AI models have become incredibly capable. ​ But one problem remains: ​ Trust. ​ Even state-of-the-art models hallucinate, especially in high-stakes industries like finance and healthcare. ​ At AutoFlow, we're researching whether AI outputs can be externally verified through: Knowledge graphs ​ Mathematical consistency checks Symbolic reasoning Verification certificates ​ Instead of asking: "Is the model confident?&quo...