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Open reasoning model for agentic coding and tool workflows
...Ornith-1.0-397B is a reasoning model by default, generating <think> blocks before final answers, and supports tool calling through OpenAI-compatible endpoints. It can be deployed with vLLM, SGLang, Transformers, Docker, and compatible quantized local apps, and is released under the MIT license.
Coding-focused Kimi model for long-horizon agent workflows
...The model supports image and video input, native INT4 quantization, interleaved thinking, and multi-step tool calling. It also forces preserve-thinking mode by default, retaining full reasoning context across multi-turn interactions to improve coding-agent consistency. K2.7 Code is recommended for use through Kimi Code CLI and can be deployed with vLLM, SGLang, or KTransformers.