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每次继续Claude Code会话时,别再浪费Token了

每次重新启动Claude Code会话时,都会因重复加载上下文而浪费大量Token。这款Recall插件可以自动保存和恢复会话状态,避免重复消耗,让开发工作更高效、更省钱。

背景速读

- Claude Code 是 Anthropic 推出的终端内 AI 编程助手(类似 GitHub Copilot 的 CLI 版本),每次会话都需要将大量上下文重新传给模型,消耗 Tokens(API 计费单位)。 - recallplugin.dev 是一个第三方开源插件/工具,帮助 Claude Code 在跨会话时**回忆**之前的工作状态、对话历史和代码仓库上下文,从而减少重复传输,节省 Tokens 和费用。 - 问题背景:大语言模型(LLM)本身没有“记忆”,每次新会话都是从头开始。如果用户在 Claude Code 中完成复杂任务后关闭终端,下次启动时模型会忘记一切,必须重新上传全部上下文——既费钱也耗时。 - 这个插件的核心价值在于解决 LLM 编程助手的“会话连续性”痛点,尤其适合长时间、多轮次的开发任务。

相关报道

  • Newer Claude models sometimes invent extra keys in tool call arguments, breaking validation in Pi's edit tool. The author suspects post-training for Claude Code's forgiving harness makes alternative schemas fail. This suggests closed RL training can degrade general tool-use reliability.

  • Simon Willison released llm-coding-agent 0.1a0, an experimental coding agent built on his LLM library. The agent provides tools for reading, editing, searching files and executing commands, and ships with a Python API and CLI. It was developed using Claude Code (Fable 5) via TDD with a spec-first approach, and is available as a slop-alpha on PyPI.

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