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.

Aria Networks announces the general availability of its Deep Networking solution – Designed from the ground up for the AI factory era to maximize Model Flop Utilization and token efficiency, a ...

Stephen M. Kamnik has pleaded guilty to creating AI-generated pornography while on duty as a Pennsylvania State Police ...