Karpo Decision (karpo-decision-4B) Developed by MachinePulse Limited https://machinepulse.ai https://karpo.ai (Karpo, a MachinePulse product) https://huggingface.co/MachinePulseAI/karpo-decision-4B karpo-decision-4B is a modified version of Qwen3.5-4B (Qwen/Qwen3.5-4B), developed by the Qwen team at Alibaba Cloud and licensed under the Apache License, Version 2.0. MachinePulse fine-tuned the decoder weights for decision modeling and added a linear readout over the options. MachinePulse contributions are subject to the MachinePulse Community License in LICENSE. A copy of the Apache License, Version 2.0, under which Qwen3.5 is licensed, is included in licenses/Qwen3.5-LICENSE. Qwen3.5 and other third-party components remain subject to their original licenses. The inference code (https://github.com/machinepulse-ai/karpo-decision) is licensed separately under the Apache License, Version 2.0. Licensing: contact@machinepulse.ai