Neural networks compute cyclic concepts in generic substrate machinery (base-10 addition) not naturally cyclic computation.

{
  "doc": "/Users/antonborzov/Documents/Research.nosync/notes/2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md",
  "claim": "Neural networks compute cyclic concepts in generic substrate machinery (base-10 addition) not naturally cyclic computation.",
  "vector": "convergent-representations",
  "section": "A-Tier — #4",
  "extracted_at": 1778899439,
  "extracted_by": "haiku-4-5",
  "supporting_refs": [
    "Feucht et al"
  ]
}