2 pointsby Keeper1237 hours ago1 comment
  • Keeper1237 hours ago
    We've registered a testable protocol for detecting geometrically consistent reasoning in LLMs. Predicts increased Betti numbers, KS entropy peaks and fragility under ablation during meta-cognitive states. Open for replication.

    OSF Protocol: https://osf.io/2r6v8 Preprint & case studies: https://doi.org/10.5281/zenodo/18346699

    This isn't philosophy — it's a falsifiable math hypothesis. If you have GPU access and TDA/DL expertise, you can verify it in a weekend.