iiinova — where your digital self keeps evolving

Madhukar Kumar @madhukarkumar.bsky.social · 25/07/2025

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

Madhukar Kumar @madhukarkumar.bsky.social · 24/07/2025

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.

000

Madhukar Kumar @madhukarkumar.bsky.social · 01/03/2025

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

Chapter 2 — Extraction Strategy for Accurate RAG over Structured Databases

Link to Chapter 1

010

Madhukar Kumar @madhukarkumar.bsky.social · 16/02/2025

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

100

Madhukar Kumar @madhukarkumar.bsky.social · 14/02/2025

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

000

Madhukar Kumar @madhukarkumar.bsky.social · 15/01/2025

The same will be true for coders.

000

Madhukar Kumar @madhukarkumar.bsky.social · 14/01/2025

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

010

Madhukar Kumar @madhukarkumar.bsky.social · 06/01/2025

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

No code synthetic data generator

YouTube video by Madhukar Kumar

010

Madhukar Kumar @madhukarkumar.bsky.social · 02/01/2025

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

020

Madhukar Kumar @madhukarkumar.bsky.social · 02/01/2025

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

000

Madhukar Kumar @madhukarkumar.bsky.social · 30/12/2024

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

010

Madhukar Kumar @madhukarkumar.bsky.social · 23/12/2024

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

000

Madhukar Kumar @madhukarkumar.bsky.social · 20/12/2024

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...

medium.com

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

A proposed solution for a zero inaccuracy data retrieval for Agents

000

Madhukar Kumar @madhukarkumar.bsky.social · 16/12/2024

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

010

Madhukar Kumar @madhukarkumar.bsky.social · 13/12/2024

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

000

Madhukar Kumar @madhukarkumar.bsky.social · 12/12/2024

I have so many questions.... This is from a paper released by OpenAI with some eval results of the o1 models👇

000

Madhukar Kumar @madhukarkumar.bsky.social · 12/12/2024

Whoa. That also means that is how long I spent at the gym... long form content is indeed having its moment #podcasts #marketing

000

Madhukar Kumar @madhukarkumar.bsky.social · 10/12/2024

Anyone else unable to use #Sora for the whole day?

000

Madhukar Kumar @madhukarkumar.bsky.social · 06/12/2024

2 key patterns I noticed at #AWS #ReInvent On-prem resurgence based on rising cloud prices and concern for data control for AI AI real-time voice agents massively disrupting contact center and customer support and job market #AI #Cloud #OnPrem #CustomerSupport #TechTrends

000

Madhukar Kumar @madhukarkumar.bsky.social · 05/12/2024

Had a fan boy moment hanging out with @windsurfai.bsky.social founder Anshul last night

010

Madhukar Kumar @madhukarkumar.bsky.social · 01/12/2024

Damn good list for new people on BlueSky trying to find out like minded solopreneurs go.bsky.app/Miiq9jZ

010

Madhukar Kumar @madhukarkumar.bsky.social · 27/11/2024

Moving on ......https://medium.com/madhukarkumar/moving-on-b5b1752ddb7b

000

Madhukar Kumar @madhukarkumar.bsky.social · 25/11/2024

Service revenue is sexy again given that apps and features are now commodities.

000

Madhukar Kumar @madhukarkumar.bsky.social · 22/11/2024

The power of storytelling that is connected to the product - youtu.be/cQX-QXxwGvA?...

youtu.be

Meet the new Volvo EX90

YouTube video by Volvo Cars

000

Madhukar Kumar @madhukarkumar.bsky.social · 30/04/2024

new photos added -> madhukarkumar.smugmug.com

000

Madhukar Kumar @madhukarkumar.bsky.social · 26/04/2024

Looks like we humans have learned nothing about dangers of collecting psychographic data from Facebook and others in the last decade.

000

Madhukar Kumar @madhukarkumar.bsky.social · 06/04/2024

Where the sand is black and the inhabitants are chill... #nature #photography

050

Madhukar Kumar @madhukarkumar.bsky.social · 03/04/2024

Chasing marketing attribution is a fool's errand! Instead focus on a KPI that measures middle of the sales stage.

000

Madhukar Kumar @madhukarkumar.bsky.social · 02/04/2024

The Elephant Test: A Tale of Product Trust and Marketing Genius link.medium.com/2ZL3jc1aqIb Building a product-led marketing strategy #plg #marketing #martech #b2bmarketing

link.medium.com

010

Madhukar Kumar @madhukarkumar.bsky.social · 28/02/2024

If everyone has the same LLMs and access to the same tools (APIs), what differentiates one #genai app to another? The knowledge and the data of course. Here are two examples from lenny's podcast and Dr Huberman's podcast

000

Madhukar Kumar @madhukarkumar.bsky.social · 27/02/2024

There is a law of diminishing returns when it comes to the context size of any LLM. Instead of stuffing an uncurated large context, consider summarizing/pre-processing. Context is key!

010

Madhukar Kumar @madhukarkumar.bsky.social · 26/02/2024

Every company that is charging addition $$ for AI features will have to rethink its strategy. In a not too distant future if an existing application does not have AI features people will stop using them.

030