Vineet Arya
Engineering Leader · AI Adoption & Governance · 18+ Years Building
AI made producing output cheap. It didn't make judgment cheap. The teams I've seen adopt it well didn't get there by writing more code faster. They got sharper about what to build, what to skip, and when a fast answer from a model was the wrong one to trust. That's what this site is about, at two altitudes: engineering practice on one side, and the markets and industries AI is reshaping on the other.
When code is cheap, judgment is priceless.
Latest writing
All writing →The Review Metrics Most Teams Don't Track — three real bugs, one blind spot, and the metric nobody tracks
October 3, 2026
Discover why massive AI-generated code requests are breaking traditional PR pipelines, and the hidden review-capacity metrics every dev team must track.
Your Emails Are Becoming Assembly Language — on the human → AI → AI → human loop
September 22, 2026
The prose is pure overhead. A high-tech game of telephone where the middle layer we've stopped inspecting is precisely the layer where meaning drifts.
Who Captures the Value of AI? — a mutual fund, an economics paper, and your career
September 14, 2026
A ₹1.4T fund just made a bet on the answer. A Wharton paper says the bet is riskier than it looks. Inside the companies involved, the answer decides whose headcount survives.
Tools
All tools →The AI Estimation Framework
An interactive calculator for estimating AI-assisted work: split the task into tiers, add back what AI doesn't compress, and get a real calendar range instead of a single number.
About
18+ years in software, across gaming, Samsung's R&D group, Sapient, and now Chegg. Since 2022, building AI products and using AI as a working part of how I develop software. Everything here is free, and nothing is behind an email wall. More about me →