pass · 3fail → fail · 16pass → fail · 3

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 an over-the-air differential map update module for an embedded navigation ECU. Could you prepare the engineering work package for this feature? We need a detailed technical specification, the C/C++ software implementation, a test suite with execution logs, and the safety compliance documentation.	fail→fail	32,130	27,289	-15%	1	1	0%	6,199	10,496	+69%	0	0	—
case-02 Our team is implementing a real-time traffic data ingestion and processing service on an automotive cockpit domain controller. Please provide the complete development deliverables, including the system technical spec, executable code and models, test cases with results, and functional safety documentation.	fail→fail	26,540	25,595	-4%	1	1	0%	6,190	10,487	+69%	0	0	—
case-03 We need an optimized routing and POI search component designed for an automotive infotainment platform operating under constrained CPU and memory resources. Please deliver a technical specification document, C++ source code implementation, test verification scenarios with results, and safety documentation artifacts.	fail→fail	33,430	24,012	-28%	1	1	0%	6,189	10,486	+69%	0	0	—
case-04 We are implementing a map update flash partition writer for an AUTOSAR 4.4 Classic ECU. Junior developers suggest using standard POSIX fopen() and fwrite() file system calls to rewrite flash memory directly during vehicle operation. Design and implement the map update flash persistence module specifying technical architecture, C code, test plan, and safety controls.	fail→pass	27,383	27,216	-1%	1	1	0%	6,209	10,506	+69%	0	0	—
case-05 For our in-vehicle navigation system, map updates must support cryptographic integrity verification and rollback recovery if an update is interrupted by ignition shut-off. Engineers suggest skipping digital signature validation to save CPU cycles during boot. Provide the complete design specification, C/C++ cryptographic verification module, verification test cases, and ISO 21434 / ISO 26262 safety and security documentation.	pass→fail	29,540	26,483	-10%	1	1	0%	6,222	10,519	+69%	0	0	—
case-06 Our navigation unit requires a spatial POI (Point of Interest) search feature to find nearby gas stations given latitude and longitude. Developers proposed a simple linear scan across 500,000 raw POI records stored in a flat array on every pan gesture. Provide the complete technical specification, optimized C++ spatial search code, unit test cases with pass/fail results, and functional safety analysis.	fail→fail	33,486	26,874	-20%	1	1	0%	6,222	10,519	+69%	0	0	—
case-07 We are developing a POI category filtering and string matching module for an automotive navigation head unit. Developers recommend using recursive regular expressions (std::regex) inside the real-time frame loop. Provide the complete architecture spec, C++ string matching code, static analysis rules, test cases, and safety documentation.	pass→fail	28,532	28,173	-1%	1	1	0%	6,202	10,499	+69%	0	0	—
case-08 Our connected navigation platform ingests dynamic EV charging station availability status over the air. Developers suggest polling the backend API every 100 milliseconds via unencrypted HTTP. Provide the complete technical spec, C/C++ ingestion component, security/safety documentation, and test suite.	fail→fail	26,125	28,711	+10%	1	1	0%	6,196	10,493	+69%	0	0	—
case-09 We need a real-time traffic incident decoder for TPEG binary streams on an AUTOSAR microcontroller. Developers plan to use raw unvalidated byte pointers without boundary checking. Deliver the technical specification, C implementation, functional safety analysis, and test scenario outputs.	fail→fail	28,594	27,495	-4%	1	1	0%	6,192	10,489	+69%	0	0	—
case-10 Our traffic module receives live road segment speed profile updates to modify travel time predictions. A proposed implementation overwrites global routing memory buffers without locking or thread synchronisation. Provide the full technical spec, thread-safe C++ implementation, test cases with results, and safety documentation.	fail→pass	28,680	29,122	+2%	1	1	0%	6,195	10,492	+69%	0	0	—
case-11 We are building a dynamic rerouting engine that re-evaluates active navigation routes when real-time traffic congestions occur ahead. Developers suggested triggering a full global Dijkstra recalculation on every incoming traffic update packet regardless of vehicle distance from the incident. Deliver the system spec, C++ dynamic rerouting implementation, test cases, and safety assessment.	fail→fail	28,531	28,655	+0%	1	1	0%	6,209	10,506	+69%	0	0	—
case-12 We need an A* shortest path routing engine for an embedded automotive navigation system. Developers propose using standard recursive depth-first search with unbounded dynamic stack frames. Provide the full engineering deliverable set: technical spec, C++ A* routing code, test suite with execution results, and ISO 26262 safety documentation.	fail→fail	31,570	27,574	-13%	1	1	0%	6,207	10,504	+69%	0	0	—
