ORCHESTRATION LAYER
Beyond Autoregression: Verifier-Driven Cumulative Reasoning.
Current LLMs hit a reasoning ceiling. They guess, hallucinate, and cannot guarantee correctness for complex systems. Sokrate changes the paradigm. It is not just another router; it is a cumulative solver-factory.
Models propose, but determinism decides. Sokrate integrates with deterministic external verifiers (Lean 4, SAT/SMT, constraint evaluators). It returns certified results, not probabilistic guesses. Certainty is a hard requirement.
Every successful solve attempt is analyzed. Abstractions and logic paradigms are extracted into a structural memory graph. The system becomes structurally smarter with every theorem proved.
When encountering an unsupported domain, Sokrate halts the runtime, detects the Capability Gap, and spins up an asynchronous "Acquisition Job." It builds its own benchmark, trains a specialist, and promotes it back to runtime once verified.
Sokrate transfers reasoning structures. It can take the proven logic of an Energy-Based Reasoning Model (EBRM) that solves Sudoku and automatically map those heuristics (constraint propagation, spatial reasoning) to bootstrap solutions for entirely new domains.