Why Retrying Fails: Context Contamination in LLM Agent Pipelines
arXiv:2605.08563v1 Announce Type: new
Abstract: When an LLM agent fails a multi-step tool-augmented task and retries, the failed attempt typically remains in its context window — contaminating the next attempt and elevating the per-step error rate be…