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Concurrent Agent Execution Deadlocks on Shared Tool Resources : Deterministic Replay and Debuggability of Agent Runs
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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. Parallel agent swarms sharing tool access (the same codebase…
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