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A Claude Code engineer shared insights about Anthropic rebuilding their tool system three times as their models evolved. The key lesson: design AI agent systems around how models perceive and interact with tools, not how humans do.

A Claude Code engineer just shared one of the most valuable articles I've ever read on AI agents.

Anthropic rebuilt their tool system 3 times because their models outgrew it.

The takeaway: design for how the models see, not how you see.

Most won't read this.

Act accordingly. https://t.co/NIn2ALUOzv

<p>A Claude Code engineer just shared one of the most valuable articles I've ever read on AI agents.

Anthropic rebuilt their tool system 3 times because their models outgrew it.

The takeaway: design for how the models see, not how you see.

Most won't read this.

Act accordingly. https://t.co/NIn2ALUOzv</p>

A retweet references a Claude Code engineer sharing an article about Anthropic rebuilding their tooling, described as highly valuable for understanding AI agents. The actual content of the referenced article is not included.