A simple Google ADK Penetration Testing Agent using Sequential Thinking and MCP. In the months leading up to it, nobody could quite pinpoint the moment things began to shift. Engineers are still patching bugs, academics are still publishing careful proofs and startups are still trying to duct-tape half-working prototypes into something that feels like magic. But then, almost quietly, an inflection arrives. It starts with small signs: agents chaining tasks without being told

Introduction As AI agents become more autonomous and connected, we face a new kind of security challenge, not from their creators, but from their growth . In my recent research and demos, I explored what I call the Capability Delta : the hidden gap between an agent’s declared  tool set and its effective  real-world power once reasoning, chaining, and environment access come into play. This post summarizes those findings, from the technical setup to the emergent behaviors we

In the vast landscape of cloud computing, the power of connectivity knows no bounds. For modern enterprises seeking to expand their horizons and unlock the full potential of their cloud-based resources, the pursuit of a seamless, secure, and high-performance network infrastructure is paramount. This is where the story of our multi-region Cilium Clustermesh using FortiGate VPN in AWS begins. Imagine a world where your applications can communicate effortlessly, even when they a

A proof of concept exploiting liveness probes in kubernetes