Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

An AI feature can reach production before anyone has decided who owns its credentials. A developer creates an API key for a prototype, a colleague copies it into a background worker, and a troubleshooting session puts the same value into a support ticket. The application works, but the team can no longer say exactly where its access begins or ends.

Turning a photograph into moving footage has become familiar. The details that make people keep watching usually come from the relationships inside the frame: why a character turns at that moment, why the product appears there, why the music lands on that beat, and how the camera carries the viewer toward what comes next.

Most parenting advice about online safety talks in two modes: everything is fine, or something is seriously wrong. What rarely gets discussed is the long, ambiguous stretch in between, where a little secrecy, an odd new habit, or a slightly different mood doesn't clearly belong to either category. That missing middle is where most real situations actually live, and it's exactly where parents feel least equipped to act, since nothing they've read prepares them for something that isn't clearly one thing or the other.

Ninety-five percent of organizations believe they have visibility into their AI and machine identity exposures, yet only 36% are actually monitoring them.