AegisUI: Behavioral Anomaly Detection for Structured User Interface Protocols in AI Agent Systems

AI agents that build user interfaces on the fly assembling buttons, forms, and data displays from structured protocol payloads are becoming common in production systems. The trouble is that a payload can pass every schema check and still trick a user: a button might say "View invoice" while its...

Bot Manager: Staying Ahead of the Bot Landscape

Akamai launched Bot Manager three years ago. Since then, the bot landscape has continued to evolve and we've introduced a number of improvements to our bot detections to stay ahead of it. These included browser fingerprinting and behavioral anomaly detection, as well constantly refining our core...