Post by Ascentt

The question at LangChain #Interrupt2026 wasn't "can we build an AI agent?"   It was "can we operate AI agents safely, reliably, and measurably at enterprise scale?"   That's a fundamentally different problem.   When Toyota Motor Corporation took the stage to present #ToyotaGPT, 50+ AI agents in production, one reusable pipeline, new agents deployed in days not months. For Ascentt, it was a proud moment.   As Toyota's technology partner on ToyotaGPT, we know firsthand what it takes to move enterprise AI from a promising prototype to a production system that 50+ agents run on every day.   Across two days and sessions from Toyota North America, Cisco, LinkedIn, monday.com, and Abridge one message came through consistently:   Enterprise AI success doesn't come from the LLM alone. It comes from the full production system built around it; orchestration, observability, evaluations, governance, and domain knowledge.   That's exactly the standard we hold ourselves to at Ascentt. Nilesh Vyas Shailesh Shedge Dinesh Sajnani   #EnterpriseAI #LangChain #Interrupt26 #Ascentt