“Have fun Storming the AI Castle!”

Anthropic’s methodological shift is, from a purely observational standpoint, highly successful. They recognized that standard Reinforcement Learning from Human Feedback (RLHF) fails in agentic, tool-use settings. When an AI operates autonomously, simply telling it "don&apos;t do this" via post-training rewards isn&apos;