ai agent frameworks

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.

A practical comparison of AI agent frameworks — OpenAI Agents SDK, Google ADK, AWS Bedrock, and Smol Agents — covering architecture, multi-agent systems, and emerging trends.