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Machine-checked Lean 4 proofs for "Recursive Language Models Through the Admissibility-Dynamics Framework." Covers RLM sub-call architecture, three sufficient conditions for bounded-inconsistency deployment (safe abstention, bounded-decomposable predicates, runtime depth verification), training class closure, and the deployment-boundary synthesis.
Machine-checked Lean 4 proofs for "Language Model Hallucinations: An Impossibility Theorem and Its Architectural Consequences." Covers Theorem 1 (impossibility of guaranteed consistency), certification-depth lower bounds, mitigation boundaries for CoT / grammar / rerank, and intrinsic/extrinsic DCF taxonomy.
Machine-checked Lean 4 proofs for "Projection Insufficiency and Trajectory Realization." Establishes that no function on a non-injective projection can recover a trajectory-dependent property, with specializations to language-model hallucination, planning, RL, POMDPs, and constraint propagation.
Tests that carry their own evidence: an Idris2 framework grading every test into three provenance tiers — Actually-Proven, Provisionally-Proven, Unproven — over a 17x14 category-by-aspect lattice whose coverage is derived from tests that ran and passed, never declared.
Machine-checked Lean 4 / mathlib proofs and deterministic, reproducibility-first numerical audits of released PLDR-LLM checkpoints, backing the paper "Power law graph attention: exact generalization of scaled dot-product attention, empirical collapse at inference" (PLDR-LLM / PLGA).