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NEW EXPERIMENTAL RELEASE: DES Reasoning is here! - Our newest Experimental Reasoning Modality release: create Discrete Event Simulations using SimPy to provide analysis and insight into your queries and situations! - Multi-step analysis identifies the structure of the situation and the goal of simulation before proceeding to analysis and creating SimPy simulation code and analysis chat. - DES Reasoning Format provides clear, readable Python code that is easy to read and modify; easy to use for running simulations, doing analysis, or further conversation with your assistant. - Trained in a variety of subjects for flexible analysis: programming, science, business, economics, energy, finance, law, logistics, management, manufacturing, operations, supply chain and more! DES Reasoning available for gpt-oss-20b and Qwen3-4B-Thinking-2507: gpt-oss-20b: https://huggingface.co/sequelbox/gpt-oss-20b-DES-Reasoning Qwen3-4B-Thinking-2507: https://huggingface.co/sequelbox/Qwen3-4B-Thinking-2507-DES-Reasoning You can also get the DES Reasoning dataset, to train your own models to use DES Reasoning Format: https://huggingface.co/datasets/sequelbox/DES-Reasoning-DeepSeek-V3.1 Support our experimental open-source research efforts, models and datasets: https://huggingface.co/spaces/sequelbox/SupportOpenSource with love, allegra
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