Please see my comment below, and the "Why should I care" section of the post. Yes you can count the number of times the word "wizard" is mentioned, but for tasks that aren't quite as cut-and-dry (say, listing out all of the core arguments of a 100-page legal case), you cannot just write a Python script.

The agentic approach falls apart because again, a self-querying mechanism or a multi-agent framework still needs to know where in the document to look for each subset of information. That's why I argue that you need an ontology. And at that point, agents are moot. A small 7b model with a simple prompt suffices, without any of the unreliability of agents. I suggest trying agents on an actually serious document, the problems are pretty evident. That said, I do hope that they get there one day because it will be cool.