From breaking systems to behavioral gradients in AI

In an earlier article in 2024 I wrote about red teaming AI systems through an adversarial lens- how inputs can be crafted to expose weaknesses, and how thinking like an attacker reveals hidden failure modes. That framing still holds, though it needs to be extended now with advent of more powerful reasoning models and agentic systems. These systems don’t result necessarily in binary outcomes - safe…