Verify large language model reasoning with a meta-layer for stability, coherence, and hallucination detection using tetralectic logic and scoring

Operator‑based meta‑logic engine for structured reasoning. Minimal, impersonal cognitive operators and a canonical reasoning cycle.

A framework to prevent AI cascading failure using Economic Rationality and Occam's Razor.

Symbolic containment system for recursive logic traps — ARCHON firewall + audit

ΑΩ+: Speculative reasoning verification for LLMs. Models reasoning as a potential field over token embeddings, directly linking to attention geometry. Implements tetralectic logic & Φ-harmonic stability. Efficient batched implementation with Hutchinson trace estimation, masking for variable-length sequences, and MPS/CPU hybrid for Apple Silicon.