What is a “one-shot” AI Agent? A one-shot AI agent enables automated execution of a complex task without a human in the loop.

Not at all what one-shot means in the field. Zero-shot, one-shot and many-shot means how many examples at inference time are needed to perform a task

Zero shot: "convert these files from csv to json"

One shot: "convert from csv to json, like "id,name,age/n1,john,20" to {id:"1",name:"tom",age:"20"}