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QitOS started with a simple idea: one kernel (the core AgentModule + Engine execution loop), many agents. v0.4 extends that idea to model families. Instead of rewriting examples every time we try a new endpoint, we now resolve:
  • a family preset (a reusable configuration bundle for a model family)
  • a harness policy (the wiring layer that connects a transport, parser, and protocol)
  • a transport adapter (the adapter that sends requests to and receives responses from a model API)
  • a protocol (the output format the model is asked to follow) and parser (a component that converts raw model output into a typed Decision) pair
Reproducible agent research is not only about trace files. It is also about keeping the model-facing contract visible and stable. The v0.4 flagship example can switch across Qwen, Kimi, MiniMax, gpt-oss, and Gemma 4 without changing the agent implementation itself.