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Agent Evaluation Oscillation Between Benchmark Overfitting and Production Drift : Deterministic Replay and Debuggability of Agent Runs
PythonpytestpgvectorOpenAI API
Problem Breakdown
The engineering gap is non-determinism without observability: agent runs involve stochastic model outputs, concurrent tool calls, and time-dependent data, and when a run fails, the team cannot reproduce it : debugging becomes archaeology over incomplete logs. Teams optimize agents against static eval suites; the agent…
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