Fixed vocabularies choke open‑ended AI – closing the vocabulary and verifier gaps
Modern AI excels at reasoning, coding, and tool use but stays within a preset conceptual frame. This limits open‑ended innovation because models can’t create new representational primitives or reliably verify their value. The paper defines vocabulary and verifier gaps and proposes research directions to give AI generative representation capabilities.