| Karpo Decision (karpo-decision-31B) | |
| Developed by MachinePulse Limited | |
| https://machinepulse.ai | |
| https://karpo.ai (Karpo, a MachinePulse product) | |
| https://huggingface.co/MachinePulseAI/karpo-decision-31B | |
| karpo-decision-31B is a modified version of Gemma 4 31B-it (google/gemma-4-31B-it), | |
| developed by Google DeepMind 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 Gemma 4 is licensed, is | |
| included in licenses/Gemma-4-LICENSE. Gemma 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 | |