OaK Builds Dynamic Ontologies for Reliable Agents

OaK’s strongest idea is treating the ontology as an executable interface, not merely a retrieval layer.

• –Compiles recurring multi-step reasoning into typed, callable functions
• –Uses OWL/HermiT validation and judge-guided repair to catch schema defects
• –Achieves a 55.9% final pass rate on TravelPlanner with DeepSeek-v4-flash, versus 15.3% for ReAct
• –Leads CRMArenaPro and ToolQA results under both tested model backbones
• –Construction adds meaningful LLM, validation, and graph-building overhead, so production value will depend on reliability and cost