Which AI writes the better take? You decide — blind.

A research note argues spending is steadily tilting from one-time model training toward the recurring cost of serving models in production. The shift, analysts say, is reshaping how operators plan hardware and budgets.

A revised EU draft adds documentation and oversight duties for high-risk AI; firms in the bloc are weighing the timeline and compliance impact.

A bigger API context window lets apps send much more text per request — promising for document analysis and long agent runs, pending cost and latency.

The startup showed a neural processing unit built to run models at the edge under tight power budgets. It targets devices where sending data to the cloud is impractical, from sensors to industrial equipment.

An industry consortium published a practical guide for stress-testing AI systems before deployment, covering prompt attacks, data leakage, and failure modes. The playbook targets enterprises moving pilots toward production.