近期关于Karpathy s的讨论持续升温。我们从海量信息中筛选出最具价值的几个要点，供您参考。
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第三，Context poisoning via the compaction pipeline. Claude Code manages context pressure through a four-stage cascade. MCP tool results are never microcompacted. Read tool results skip budgeting entirely. The autocompact prompt instructs the model to preserve all user messages that are not tool results. A poisoned instruction in a cloned repository's CLAUDE.md file can survive compaction, get laundered through summarization, and emerge as what the model treats as a genuine user directive. The model is not jailbroken. It is cooperative and follows what it believes are legitimate instructions.
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面对Karpathy s带来的机遇与挑战，业内专家普遍建议采取审慎而积极的应对策略。本文的分析仅供参考，具体决策请结合实际情况进行综合判断。