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#agents

Tool use, planning, autonomous task execution.

2 chapters, oldest era first: one idea traced across the books.

  1. The Language Machines Cross-era Ch. 22: Measuring Minds and the Frontier MMLU to HELM to Arena, contamination, benchmark saturation, and the open problems.
  2. The Language Machines 2022–2026 Ch. 21: Agents The ReAct loop, tool use, computer use, SWE-bench, and MCP — from chat to work.