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title: README
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**DOPEST** is a software and AI studio from Poland. We build web and mobile products for clients and our own open models.
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**DOPEST 1.0** is our typed-decision model: given a state (text or JSON) and a question with a closed set of options, it returns a calibrated probability for every option in one forward pass. It is a LoRA adapter on Gemma 4 31B with a bidirectional readout on the global-attention layers, trained on rule-engine-generated and verified synthetic decisions, released under Apache 2.0 and evaluated on JevBench.
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Code and serving: https://github.com/DOPEST-studio/dopest-model
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