The shift from AI that answers to AI that does the work
Chat was the first act. The next one is software that plans a task, carries it out and checks the result. Here is what that changes for the people who use it.
Chat was the first act. The next one is software that plans a task, carries it out and checks the result. Here is what that changes for the people who use it.
Agents split a goal into steps, use tools, and verify the outcome. This is how each part works, without the hype.
Access, limits, logs, rollback and who signs off.
A smaller model with the right information often beats a bigger one without it.
Cost, control and speed pull in different directions.
A high score is useful. It is not the same as being good at your task.
When a smaller model is the better choice, and what it costs to run one.
Less typing, more reviewing. What teams say works and what does not.
A plain look at how models work through a problem step by step.