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.

Visualping, the world’s leading website change detection platform used by teams at 85% of Fortune 500 companies, has ...

Threat actors can extract Google API keys embedded in Android applications to gain access to Gemini AI endpoints and ...

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

For end users, this means any data shared with Gemini, such as documents, images, or audio, and stored in the Files API, can ...