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@@ -169,6 +169,12 @@ All datasets streamed; no full local copies retained.
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  - A late-stage low-lr "polish" phase **cannot** fix a behavioral bug introduced in
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  earlier phases. Sanity-check inference behavior at the end of Phase 1, not at Phase 4.
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  ## License
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  MIT (inherited from base model).
 
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  - A late-stage low-lr "polish" phase **cannot** fix a behavioral bug introduced in
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  earlier phases. Sanity-check inference behavior at the end of Phase 1, not at Phase 4.
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+ ## Demo
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+ Try it live: [Space](https://huggingface.co/spaces/d3p4rt/newtype-cognition-demo)
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  ## License
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  MIT (inherited from base model).