
20 Jul 2026 • 07 Mins read
The Model Is the Brain. The Harness Is the Body.
What I learned teaching vibe coding through context limits, phase prompts, validation loops, and the strange vector geometry inside language models.

Microsoft x IIT Delhi
Systems thinker. Builder. Polymath.
Engineer, researcher, speaker, and builder working across AI, science, and technology.
Panelist with the Honourable Prime Minister of India Shri Narendra Modi at Pariksha Pe Charcha, I am an Engineer at Microsoft and Google Developer Expert who gives tech talks across India. My project was recognized and converted into formal research by the University of Waterloo. I also hacked the JEE Advanced software, which is India's national exam. As a Japan Sakura Science alumnus and National Winner in Web Technology and Artificial Intelligence, I hold Rank 1 in Rashtriya Bal Vaigyanik and have delivered 20+ tech talks as a speaker. I am a NITI Aayog Student Mentor, Microsoft Fastest Coder Hack Winner (AIR 2), and Intel AI4Youth UNESCO scholar. I’ve authored 4 research papers, and one was published in Springer Nature Magazine. I’m deeply passionate about pure science and technology.
I write about AI systems, product judgment, scientific ideas, engineering tradeoffs, and ambitious experiments that actually survive contact with reality.
A quick map of the talks, awards, research, and moments that have shaped my work so far.
The one article I want you to read first.

20 Jul 2026 • 07 Mins read
What I learned teaching vibe coding through context limits, phase prompts, validation loops, and the strange vector geometry inside language models.
Essays and technical breakdowns on AI coding agents, physics, product development, and systems that matter.
27 May 2026 • 05 Mins read
I reverse-engineered CBSE's entire evaluation system from one archived JavaScript file. Client-side OTP validation, password reset without verification, IDOR everywhere. Here's everything they didn't want you to see.
Continue Reading10 May 2026 • 15 Mins read
I had a hunch the standard system → user prompt order was wrong for negative constraints. Every standard answer told me to drop it. I ran 1500 calls on 30 hard tasks and the flipped version beat the standard one by 14 to 46 points. The system slot is the worst place for your 'do not' rules and the docs back it.
Continue Reading14 Apr 2026 • 08 Mins read
A friend asked what MCP actually gives you over plain APIs. I tried to defend it. Every defense line collapsed under one simple question. Here's the honest walk through why MCP is a packaging standard, not a technical innovation, and why that's still valuable.
Continue Reading14 Apr 2026 • 11 Mins read
A new arXiv paper shows that a single binary operator, eml(x, y) = exp(x) - ln(y), plus the constant 1, can generate every elementary function. It's the continuous-math analogue of NAND, and it took 112 years to find.
Continue Reading12 Apr 2026 • 07 Mins read
Two researchers proved mathematically that rational firms will over-automate with AI even when they know it destroys the demand they depend on. Only one policy instrument out of six actually fixes it.
Continue Reading10 Apr 2026 • 06 Mins read
If nothing feels exciting the way it used to, it isn't your personality. Your dopamine baseline collapsed. Here's the neuroscience and the fix.
Continue Reading