Update model card metadata and benchmark provenance
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README.md
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# classone-gemma4-e2b — ClassOne System 1 Decision Model
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**[devops-thiago/classone-gemma4-e2b](https://huggingface.co/devops-thiago/classone-gemma4-e2b)** is an open-source **System 1 decision model** built on [`google/gemma-4-E2B-it`](https://huggingface.co/google/gemma-4-E2B-it) using the [ClassOne architecture](https://github.com/devops-thiago/class-one). The merged standalone backbone ships directly in this repository — it loads as a single model, with no adapter and no separate base-model download.
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Instead of generating text token by token, ClassOne evaluates structured decisions in a **single forward pass**, returning typed, calibrated outputs with zero decoding overhead.
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# classone-gemma4-e2b — ClassOne System 1 Decision Model
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**[devops-thiago/classone-gemma4-e2b](https://huggingface.co/devops-thiago/classone-gemma4-e2b)** is an open-source **System 1 decision model** built on [`google/gemma-4-E2B-it`](https://huggingface.co/google/gemma-4-E2B-it) using the [ClassOne (Classifier One) architecture](https://github.com/devops-thiago/class-one). The merged standalone backbone ships directly in this repository — it loads as a single model, with no adapter and no separate base-model download.
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Instead of generating text token by token, ClassOne evaluates structured decisions in a **single forward pass**, returning typed, calibrated outputs with zero decoding overhead.
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