Talk Freely, Execute Strictly: Schema-Gated Agentic AI for Flexible and Reproducible Scientific Workflows

Researchers propose a schema-gated orchestration approach to resolve the trade-off between conversational flexibility and deterministic execution in AI-driven scientific workflows. Their analysis of 20 systems reveals no current solution achieves both high flexibility and determinism, but identifies a convergence zone for potential breakthrough architectures.