I've been digging into agents for internal tooling and processes. Looking for how to scale without drowning in manual work. Here's what I found.
The best paper you should read is From Language to Action: A Review of Large Language Models as Autonomous Agents and Tool Users, here linked with my notes. As always I recommend you Just Read The Paper, but it's 38 pages and most of you won't.
Here's what you need: