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Chronoformal Closure Theory (CCT) - New mathematical framework: realizability reduces to circuits, minimal observation to hypergraph transversals, and exact state compression may have implications for AI agents

Reddit r/ArtificialInteligence · 2026-08-13

The author releases Chronoformal Closure Theory (CCT), a new mathematical framework showing that problems like realizability, minimal observation, and state compression reduce to finite combinatorial structures, with potential implications for AI agents. The release includes proofs, code, and a partial Lean formalization, inviting independent mathematical scrutiny.

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#state-compression

State Compression in Two-Agent LLM Relays: A Closed-World Study of Constraint Preservation

arXiv cs.AI · 2026-07-22 Cached

This paper evaluates hand-off compression in a two-agent LLM relay for travel planning, comparing methods like JSON extraction and narrative summarization, finding that structured representations preserve constraints better.

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