Foundation-ness is precisely the degree to which learned representations remain coherent when the ground shifts; loss of coherence forces fallback to prior defaults.

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Aliveness is a property of multi-scale coherence under transformation, not a property of substrate—making it substrate-neutral.claim0.762
• Formulating a prior intention constitutes a catastrophic bifurcation—a phase change in cognitive organization—analogous to Bénard cell emergence.hypothesis0.759
• The structure of wholeness, the more you encounter it, makes you more and more able to feel the reality and existence of the Ground.claim0.757
• Foundation models trained on different data converge on similar latent representations, suggesting a Platonic form.claim0.755
• The discovery of perfect abstract equality representations that cannot be decomposed into entity representations is a foundational result informing our understanding of how symbolic and connectionist architectures coexistclaim0.752
  Concluding claim about theoretical significance of the hierarchical equality finding.
• Memory is a candidate invariant that enables a Self to persist despite drastic alterations of substrate.claim0.752
  Memory transfer across tissues and through metamorphosis supports persistence of Self.
• Cognition and learning are substrate-independent; principles of basal cognition can be implemented by any network with signals and non-linear responses to weighted inputs.claim0.751
  Core thesis that cognitive principles transcend neural substrates, enabling application to gene-regulatory, ecological, and social networks.
• Academic consensus is shifting toward substrate neutrality of cognitive primitives.claim0.749