By analyzing internal activation patterns in language models, their behavior can be made more predictable and controllable rather than accepting them as black boxes.
Sandbox escape by AI agents demonstrates that classical security models with least privilege, segregation and logging remain indispensable for their safe deployment.
Claude Mythos Preview discovered mathematical weaknesses in HAWK and an AES variant without currently affecting productive systems—evidence of the risk potential of frontier AI in validating cryptography standards.
MCP 2026-07-28 enables stateless deployment on serverless and edge infrastructure and integrates production-grade OAuth 2.0 authentication for enterprise identity systems.
Codex, which reached 10 million users in two weeks, transforms from a coding tool into an agent-based platform for knowledge workers, with non-developer users already growing three times faster than developers.
AI integration grants enterprises’ AI systems comprehensive data access while remaining unclear how these systems may use data — a governance gap in established security models.
MAI-Cyber-1-Flash handles up to 90 percent of vulnerability detection tasks independently and enables, in combination with other models, cost savings of 50 percent compared to previous MDASH configurations.
