Pattern Recognition to Helpful AI: Why Pre-Training Falls Short

Pre-training creates models capable of predicting text sequences, but this capability alone doesn't translate to helpful or safe conversational responses. This gap reveals why techniques like RLHF are critical to transform pre-trained models into genuinely useful assistants. Understanding this distinction is essential for grasping how modern AI systems like ChatGPT are actually constructed.