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Gentrace Eval Implementation

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Linked challenge: Cybersecurity Vulnerability Swarm with LangGraph and Gemini 3.1 Pro

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Linked challenge
Cybersecurity Vulnerability Swarm with LangGraph and Gemini 3.1 Pro

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Write a Python script that uses the Gentrace SDK to run an evaluation pipeline on your LangGraph agents. Use a dataset of 50 router logs and measure the alignment between Gemini 3.1 Pros analysis and the security expert labels.

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.