A team reports an improved AI assistant using a test set repeatedly inspected during prompt tuning. What is needed for a credible final quality estimate?

1. Use only the training examples because their expected answers are known.
2. Choose the best single run and omit all other outcomes.
3. Use a separately held-out representative evaluation set and document the acceptance criteria.
4. Remove difficult cases after seeing their results.