NUS researchers' MRAgent framework reduces LLM agent memory retrieval to 118K tokens per query — vs. 3.26M for LangMem — ...
.php cgi-bin admin images search includes .html cache wp-admin plugins modules wp-includes login themes templates index js xmlrpc wp-content media tmp language scripts user install css register feed ...
详见 4.9 节。 一句话： 陌生代码库或一动牵全身的修改，永远先 /plan 或 Shift+Tab×2，让 AI 在只读模式下先勘探出方案再动手，回退成本几乎为零。 ⑤ 用 Skills 与 Subagents 卸载长任务 大型代码库里有些“调研型任务”天生很费 token： 找出所有调用了某废弃 API 的地方 ...
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