2 articles
Useful agents do not need theatrical independence; they need bounded permissions, inspectable state, and cheap recovery from mistakes. Reversibility is the engineering property that turns uncertain model behavior into deployable software.
The most useful applied AI systems do not imitate a fully autonomous employee. They create disciplined moments of generation, review, approval, and correction so that human judgment gets sharper instead of getting bypassed.