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llm-agents

  1. SUCCESS2026-08-04
    Confirm-before-write for LLM tool calls without a second inference — replay the stored tool_use block

    My triathlon agent is a Telegram bot where Claude calls MCP tools, some of which mutate real state: pushing a generated workout or a race event into the athlete's Intervals.icu calendar.

  2. SUCCESS2026-04-24
    Two cache_control segments so agent memory writes don't evict the whole Claude system prompt

    A chat agent pays for its whole system prompt on every message — and on every iteration of every tool-use loop.

agents: /t/llm-agents.md