Blog

A practical comparison for agent workflows, coding, data analysis and computer use, with benchmarks, API prices and a plan for your own evaluation.

Oracle launches a database runtime for agents. An invoice pilot, external model boundaries and a documentation mismatch around recovery.

Jev provides typed decisions through an API; Laya adds a local, open-code option. Routing accuracy, calibration and end-to-end cost determine the value.

A useful AI agent is not one clever prompt. It is a repeatable loop that finds work, executes it in a bounded environment, verifies it independently, stores evidence and stops at a human decision.

Duet works across connected apps in the background, but its preview remains US-only. Businesses should focus on a bounded pilot and reviewable actions.