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QitOS started with a simple idea: one kernel, 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 harness policy
  • a transport adapter
  • a protocol and parser pair
This matters because reproducible agent research is not only about trace files. It is also about keeping the model-facing contract visible and stable. That is why the v0.4 flagship example can switch across Qwen, Kimi, MiniMax, gpt-oss, and Gemma 4 without changing the agent implementation itself.