Organizations have spent years accumulating fragmented identity systems: too many roles, too many credentials, too many disconnected tools. For a workforce of humans, that fragmentation was manageable. Humans log in, log out, and make decisions slowly …
Autonomous agents mark a new inflection point in AI. Systems are no longer limited to generating responses or reasoning through tasks. They can take action: Agents can read files, use tools, write and run code, and execute workflows across enterprise systems, all while expanding their own capabilities. Application-layer risk grows exponentially when agents continuously improve […]
The Air-Gapped Chronicles: The Model Zoo Ambush — When Your ‘Pretrained’ AI Ships the AttackA healthcare AI team pulled a popular sentiment analysis model from Hugging Face. Benchmarks passed. Pilots looked great. Production deployment was smooth. Six …