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.

Protocol project, hosted by the Linux Foundation, today announced major adoption milestones at its one-year mark, with more than 150 organizations supporting the standard, deep integration across ...

Every conversation you have with an AI — every decision, every debugging session, every architecture debate — disappears when ...

GitHub has logged five incidents in two days as AI coding agents overwhelm its infrastructure, while Meta's token leaderboard ...