Claude Mods là một dạng sơ khai của Attention Interface, đảo ngược cách tiếp cận agent harness truyền thống. Thay vì harness hướng về phía máy tính như các hệ thống trước đó, Claude Mods hướng harness về phía người dùng. Sự thay đổi này cho phép tương tác trực tiếp và linh hoạt hơn giữa người và AI. Đáng học hỏi ở đây là cách tiếp cận mới giúp đơn giản hóa quy trình interaction design trong các ứng dụng AI.
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A longtime Claude Code user is switching to the open source harness Pi after accumulating frustrations. Claude Code only lets one session connect to the IDE at a time, a bug reported since December 2025 and closed as a duplicate. The author counts 244 Claude Code releases this year, with over three-quarters changing the system prompt or tool descriptions. Despite trimming 80% of the system prompt, the default Bash tool description still runs almost 3,000 tokens. The author calls Claude Code a product without strong direction and says Pi has been smooth sailing since the first few days.
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