The AI Reasoning Growth Loop

Mar 13, 2026

∙ Paid

The standard AI flywheel narrative, more users → more data → better model → repeat—captures only 60% of the story. The real competitive advantage in AI isn’t data volume anymore. It’s memory persistence.

We’ve shifted from an era where the constraint was “how much data can we collect” to an era where the constraint is “how much context can we maintain.” The winners aren’t the companies with the most data. They’re the companies whose agents can remember, reason, and compound intelligence over time.

This piece unpacks how that works—practically, strategically, and organizationally.

Now you can join the Business Engineering Thinking OS program by subscribing to it directly from here (select The BE Thinking OS). This is a high-touch, AI-native coaching program designed to embed AI throughout your professional workflow, amplifying your impact as an executive, practitioner, entrepreneur, and more.

I sit down with you to understand what business goals you want to achieve in the coming months, then map out the use cases, and from there embed the BE Thinking OS into the memory layer of ChatGPT or Claude, for you to become what I call a Super Individual Contributor, Manager, Executive, or Solopreneur.