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02agents / llm

Models wired to tools, and where the wiring fails quietly.

Field notes from running agents outside a demo.

fig. 02 — agent loop, one request● = message in flight

02.1A self-hosted assistant on a 64K budget3 min 02.2MCP: sampling, tools, and who owns the token3 min 02.3Recon fleets before building anything3 min 02.4A public Q&A bot, deployed twice by accident3 min