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.

Google launched a free offline AI dictation app on iOS, highlighting a shift toward private, on-device speech-to-text tools.

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