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@@ -322,13 +322,13 @@ The full theory — including graph-theoretic extensions (Measure-Theoretic Hami
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  ## Citation
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  ```bibtex
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- @misc{colca2026disc-foundations,
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- title={Discrepancy Calculus: Foundations and Core Theory},
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- author={Colca, Roy S.},
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- year={2026},
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- publisher={HuggingFace},
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- url={https://huggingface.co/papers/reaperdoesntknow/disc-foundations},
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- note={Convergent Intelligence LLC: Research Division}
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  }
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  ```
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  ## Citation
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  ```bibtex
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+ @misc{convergent_intelligence_2026,
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+ author = { Convergent Intelligence },
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+ title = { Discrepancy_Calculus (Revision 7b2dc0e) },
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+ year = 2026,
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+ url = { https://huggingface.co/reaperdoesntknow/Discrepancy_Calculus },
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+ doi = { 10.57967/hf/8194 },
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+ publisher = { Hugging Face }
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  }
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  ```
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