??524??AI???????????????????

Seventy3???NotebookLM???????????????????????????crypto????????AI????????????????????????????????????AI Agents Need Memory Control Over More ContextSummaryAI ????????????????????????????????????????????????????????????????????????????????????????????????drift????????????????????????????????????????????????????????????????????????????????????transcript replay??????????retrieval-based memory????????????????????????????????????**??????????memory poisoning?**???????????????????????????????????? Agent Cognitive Compressor?ACC??????????????????ACC ???????????????????????????bounded internal state???????????????ACC ???????“?????artifact recall?”?“?????state commitment?”??? ???????????????? ?????????????????????????????????????????????????????????????????????agent judge????????????? ACC?????????????????????????????????????????????????????????? IT ???IT operations? ???????cybersecurity response? ???????healthcare workflows??????ACC ???????????????????????????????????????????????????????????hallucination???????drift??????????????cognitive compression??????? AI ??????????????????????????https://arxiv.org/abs/2601.11653