Comment by usaar333

> On the other hand, if you were to paste the entire documentation set to a tool it has never seen and ask it to use the tool in a way to accomplish your goals, THEN this model would be likely to produce useful output, despite the fact that it had never encountered the tool or its documentation before.

There's not much evidence of that. It only marginally improved on instruction following (see livebench.ai) and it's score as a swe-bench agent is barely above gpt-4o (model card).

It gets really hard problems better, but it's unclear that matters all that much.

> A lot of people use LLMs as a search engine.

Except this is where LLMs are so powerful. A sort of reasoning search engine. They memorized the entire Internet and can pattern match it to my query.