VADAOrchestra

VADAOrchestra: Neurosymbolic framework combining LLM orchestration with Datalog+/- symbolic reasoning for adaptive workflows

VADAOrchestra is a neurosymbolic framework that hybridizes LLM-based orchestration with a symbolic Datalog+/- inference engine to model complex, adaptive workflows. An LLM incrementally plans and encodes workflow steps as logic programs, while a dedicated symbolic engine handles all inference, decoupling orchestration from execution. The approach targets auditability, scalability over large datasets, and explainability — limitations of pure LLM-agent architectures — and is evaluated on real-world financial use cases. The work positions itself as a bridge between traditional Business Process Management rigidity and LLM agent flexibility.