A Self-Improving AI Based On What?

A Self-Improving AI Based On What?

Nobody asked what it’s improving toward? A startup came out of stealth this week with $650 million in funding. The goal is recursive self-improvement. An AI that identifies its own weaknesses and redesigns itself to fix them. Automatically. Without human involvement. The entire process of ideation, implementation, and validation handled by the machine itself. The…

Harvard Wants to Know How AI Learns…My Answer.

Harvard Wants to Know How AI Learns…My Answer.

Harvard physicists published a study this week. They built a simplified mathematical model to understand how AI learns. They used tools from statistical physics. They looked at scaling laws, high-dimensional data, and something called renormalization theory. It is serious science done by serious people. And they are right about one thing above everything else. We…

Really? AI Prompting Rubrics? Why?

Really? AI Prompting Rubrics? Why?

There is a moment in every technology cycle when the people closest to the problem start building workarounds. Not solutions. Workarounds. Structures that manage the gap between what the technology promises and what it actually delivers. That moment has arrived for AI prompting. The workaround has a name now. Rubrics. Scoring guides embedded directly into…