Building real-time, data-aware intelligence with Postgres and the Model Context Protocol

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. ...

April 23, 2026 · 10 min read · Yogesh Jain

Spoke @ PG Conf Europe 2025

🇪🇺🇱🇻 PGConf Europe 2025 I had the opportunity to speak at PGConf Europe 2025, held in Riga, Latvia — one of the most prominent PostgreSQL conferences in the world, bringing together contributors, engineers, and database enthusiasts from across Europe and beyond. It was an incredible experience to share insights on Unified Observability using OpenTelemetry with such a knowledgeable and passionate community. I got to meet brilliant innovators, founders, and Postgres enthusiasts, and walked away with so many new perspectives and learnings about where the Postgres industry is headed. ...

November 30, 2025 · 2 min read · Yogesh Jain

Spoke @ PG Conf Nepal 2025

🏔️🇳🇵 PGConf Nepal 2025 Visiting Nepal for the first time and getting an opportunity to speak at PGConf Nepal 2025 was an unforgettable experience! The combination of warm hospitality, rich culture, scenic beauty, and a passionate tech community made this trip truly special. The conference was hosted at Kathmandu University, located in the peaceful town of Dhulikhel. The campus, built on terrain and surrounded by the majestic Himalayan ranges, offered breathtaking panoramic views and perfect weather! Just walking around the campus felt refreshing and inspiring. ...

May 16, 2025 · 3 min read · Yogesh Jain

Attended PG Conf India 2025

🚀 PGConf India 2025 was an incredible experience! Nothing beats the energy of in-person interactions - deep technical insights, great conversations, and the joy of reconnecting with old colleagues while finally meeting new ones beyond the screen. 🔹 Learning & Innovation From exploring Postgres Internals to discovering how companies are pushing boundaries - running Postgres on Kubernetes, building GenAI applications with Postgres, and more - it was a tech lover’s paradise! 🚀 ...

March 14, 2025 · 2 min read · Yogesh Jain