You have to curate the LLM's context. That's just part and parcel of using the tool. Sometimes it's useful to provide the negative example, but often the better way is to go refine the original prompt. Almost all LLM UIs (chatbot, code agent, etc.) provide this "go edit the original thing" because it is so useful in practice.