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This work studies parallel coding agents' failures with stale, a benchmark for semantic coordination, and finds that among 834 runs on 417 mined Django pairs, only one showed interference after correcting the grading procedure.
Achieving zero credential leakage while preserving agent performance, SlotGuard redefines privacy standards for LLM transcripts.