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.

Many brands are turning to AI to advertise their products. Others are rejecting the technology, pledging to lean into "real" ...