# Continual Learning Needs More Nuance

> Source: <http://vivekhaldar.com/articles/continual-learning-needs-more-nuance/>
> Published: 2026-08-09 00:00:00+00:00

(This blog post is derived from [this video response on my YouTube channel](https://www.youtube.com/watch?v=Wh02FD8ZkFI).)

Dwarkesh Patel has been making the case for continual learning for a while, both with guests on his podcast and, most recently, in a [blog post](https://www.dwarkesh.com/p/era-of-continual-learning) and an accompanying [video](https://www.youtube.com/watch?v=iewm45atodE).

I agree with his basic point. A frozen model that cannot learn from experience or adapt to its surroundings is limited. If we want AI systems that can carry out long-running work and do open-ended problem solving in the real world, some form of continual learning is necessary.