Blog
RSSNotes from building things — the delivery lessons, the AI build stories, and whatever else comes out of a year that didn't go the way I expected.

Cypher 2026
Cypher 2026 — Once AI Gives an Answer, What Happens Next?
Three days at India's largest AI summit kept circling one question: once AI gives an answer, what happens next? Five things I brought back, and the full 30-slide debrief in four tabs.

The Journey
I Didn't Plan Any of This
It started on a phone, in a hospital room, with no plan at all. Here's what actually happened between then and twenty-seven shipped products.

Shape
Shape — What a Team's AI History Knows That the Team Doesn't
I built Shape to structure my own AI chat history — then asked what the same engine would find pointed at a team's, and rewrote the whole case around it.
The Journey
Four Things I Didn't Believe in March
Six months of building taught me a few things no amount of reading ever did. Here's what actually changed my mind, one shipped mistake at a time.

Talent Lens
Talent Lens — The Question That Made Me Rebuild a Hiring Tool
I built a resume-screening tool, was proud of it, and then someone asked one question about it that I couldn't defend. What I did next taught me more about AI governance than writing the framework ever did.

Forge Mobile OS
Forge Mobile OS — The App That Promised Nothing Would Leave the Device
I built a privacy-first automation app for my team and was proud of the promise behind it. Then I audited my own code and found three ways it was quietly breaking that promise.
Forge
Forge — It Wasn't Fifty Bugs. It Was Two.
For weeks I kept patching my API testing platform one bug at a time. The bugs kept coming back in a different shape. Here's what happened when I finally stopped patching and started auditing.

GCC X Hyderabad
GCC X Hyderabad 2026 — Don't Just Adopt AI. Lead It.
A day at GCC X Hyderabad 2026 on how global capability centres move from AI-enabled delivery to AI-native value creation, and the four things I took away.