This seems really weird to me. Isn't that just using LLMs in a specific way? Why come up with a new name "RLM" instead of saying "LLM"? Nothing changes about the model.
It ended up kicking off reasoning training which enabled the massive gains in coding, tool use, and more over the last 18 months.
So yeah, it's "just using LLMs in a specific way."