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#tool-calls

3 posts

  • Agent-infrastructure
    Agentic-coding-research

    Agentic Search Is Major, Not Half

    Entire found search at 48.8% of public coding-agent tool calls. My Claude Code corpus lands at 30.4%-37.0% depending Bash-search definition, which points to the same protocol with a narrower headline.

    Michael Isaac·May 7, 2026
  • Agent-infrastructure
    Agentic-coding-research

    The Agent Loop Map: Claude Code Is Mostly Search, Edit, Shell, Repeat

    In 247,592 Claude Code tool events, 81.7% of tool-family transitions stayed inside the search/edit/shell core. The leverage is not just prompt engineering. It is loop-shaping.

    Michael Isaac·May 7, 2026
  • Agent-infrastructure
    Agentic-coding-research

    What I Learned From 245,306 Claude Code Tool Calls

    I analyzed 245,306 Claude Code tool calls across 113 days. The data says it's a Unix operator with an LLM loop, not a chat product with tools attached.

    Michael Isaac·May 5, 2026
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