I am interested in how these work, and most importantly why others failed to work. e.g. why LLM's capabilities where "unlocked" by prompts like "step-by-step"?

I am interested in how these work, and most importantly why others failed to work. e.g. why LLM's capabilities where "unlocked" by prompts like "step-by-step"? How does CoT work?