Yogesh Jain

Staff SDE

Yogesh Jain is a Staff SDE at EnterpriseDB and a passionately curious full-stack developer. He specializes in building scalable solutions leveraging open-source technologies, with expertise spanning Kubernetes, observability, distributed systems, and cloud-native PostgreSQL.

He is currently working on developing EDB Postgres AI - a hybrid manager crafted to automate, manage, and observe AI-ready enterprise data across multiple platforms. He is dedicated to solving complex, real-world challenges through pragmatic and scalable engineering. More about him can be found on his personal blog site: curiousone.in/about

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Technical Blog
Ask an LLM to write SQL against your production database. It’ll generate something syntactically perfect. It’ll also reference tables that don’t exist, columns that were renamed six months ago, and JOIN conditions it made up from training data. The query fails. Or worse, it runs and returns the wrong answer. I tried to resolve this, and the path led me to the Model Context Protocol (MCP) and a Postgres-native approach to eliminating SQL hallucinations.