Teaching AI to learn from its own failures—without forgetting what worked

Imagine a graphic designer who keeps a living notebook: every time a technique fails, she jots down what went wrong and tries something better next time. But if that new approach breaks something else, she reverts it. Designer-RSI does exactly this for AI tools, building a memory that gets smarter with real user work.

This means we're moving toward AI that adapts to the messy reality of creative work instead of staying frozen to its training—a shift from brittle to resilient.