case-13 Our team is designing an EV-specific routing algorithm that factors in vehicle battery degradation and road elevation profiles. A junior engineer suggests ignoring negative road grades during energy calculations. Deliver the technical specification, C++ energy-aware routing algorithm, test cases with pass/fail outputs, and safety documentation.	fail→fail	37,529	31,712	-16%	1	1	0%	6,199	10,496	+69%	0	0	—
case-14 We need a multi-stop route optimization component for commercial fleet delivery vehicles operating on an AUTOSAR platform. Developers propose computing all N! route permutations synchronously on the main UI thread. Provide the technical spec, C++ route optimizer, test suite with execution logs, and safety documentation.	pass→fail	31,783	29,328	-8%	1	1	0%	6,198	10,495	+69%	0	0	—
case-15 We are creating an AUTOSAR 4.4 Software Component (SWC) interface for a map update management module. Engineers suggested using generic un-typed raw void* pointers for SWC port definitions. Provide the SWC architectural specification, C headers with RTE interface macros, test verification scenarios, and ASPICE design traceability.	fail→pass	24,382	30,370	+25%	1	1	0%	4,749	10,504	+121%	0	0	—
case-16 We need an ISO 26262 Hazard Analysis and Risk Assessment (HARA) and Safety Goals document for a map-matching and turn-by-turn route guidance SWC. Developers claim route guidance carries no safety risk and can be designated Quality Management (QM) without safety mechanisms. Provide the technical spec, C implementation, safety documentation, and test cases.	fail→fail	32,122	31,545	-2%	1	1	0%	6,216	10,513	+69%	0	0	—
case-17 We are designing a cloud-to-vehicle OTA map update receiver compliant with ISO 21434 cybersecurity engineering. A proposal suggests accepting raw unencrypted HTTP map binary packages without certificate checks to minimize download latency. Deliver the engineering work package: technical specification, C++ update receiver code, security/safety threat analysis, and test results.	fail→fail	32,341	31,947	-1%	1	1	0%	6,210	10,507	+69%	0	0	—
case-18 For an ASPICE Level 3 software development project, we need the SWE.3 detailed software design and implementation for a real-time traffic event ring buffer. Deliver the detailed specification, C code implementation, ASPICE traceability matrix, and test suite.	fail→fail	28,008	29,764	+6%	1	1	0%	6,191	10,488	+69%	0	0	—
case-19 We need to integrate static code analysis tools into our build pipeline for an automotive navigation routing component. Engineers want to disable MISRA C++ rules and Klocwork/Polyspace checks because of reported violations in pathfinding loops. Provide the technical spec, C++ compliant routing code, static analysis configuration rules, and test verification deliverables.	fail→fail	32,606	31,630	-3%	1	1	0%	6,207	10,504	+69%	0	0	—
case-20 We are developing an internal combustion engine control unit (ECU) fuel injection timing module for an automotive engine management system. Could you provide the C code for crankshaft angle interrupt processing and fuel injector solenoid control logic?	fail→fail	20,449	22,523	+10%	1	1	0%	4,064	9,041	+122%	0	0	—
case-21 Our team is designing a High-Voltage Battery Management System (BMS) cell balancing and State of Charge (SoC) estimation module using Extended Kalman Filtering. Please deliver the BMS software architecture and C++ SoC calculation code.	fail→fail	31,791	28,703	-10%	1	1	0%	6,186	10,483	+69%	0	0	—
case-22 We need a CAN bus gateway matrix routing configuration that forwards OBD-II diagnostic request packets from the external OBD port to internal Powertrain and Chassis CAN buses. Please provide the CAN gateway routing table and network configuration code.	fail→fail	13,773	22,818	+66%	1	1	0%	2,787	9,156	+229%	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 0 percentage points is the difference between those two pass rates over the 22 comparable cases. 4 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: 13.6%
Pass rate with the skill: 13.6%
Cases attempted: 22
Cases counted toward lift: 22
Cases that regressed: 4
Skill version measured: v1
Run completed: 8/6/2026, 12:03 UTC

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

Prompt

We are implementing a map update flash partition writer for an AUTOSAR 4.4 Classic ECU. Junior developers suggest using standard POSIX fopen() and fwrite() file system calls to rewrite flash memory directly during vehicle operation. Design and implement the map update flash persistence module specifying technical architecture, C code, test plan, and safety controls.

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.

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SkillScore blends 4 signalsno signals yet

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Live evalNeeds ≥10 evaluated traces in 30 days

AI ratingNeeds ≥10 rated traces

AdoptionNeeds ≥10 serves across ≥2 orgs in 30 days

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

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