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.

Stop letting AI pick your passwords. They follow predictable patterns instead of being truly random, making them easy for hackers to guess despite looking complex.

Not only did Taylor Stanberry become the first woman to win the Florida Python Challenge, but she did it in record style while making her debut in the event. The Python Challenge has been staged ...