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.

Astropad, the company behind the popular Astropad Studio software for turning the iPad into a drawing tablet, today launched ...

Anthropic’s Claude Code Computer Use preview lets Mac Pro and Max users control apps, browsers, and spreadsheets through the ...

Artificial intelligence is rapidly learning to autonomously design and run biological experiments, but the systems intended ...

Channels in Anthropic Claude Code supports custom chat apps and dashboards, but remote control still has limits that are sure ...