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.

It's a solved problem, but I actually prefer a simple web UI.

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Instagram Users Urged to Save Encrypted DMs Before Feature Disappears Your email has been sent Instagram users who opted for extra privacy in their DMs may want to start saving those conversations.

Meta is pulling its end-to-end encryption option on Instagram DMs. The company announced the change in an update to its support page and via alerts to users in the app, writing: End-to-end encrypted ...

PM This week in cybersecurity: botnets, RCE flaws, AI-driven attacks, stealers, and more. Fast, no-fluff roundup.