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Deep Agents on Your Own GPU: A Hands-On Lab
23 Aug 2026
The three layers an agent is made of, where a plain ReAct loop breaks, and a step-by-step lab that fixes it with a deep agent — running entirely on your own graphics card with Ollama and uv.
No GPU. No API keys. No cloud bill. A quantized 1.5B coding model on a Raspberry Pi 4, an OpenAI-compatible bridge, and GitPilot’s four agents building a working React app under a contract. And if you don’t own a Pi,...
Legal blocks AI coding agents because they cannot audit a black box. So I stopped treating the agent as a black box. Every prompt, tool call, and git diff drops into an immutable, hash-chained ledger — and one command turns...
Four local agents, one immutable contract, fifteen validated batches. A tangled 10,000-line Flask monolith went in at 22:14; a modular, tested, measurably safer codebase came out at 06:41 — and every single change was bounded before the first token was...