autonomous AI agents

8 articles · 4 projects

Digging through five generations of agent frameworks, from raw API loops to federated swarms. How the developer went from outer shell to inner kernel, why each generation compressed faster than the last, and why the cycle is restarting.

LangChain OpenAI Agents SDK Pydantic AI Claude Agent SDK
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I launched an orchestrator that managed 7 Claude Code peers across repos simultaneously. They found SQL injections, fixed a 9x cost bug, built new features, and shipped 130+ commits while I slept.

Claude Code Repowire multi-agent coding ai coding agents
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