Madhukar Kumar
@madhukarkumar.bsky.social
Code // Growth
🌐 Two decades of Engineering, PM and Marketing
🎤 Writer, builder, podcaster
💾 Love writing and building apps
🌐 Two decades of Engineering, PM and Marketing
🎤 Writer, builder, podcaster
💾 Love writing and building apps
Conductor.build is legit. Part of my new workflow - multiple claude agent in parallel worktrees
July 25, 2025 at 2:54 PM
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.
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.
July 24, 2025 at 3:22 PM
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.
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.
Just dropped. A comprehensive guide to vibe coding tools - madhukarkumar.medium.com/a-comprehens...
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…
madhukarkumar.medium.com
March 30, 2025 at 2:13 PM
Just dropped. A comprehensive guide to vibe coding tools - madhukarkumar.medium.com/a-comprehens...
Results from a two week of fascinating exploration of how to do RAG over structured and semi-structured data (SQL/JSON)
medium.com/madhukarkuma...
medium.com/madhukarkuma...
Chapter 2 — Extraction Strategy for Accurate RAG over Structured Databases
Link to Chapter 1
medium.com
March 1, 2025 at 6:02 PM
Results from a two week of fascinating exploration of how to do RAG over structured and semi-structured data (SQL/JSON)
medium.com/madhukarkuma...
medium.com/madhukarkuma...
Am I the only one who doesn't seem to have @figma.com AI features rolled out to?
February 16, 2025 at 9:21 PM
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
February 14, 2025 at 1:58 PM
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
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...
madhukarkumar.medium.com/how-to-incre...
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…
madhukarkumar.medium.com
February 10, 2025 at 5:56 PM
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...
madhukarkumar.medium.com/how-to-incre...
Common enterprise AI use cases and how to do single-shot retrieval - medium.com/madhukarkuma...
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…
medium.com
February 7, 2025 at 2:53 PM
Common enterprise AI use cases and how to do single-shot retrieval - medium.com/madhukarkuma...
The same will be true for coders.
January 15, 2025 at 3:48 PM
The same will be true for coders.
If you're thinking without writing, you only think you're thinking -Leslie Lamport
January 14, 2025 at 9:16 AM
If you're thinking without writing, you only think you're thinking -Leslie Lamport
Starting the year with travel…
January 8, 2025 at 2:08 PM
Starting the year with travel…
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
youtu.be/PLJhS6Eqvhg
Check out the tool here 👉https://youtu.be/PLJhS6Eqvhg
No code synthetic data generator
YouTube video by Madhukar Kumar
youtu.be
January 6, 2025 at 3:56 PM
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
youtu.be/PLJhS6Eqvhg
Check out the tool here 👉https://youtu.be/PLJhS6Eqvhg
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
January 2, 2025 at 3:31 PM
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.
January 2, 2025 at 12:02 AM
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
open.substack.com/pub/madhukar...
open.substack.com/pub/madhukar...
A Beginner’s Roadmap to Learning AI in 2025
Where and and how to get started with AI if you are starting fresh
open.substack.com
December 31, 2024 at 3:41 PM
A Beginner’s Roadmap to Learning AI in 2025
open.substack.com/pub/madhukar...
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
December 30, 2024 at 9:25 PM
Not that anyone asked 😉 but yes, AI did help me 3X my productivity if code checkin was the only measure
There is no try...
December 24, 2024 at 11:50 PM
There is no try...
Is it cool to wear socks and sandals in the gym? I see it quite often these days.
December 23, 2024 at 4:51 PM
Is it cool to wear socks and sandals in the gym? I see it quite often these days.
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...
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...
Why Text-to-SQL is Failing for Agents and How to Fix It?
A proposed solution for a zero inaccuracy data retrieval for Agents
medium.com
December 20, 2024 at 1:52 PM
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...
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...
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...
Fork, clone add features that you may think be useful since this is #opensource
github.com/madhukarkuma...
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
github.com
December 18, 2024 at 6:43 PM
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...
Fork, clone add features that you may think be useful since this is #opensource
github.com/madhukarkuma...
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
I think I finally found one with Jabra Evolve2 though a bit pricey
December 13, 2024 at 6:12 PM
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
I think I finally found one with Jabra Evolve2 though a bit pricey
I have so many questions....
This is from a paper released by OpenAI with some eval results of the o1 models👇
This is from a paper released by OpenAI with some eval results of the o1 models👇
December 12, 2024 at 2:11 PM
I have so many questions....
This is from a paper released by OpenAI with some eval results of the o1 models👇
This is from a paper released by OpenAI with some eval results of the o1 models👇