Notes from building things — delivery lessons, AI build stories, and whatever else comes out of shipping products after hours.https://jpnr.me/https://jpnr.me/blog/cypher-2026/https://jpnr.me/blog/cypher-2026/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.Sun, 11 Oct 2026 07:57:44 GMThttps://jpnr.me/blog/i-didnt-plan-any-of-this/https://jpnr.me/blog/i-didnt-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.Thu, 24 Sep 2026 09:20:46 GMThttps://jpnr.me/blog/Shape/https://jpnr.me/blog/Shape/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.Tue, 22 Sep 2026 09:10:41 GMThttps://jpnr.me/blog/four-things-i-didnt-believe-in-march/https://jpnr.me/blog/four-things-i-didnt-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.Mon, 21 Sep 2026 12:00:00 GMThttps://jpnr.me/blog/the-question-that-made-me-rebuild-a-hiring-tool/https://jpnr.me/blog/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.Wed, 16 Sep 2026 00:00:00 GMThttps://jpnr.me/blog/the-app-that-promised-nothing-would-leave-the-device/https://jpnr.me/blog/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.Sun, 13 Sep 2026 00:00:00 GMThttps://jpnr.me/blog/it-wasnt-fifty-bugs-it-was-two/https://jpnr.me/blog/it-wasnt-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.Sat, 12 Sep 2026 00:00:00 GMThttps://jpnr.me/blog/gcc-x-hyderabad-2026/https://jpnr.me/blog/gcc-x-hyderabad-2026/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.Fri, 31 Jul 2026 15:45:00 GMT