APEX-Agents · Management Consulting
Task unc2be9c - EM
APEX-Agents task Task unc2be9c - EM in AI Agents for Hospitality Loyalty Strategy. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Was the data Ecan provided during the meeting (noted in the team sync-up from 11/21/25) on the number of members that have stayed during Q3 2025 correct? Use our data from the 11/17 stay and booking data to assess it. Report here if Ecan provided the correct data or not. If not, give the correct value.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| Gemini 3.1 Pro | dual | 1/2 | Fail | Run detailsPublic trace |
| GPT-5.4 | dual | 1/2 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 1/2 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 1/2 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 1/2 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the data provided by Ecan is incorrect
States that the number of member stays in Q3 2025 is 76