Theme: Neuro-Symbolic AI, JLNN (JAX Logical Neural Networks), Łukasiewicz Logic, Interval Truth Values [L, U], Safety & Axiom Guarantees, Differentiable Logic. Lyrics Structure: Verse 1: Deep learning vs. Pure logic gap (Black-box hallucinations vs. rigid rules). Chorus: The bridge – JLNN combining differentiable logic with interval truth values [L, U], compiled on JAX and Flax NNX. Verse 2: Technical mechanics – Lark parser, NetworkX graphs, Bayesian uncertainty, safety guarantees, and non-violation of axioms. Outro: From rules to neurons, from neurons to certainty.
