APEX-Agents · Management Consulting
W127_AH_Task 7
APEX-Agents task W127_AH_Task 7 in AI Agents for Automotive EV Transition Strategy. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Read the attached email from the EM about conducting lifecycle analysis on the SKU data and execute on the analysis in: 4. Data Hygiene / Gaps Log (Associate 2). Use values rounded to two decimal places. Reply back to me with the info I need.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| GPT-5.4 mini | dual | 10/10 | Pass | Run detailsPublic trace |
| Gemini 3.1 Pro | dual | 6/10 | Fail | Run detailsPublic trace |
| GPT-5.4 | dual | 4/10 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 4/10 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 4/10 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States MQB is a top two platform / application by gross margin percentage for Active
States Hyundai E-GMP is a top two platform / application by gross margin percentage for Active
States Hyundai E-GMP is a top two platform / application by gross margin percentage for New Product Pre-Launch
States MLB Evo is a top two platform / application by gross margin percentage for New Product Pre-Launch
States Ford C2 is a top two platform / application by gross margin percentage for Obsolete
States Volvo SPA2 is a top two platform / application by gross margin percentage for Obsolete
States Stellantis STLA Medium is a top two platform / application by gross margin percentage for Service/Aftermarket
States Volvo SPA2 is a top two platform / application by gross margin percentage for Service/Aftermarket
States that one of the two platforms appearing most frequently in the top two by gross margin percentage across all lifecycle statuses is Hyundai E-GMP
States that one of the two platforms appearing most frequently in the top two by gross margin percentage across all lifecycle statuses is Volvo SPA2