A Rust-based engine now governs agent transitions via directed acyclic graphs to stop hallucinated routing. GraphBit treats agents as typed functions, ensuring deterministic execution and auditability. This architecture supports parallel branches and structured state predicates. Developers gain reproducible workflows by removing the LLM from the orchestration loop entirely.