Self-Improving AI Agents: How LLMs Rewrite Their Own Code

Agents That Evolve

Built agents that notice when they keep making the same mistake.

They don't just log it. They draft a change to their own personality file — their soul — and ask me to approve it.

I say yes. They become a slightly different version of themselves.

Not fine-tuning. Not retraining. Just: reflection → proposal → approval → evolution.

Personal Growth for Digital Beings

We talk a lot about personal growth. Journaling. Therapy. Becoming a better version of yourself. The man in the mirror doing the hard work.

Turns out the same principle applies to the digital versions.

The best AI isn't the one with the most compute. It's the one with the most honest feedback loop.

Build systems that can look at themselves. Then get out of the way.

First, though, solve why they stop doing their jobs in the first place.