A Rust-based engine governs GraphBit, replacing prompted orchestration with directed acyclic graphs. This shift eliminates hallucinated routing and infinite loops by treating agents as typed functions. The framework enables parallel branch execution and structured state predicates. Developers gain reproducible, auditable workflows that avoid the unpredictability of LLM-led transitions.