AI & Tech
Aparna Dhinakaran mapped four distinct loop architectures in AI engineering. I know the taxonomy is right because I'm running all four with a personal AI agent system — and the constraint at every level converges to the same bottleneck.
AI & Tech
Most AI adoption advice stops at automation. The highest expression of AI fluency is using the technology to create capabilities and growth opportunities that didn't exist before.
Entrepreneurship
Most founders discover what their business is worth without them at the negotiating table. The key-person discount can shave 10 to 40 percent off enterprise value. A practical framework for measuring your operator premium.
Entrepreneurship
You got the invite. The calendar hold. The seat at the long table. Access without influence is a participation trophy for adults.
Investment
Apollo just called private equity's software concentration a systemic failure of risk management. Their HALO thesis tells founders what AI actually makes more valuable.
Business Growth
Most small businesses set their prices once and never revisit them. Here's a three-question diagnostic for founders who suspect the number no longer matches the business.
Systems Thinking
Every business carries operational dead weight it stopped questioning. The diagnostic is three questions. The results are usually uncomfortable.
AI & Tech
The travel technology stack has always been a fortress. Decades of proprietary protocols, arcane fare-filing formats, and GDS middleware that requires a PhD in EDIFACT to navigate. That barrier just got a lot lower.
Systems Thinking
Ford's Long Beach skunkworks revealed a manufacturing heresy: stop doing things in order. The mental model underneath — sequential vs. parallel process architecture — applies to every business that's ever wondered why everything takes so long.
Systems Thinking
I've been watching decisions idle for weeks while every productivity metric looks fine. Here's the experiment I'm running to find out if decision speed is what actually matters.
Business Growth
I track three numbers across my businesses that have been more predictive of real health than any revenue chart on a quarterly slide deck. They cut through the noise that top-line growth creates.
ai
Most people use AI the way they used to use Google. Type a question, take the first answer, move on. The result is predictable: safe, generic, convergent mush that could apply to any company in any industry.