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Tool Call Argument Hallucination Under Schema Pressure : Deterministic Replay and Debuggability of Agent Runs

PythonPydanticOpenAI APITenacity

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. Agents calling tools with 10+ parameters (especially nested…

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