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Behavioral Data Capture & Analysis

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Linked challenge: Multi-Agent User Behavior Simulation

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Linked challenge
Multi-Agent User Behavior Simulation

Prompt source

Original prompt text with formatting preserved for inspection.

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Design and implement a system to capture all agent actions, communications, and internal thought processes. Describe how this data will be stored (e.g., in a database) and how you will analyze it to derive insights into user behavior, identify patterns, and evaluate the realism and diversity of the simulations.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Preserve the rubric, target behavior, and pass-fail criteria as the baseline for evaluation.

Tune next

Adjust fixtures, mocks, and thresholds to the system under test instead of weakening the assertions.

Verify after

Make sure the prompt catches regressions instead of just mirroring the happy-path examples.