#dpo

LLM Alignment: What It Does, Where It Breaks, How to Deploy

LLM alignment trains models to internalize safety constraints — but every technique has documented bypass paths. Here's how RLHF, DPO, and Constitutional AI work, and what practitioners need to layer on top.