Topological no-go theorem (Sacco-Sakthivadivel-Levin) will establish that autoregressive LLMs cannot maintain long-range coherence via local interactions alone within 6 months of widespread community

{
  "doc": "/Users/antonborzov/Documents/Research.nosync/notes/2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md",
  "claim": "Topological no-go theorem (Sacco-Sakthivadivel-Levin) will establish that autoregressive LLMs cannot maintain long-range coherence via local interactions alone within 6 months of widespread community engagement.",
  "horizon": "6 months",
  "section": "B-Tier — relevant to specific vectors",
  "category": "technical",
  "confidence": null,
  "depends_on": [],
  "extracted_at": 1778899659,
  "extracted_by": "haiku-4-5",
  "status_check_log": [],
  "evidence_threshold": "PROPOSED: The formal no-go result (Corollary 2: 'AR models cannot converge to single stored pattern') is cited in three or more mechanistic interpretability or consciousness-AI papers as a constraint on LLM-based consciousness claims."
}