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Madhukar Kumar

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Software, AI and Marketing

How to Build a Multi-Agent RAG System (MARS) with OpenAI Swarm

A few weeks ago, I wrote about Multi-Agent RAG Systems (MARS) and spoke about this proposed architecture at a series of conferences…

Nov 8

How to Build a Multi-Agent RAG System (MARS) with OpenAI Swarm

Nov 8

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Software, AI and Marketing

How to Build Enterprise AI Apps with Multi-Agent RAG Systems (MARS)

Last year, I wrote about advanced Retrieval-Augmented Generation (RAG) as it made its way into enterprises and the emergence of Multi-Agent…

Aug 6

How to Build Enterprise AI Apps with Multi-Agent RAG Systems (MARS)

Aug 6

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Software, AI and Marketing

The Next Generation of Gen AI Apps and How to Build One

Sitting in a room at the iconic British Library is a book that was printed over a 1,000 years ago.

May 7

The Next Generation of Gen AI Apps and How to Build One

May 7

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Human Parts

This is going to be hard

When my daughter leaves for college I will miss even the annoying errands

Apr 4

This is going to be hard

Apr 4

Published in
Software, AI and Marketing

Why Text-to-SQL is Failing for Agents and How to Fix It?

A proposed solution for a zero inaccuracy data retrieval for Agents

Dec 20

Image of a room with papers and books generated by Midjourney

Dec 20

Published in
Software, AI and Marketing

Database Trends of 2024: What You Missed and Why It Matters

The CEO of OpenAI, Sam Altman, is said to have a poster hanging above his desk which reads, “No one knows what is going to happen next.”

Dec 6

Database Trends of 2024: What You Missed and Why It Matters

Dec 6

Moving On

Peering over his thick glasses and a daunting spectacle of wild facial hair, Prakash, my first true mentor in my early career days, looked…

Nov 27

Moving On

Nov 27

Published in
Software, AI and Marketing

The Art and Science of Effective Storytelling

I come from a long line of movie watchers, but the thing that draws me most about a movie is when the lights go dark, and you are suddenly…

Nov 12

The Art and Science of Effective Storytelling

Nov 12

How to Build a Rich RAG App on MongoDB Compatible JSON

I recently did a webinar where I walked through taking an existing RAG app on MongoDB and then moved it to SingleStore with zero code…

Aug 18

A screenshot of the same RAG app that also shows rich analytics with each response to help customer support agents make real-time decisions.

Aug 18

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Software, AI and Marketing

The 7-Factor Enterprise AI App

This is a continuation of my previous article on Multi-Agent RAG Systems (MARS) for Enterprise AI apps.

Aug 14

The 7-Factor Enterprise AI App

Aug 14

Madhukar Kumar

Madhukar Kumar

CMO @SingleStore, tech buff, ind developer, hacker, distance runner ex @redislabs ex @zuora ex @oracle. My views are my own

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