Exploring AI, One Insight at a Time
Quick Answer: To survive the rapid commoditization of generative AI, founders must transition from fragile application wrappers to defensible architectures. Turning your AI prototype into a defensible product requires building structural moats—such as proprietary data pipelines, deep legacy system integrations,…
Hook: Why AI Pilots Look Impressive But Rarely Move Revenue You’ve probably seen this exact scenario play out. An executive team at a mid-sized logistics company drops $4.2 million on a massive AI project. They expect a total revolution in…
For system architects building at scale, few things are as stressful as an upstream model provider silently updating their weights, breaking your JSON parsers, and triggering a P0 outage at 3:00 AM. Building an AI demo is trivial today. Anyone…
You have probably sat in this meeting. The screen is cast to the wall, a vendor or an internal innovation team is running a live demo, and it works perfectly. The AI agent drafts a complex email, synthesizes a 50-page…
Executive Summary The Illusion of Infinite Leverage A decade of analyzing and implementing enterprise systems reveals a consistent, fatal assumption in corporate strategy: the belief that AI automation scales linearly. As explored in The AI Adoption Illusion: Why Most Companies…
The enterprise AI landscape is currently defined by a profound paradox. Boardrooms are mandating rapid AI integration, capital is flowing at unprecedented rates, and yet, the vast majority of these initiatives die quietly in the sandbox. The industry is caught…
We need to stop pretending that “alignment” is an engineering term. In structural engineering, alignment means ensuring a bridge doesn’t collapse under load. In AI, “alignment” currently means ensuring the chatbot doesn’t say something that tanks the stock price. Those…
Quick Summary You’ve seen the demos. A founder drops an entire Harry Potter novel, a complex legal library, and a messy Python codebase into a prompt window. They ask a question. The model answers correctly. The crowd cheers. The slide…
I am tired. I have spent the last three years in San Francisco coffee shops, listening to pitch decks that all sound exactly the same. A founder sits down, eyes wide, and tells me, “We’re building a custom AI model…
I’ve spent the last decade watching founders try to solve “productivity.” Usually, that meant buying a new project management tool that nobody used after the first week. Or switching from Slack to Teams (and then back to Slack). It was…