You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

If you're paying for software features you're not even using, consider scripting them.

AI agent on a microcontroller.

Nvidia leads AI chip production, essential for tech advancements and has seen a 65% revenue boost. Alphabet integrates AI throughout its operations, also leading in autonomous driving with Waymo.