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Automotive Telematics · pangzhenying2025 | DecimalAI

pangzhenying2025/automotive-telematics

NewSkillScoreMaintained

Expert skill in cellular focusing on telematics domain applications. Covers 40 topics across telematics 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-telematics/SKILL.md

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

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

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

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

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

No — -4% lift+74% tokens0% turns40% of whole cases pass with skill (10/25)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-02	✗→✓	▲ Improved	68%	0%
case-22	✗→✓	▲ Improved	69%	0%
case-04	✓→✗	▼ Worse	69%	0%
case-06	✓→✗	▼ Worse	68%	0%
case-16	✓→✗	▼ Worse	104%	0%

Showing 5 of 25 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-telematics/SKILL.md

View on GitHub ↗

License MITImported 8/2/2026Version v1

Skill contents

SKILL.md

Automotive Telematics

40 skill files covering telematics domain for automotive software engineering.

Applicable Standards

ASPICE Level 3
AUTOSAR 4.4
ISO 21434
ISO 26262

Use Cases

TELEMATICS system development
Cellular optimization
Production ECU implementation
Emergency Call optimization
Gps optimization
Satellite optimization

Topics Covered

Cellular

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

Emergency Call

emergency-call-001
emergency-call-002
emergency-call-003
emergency-call-004
emergency-call-005
emergency-call-006
emergency-call-007
emergency-call-008
emergency-call-009
emergency-call-010

Gps

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

Satellite

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

cellular-001

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-002

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-003

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-004

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-005

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-006

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-007

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-008

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-009

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

cellular-010

Core Competencies

Expert in cellular for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-001

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-002

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-003

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-004

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-005

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-006

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-007

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-008

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-009

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

emergency-call-010

Core Competencies

Expert in emergency call for automotive telematics systems.

Approach

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

Deliverables

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

gps-001

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-002

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-003

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-004

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-005

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-006

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-007

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-008

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-009

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

gps-010

Core Competencies

Expert in gps for automotive telematics systems.

Approach

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

Deliverables

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

satellite-001

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-002

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-003

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-004

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-005

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-006

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-007

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-008

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-009

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

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

Deliverables

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

satellite-010

Core Competencies

Expert in satellite for automotive telematics systems.

Approach

Analyze requirements against automotive standards
Design solution following AUTOSAR patterns
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-telematics 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, 12:29 UTC · 25 cases

Lift

-4%

40% vs 44%

Agent turns

1.0 vs 1.0

Tokens

+74%

10,341.96 vs 5,942.84

fail → pass · 2pass → pass · 8fail → fail · 12pass → fail · 3

Per-case results (25)

