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README.md
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# Plek-1 Decision Model
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**Plek-1** is a System One Decision Model designed for high-speed, non-autoregressive decision classification inspired by the **Jev methodology**.
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Unlike standard autoregressive generative models that produce text token-by-token, **Plek-1** runs non-autoregressively: it evaluates candidate choices in parallel via single-pass sequence log-likelihood scoring and outputs calibrated probability distributions and structured decision JSONs without risk of text hallucinations.
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# Plek-1 Decision Model
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[](https://huggingface.co/spaces/Drenel/plek-1-demo)
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**Plek-1** is a System One Decision Model designed for high-speed, non-autoregressive decision classification inspired by the **Jev methodology**.
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Unlike standard autoregressive generative models that produce text token-by-token, **Plek-1** runs non-autoregressively: it evaluates candidate choices in parallel via single-pass sequence log-likelihood scoring and outputs calibrated probability distributions and structured decision JSONs without risk of text hallucinations.
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