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Context Window Assembly Latency in Retrieval-Augmented Agents : Deterministic Replay and Debuggability of Agent Runs

TypeScriptpgvectorRedisOpenAI 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. RAG-based agents assemble context from vector search, keywor…

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