1,500 tool calls per task sounds like a nightmare for unit economics though. I've been optimizing my own agent workflows and even a few dozen steps makes it hard to keep margins positive, so I'm not sure how this is viable for anyone not burning VC cash.
"tool call" is just a reference to any elementary interaction with the outside system. It's not calling third-party APIs or anything like that.