Madhukar Kumar

Conductor.build is legit. Part of my new workflow - multiple claude agent in parallel worktrees

Yesterday marked my last day at Sourcegraph / Amp.

Something new is brewing—let’s just say it involves Agents, and I can’t wait to share more soon.

For now, it’s back to code.

A Comprehensive Guide to Vibe Coding Tools If you have been hanging around developers watering holes (X and YouTube), chances are you have come across a new emerging lexicon with…

Just dropped. A comprehensive guide to vibe coding tools - madhukarkumar.medium.com/a-comprehens...

Chapter 2 — Extraction Strategy for Accurate RAG over Structured Databases Link to Chapter 1

Results from a two week of fascinating exploration of how to do RAG over structured and semi-structured data (SQL/JSON)
medium.com/madhukarkuma...

Whoa !

Am I the only one who doesn't seem to have @figma.com AI features rolled out to?

Tried semantic chunking with Gemini Flash 2.0 and building entities and relationship with 03-mini for more accurate RAG and the results were just amazing. Short video of my experiment👇https://youtu.be/qjlNFHMmcMA?si=ZPnObcESQWICQRcZ

How to Increase the Accuracy of Enterprise RAG Using Gemini Flash 2.0 The typical approach to RAG (Retrieval-Augmented Generation) is pretty blunt — chop up massive unstructured documents into 1000-token…

I used Gemini Flash 2.0 to try and improve the RAG accuracy. Results were fascinating. Here are the steps
madhukarkumar.medium.com/how-to-incre...

Building Enterprise AI Applications with Single-shot Data Retrieval A little over two years ago, ChatGPT crashed into the tech world like a rogue wave hitting a tranquil beach — unexpected, a little…

Common enterprise AI use cases and how to do single-shot retrieval - medium.com/madhukarkuma...

YouTube video by Theo - t3․gg My Biggest Tutorial Ever (Build A FULL Google Drive Clone with React, Next, TypeScript and more)

Dang ! Now this is going to kill my weekend.
New video drop from @theo
youtu.be/c-hKSbzooAg?...

The same will be true for coders.

If you're thinking without writing, you only think you're thinking -Leslie Lamport

Starting the year with travel…

YouTube video by Madhukar Kumar No code synthetic data generator

When bootstrapping applications I often find myself creating simple tables and generating dummy/synthetic data. I like to do it visually without SQL so wrote a simple no-code application over the weekend.
youtu.be/PLJhS6Eqvhg
Check out the tool here 👉https://youtu.be/PLJhS6Eqvhg

True. In the end if your intended audience is finding the video then all good 😊. Quantity of views is more of a noise than signal. I can guarantee I will always watch all of your videos in full 🙌

I guess because most content is not that engaging. Sometimes when the content is good I end up watching some parts twice

If I were to start all over on how to become an AI-first developer, this is where I would start ->https://madhukarkumar.substack.com/p/a-developers-roadmap-to-getting-started

Happy New Year to one and all!! Here's to hoping everyone has an amazing 2025.

A Beginner’s Roadmap to Learning AI in 2025 Where and and how to get started with AI if you are starting fresh

A Beginner’s Roadmap to Learning AI in 2025
open.substack.com/pub/madhukar...

Not that anyone asked 😉 but yes, AI did help me 3X my productivity if code checkin was the only measure

There is no try...

Is it cool to wear socks and sandals in the gym? I see it quite often these days.

How much would the #AGI o3 model cost?

Why Text-to-SQL is Failing for Agents and How to Fix It? A proposed solution for a zero inaccuracy data retrieval for Agents

Very soon agents querying databases would far outpace any retrieval traffic from apps and humans.
I think there is a way to make databases more efficient for Agents to retrieve data with a zero tolerance for inaccuracies. Call it #ZeroQL..
madhukarkumar.substack.com/p/why-text-t...

Features - Swarm Agent to talk to DB. Nemo Guardrails as router and Input validation. #RAG #enterpriseAI

GitHub - madhukarkumar/agentic-rag: An Agentic RAG starter that use Swarm, Nemo Guardrails and SingleStore as a database An Agentic RAG starter that use Swarm, Nemo Guardrails and SingleStore as a database - madhukarkumar/agentic-rag

This morning I upgraded the Multi-Agent RAG starter with #Nemoguardrails, OpenAI #swarm and @SinglestoreDB with a simple UI and some performance improvements
Fork, clone add features that you may think be useful since this is #opensource
github.com/madhukarkuma...

Any recommendations for a Database client VS code extension? I am looking for something that works well with #cursor or #windsurf to write basic SQL

Who else has been looking around for a headset that has a physical mute button so that you can walk away from the computer and yet control when you speak? Works for zoom and google meet...
I think I finally found one with Jabra Evolve2 though a bit pricey

They released this the same day they released the $200 per month model....

Same. I use gitkraken to restore which is the lazier version of typing git commands :)