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 automated emergency call (eCall) subsystem for a production telematics control unit. We need a complete engineering package for this module. Please provide a technical design specification, C/C++ source code implementation suitable for embedded ECU integration, test scenarios with expected results, and the associated safety documentation.	fail→fail	27,700	25,381	-8%	1	1	0%	6,202	10,442	+68%	0	0	—
case-02 Our telematics platform requires an updated cellular connectivity management module to handle network registration and data transfer routines efficiently. Please walk through the development workflow and deliver a technical spec, C++ implementation code, validation test cases with results, and functional safety artifacts.	fail→pass	29,519	45,133	+53%	1	1	0%	6,190	10,429	+68%	0	0	—
case-03 We need to implement a high-reliability GPS positioning module for our automotive telematics gateway. Please generate the full set of deliverables for this feature, including a detailed technical specification, C code implementation, test verification cases and results, and safety analysis documentation.	fail→fail	38,787	27,056	-30%	1	1	0%	6,191	10,430	+68%	0	0	—
case-04 Our automotive gateway requires a satellite positioning receiver software module to obtain GNSS fix data. We need a complete deliverable package including technical design, embedded C code, validation tests, and functional safety documentation.	pass→fail	27,439	25,382	-7%	1	1	0%	6,181	10,420	+69%	0	0	—
case-05 We are implementing an eCall Minimum Set of Data (MSD) generator for an AUTOSAR-compliant telematics ECU. The module must assemble vehicle position, timestamp, and VIN into the standardized eCall payload frame. Produce the technical specification, embedded code, test cases, and safety artifacts.	pass→pass	28,351	25,622	-10%	1	1	0%	6,201	10,440	+68%	0	0	—
case-06 Design an automotive cellular modem monitor module in C that tracks RSSI and RSRP signal metrics, triggering network switchover when signal strength drops below -110 dBm. Provide the technical spec, code, test cases with results, and functional safety document.	pass→fail	26,851	29,200	+9%	1	1	0%	6,193	10,431	+68%	0	0	—
case-07 Construct an embedded GPS velocity calculation module for a vehicle telematics gateway. Generate a specification, C implementation code, verification test scenarios, and safety documentation.	fail→fail	28,685	31,685	+10%	1	1	0%	6,171	10,409	+69%	0	0	—
case-08 Develop an embedded satellite ephemeris parser that stores raw ephemeris data frames into non-volatile memory for fast GNSS warm starts on automotive ECUs. Provide the technical specification, embedded C code, test suite, and functional safety analysis.	fail→fail	33,393	34,555	+3%	1	1	0%	6,189	10,429	+69%	0	0	—
case-09 Create an eCall SOS hardware button press handler software component for an AUTOSAR 4.4 telematics ECU with a 50ms hardware debounce timer and false-trigger suppression logic. Deliver the technical specification, C code, test suite with expected results, and safety report.	pass→pass	27,716	27,670	-0%	1	1	0%	6,198	10,437	+68%	0	0	—
case-10 We need an automotive telematics module to buffer incoming Over-The-Air cellular firmware packages in flash memory before ECU flashing. Deliver the technical specification, C implementation code, validation tests, and safety documentation under ISO 21434 and ISO 26262.	pass→pass	31,985	28,727	-10%	1	1	0%	6,198	10,437	+68%	0	0	—
case-11 Implement a C language NMEA sentence parser targeting GGA and RMC frames for an automotive telematics gateway ECU. Provide the technical specification, code, test cases with results, and safety documentation.	fail→fail	31,295	34,370	+10%	1	1	0%	6,179	10,418	+69%	0	0	—
case-12 Create an automotive GNSS constellation selection engine that dynamically switches between GPS, Galileo, and GLONASS signals based on satellite availability and dilution of precision metrics. Deliver technical spec, embedded code, test cases, and safety artifacts.	fail→fail	29,192	30,476	+4%	1	1	0%	6,186	10,425	+69%	0	0	—
case-13 Implement an eCall crash sensor signal handler that captures airbag deployment CAN messages with ID 0x040 within 10ms to initiate emergency sequence. Deliver technical specification, C code, validation test cases, and functional safety analysis.	pass→pass	29,637	29,076	-2%	1	1	0%	5,533	10,428	+88%	0	0	—
case-14 Write an embedded C module for managing socket buffers when transmitting periodic vehicle telemetry frames over 4G LTE. Deliver the technical specification, source code, test cases with results, and safety analysis.	fail→fail	30,578	30,274	-1%	1	1	0%	6,179	10,418	+69%	0	0	—
case-15 Develop an embedded GPS geofencing module that determines whether vehicle latitude and longitude reside inside a circular boundary defined by center coordinates and radius. Provide technical spec, implementation C code, test cases, and ISO 26262 safety documentation.	fail→fail	29,815	31,402	+5%	1	1	0%	6,190	10,428	+68%	0	0	—
case-16 Develop a C software routine for filtering out weak satellite GNSS signals whose carrier-to-noise ratio falls below 28 dB-Hz. Deliver technical design spec, source code, test cases, and safety documentation.	pass→fail	25,322	29,802	+18%	1	1	0%	5,110	10,424	+104%	0	0	—
case-17 Implement a telematics C software function that mutes infotainment audio playback and routes high-priority voice audio to the emergency call speaker upon eCall trigger. Deliver technical specification, source code, test cases, and safety documentation.	fail→fail	29,300	29,648	+1%	1	1	0%	6,185	10,424	+69%	0	0	—
case-18 Design an embedded C state machine for switching GSMA eUICC profiles when crossing international borders in connected vehicles. Deliver technical specification, C code, test cases with results, and functional safety report.	pass→pass	28,772	28,601	-1%	1	1	0%	6,180	10,419	+69%	0	0	—
case-19 Develop an embedded sensor fusion module interface in C that combines GPS coordinate updates with wheel speed sensor tick counts during GNSS outages inside tunnels. Deliver technical specification, C source code, test cases, and safety documentation.	fail→fail	32,760	30,949	-6%	1	1	0%	6,183	10,422	+69%	0	0	—
case-20 Implement a C module for parsing SBAS differential correction messages on automotive telematics ECUs. Deliver technical design, implementation code, validation tests, and safety documentation.	fail→fail	28,861	28,816	-0%	1	1	0%	6,173	10,412	+69%	0	0	—
case-21 Implement an eCall retry manager in C for handling failed call setup attempts over cellular network up to 3 retries before falling back to SMS eCall. Deliver technical specification, implementation code, test cases with results, and safety documentation.	fail→fail	29,208	28,096	-4%	1	1	0%	6,188	10,427	+69%	0	0	—
case-22 Create an embedded C diagnostic logging module that records cellular modem error codes into AUTOSAR Dem diagnostic event memory. Deliver technical spec, C code, test cases, and safety documentation.	fail→pass	27,497	25,351	-8%	1	1	0%	6,177	10,416	+69%	0	0	—
case-23 We are designing a cloud backend REST API in Python using FastAPI to receive telemetry payloads from fleet vehicles over HTTPS. Please write the FastAPI router code and database integration.	pass→pass	26,099	23,685	-9%	1	1	0%	5,113	9,901	+94%	0	0	—
case-24 We are developing embedded C software for an automotive internal combustion engine control unit (ECU) fuel injection timing module. Please write the C function calculating fuel pulse width based on engine RPM and intake pressure.	pass→pass	22,880	21,062	-8%	1	1	0%	5,067	9,137	+80%	0	0	—
case-25 We are building an iOS Swift mobile app for vehicle owners to lock and unlock door latches remotely via Bluetooth Low Energy. Please provide the Swift view controller code for handling the unlock button tap.	pass→pass	17,910	27,115	+51%	1	1	0%	4,014	10,146	+153%	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. 25 cases were attempted. The headline lift of -4 percentage points is the difference between those two pass rates over the 25 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: 44%
Pass rate with the skill: 40%
Cases attempted: 25
Cases counted toward lift: 25
Cases that regressed: 4
Skill version measured: v1
Run completed: 8/6/2026, 12:29 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-02

Prompt

Our telematics platform requires an updated cellular connectivity management module to handle network registration and data transfer routines efficiently. Please walk through the development workflow and deliver a technical spec, C++ implementation code, validation test cases with results, and functional safety artifacts.

Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.

Show both answers

SkillScore blends 4 signalsno signals yet

BenchmarkRun a verified benchmark with positive lift

Live evalNeeds ≥10 evaluated traces in 30 days

AI ratingNeeds ≥10 rated traces

AdoptionNeeds ≥10 serves across ≥2 orgs in 30 days

Efficiency · separate axis (at equal correctness)+0% turns+83% 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.