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Achievement: YOLOAchievement: Pair Extraordinaire

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  1. ai-safety-from-zero ai-safety-from-zero Public

    A problem-driven tour of AI safety in which every printed number is computed on one five-state MDP and carries a runnable receipt. 59 checks, no dependencies.

    Python

  2. sheaf-laplacians-by-example sheaf-laplacians-by-example Public

    Sheaf Laplacians, parallel transport and holonomy on graphs: an expository account of GNN failure modes and their geometric fixes, with hand-checkable worked examples.

    Jupyter Notebook