How Rockfish Data Keeps AI Reliable with MantisGrid AI | Muckai Girish

Muckai Girish, Co-Founder & CEO of Rockfish Data, gave a keynote at the MantisGrid AI Hackathon & Summit 2026 in Palo Alto on Sept 17, 2026. Rockfish Data helps enterprises make their data ready for AI. It is also a MantisGrid AI customer. Rockfish Data runs models and workflows for its own customers, and MantisGrid AI helps keep them reliable. In this talk, Muckai covers three areas: → Detecting problems early: spotting anomalies across live AI training and inference workloads → Finding the root cause fast: correlating signals to pinpoint what went wrong → Acting with human governance: moving step by step toward autonomous resolution, with people in control "When we test the product and then give (MantisGrid AI) feedback, suddenly the features get implemented rather quickly." – Muckai Girish Thank you, Muckai and the entire Rockfish Data team, for the design partnership and trust in MantisGrid AI.