Version prompts, models, datasets, and evaluation results together
Keep every evaluation result tied to the exact prompt, model identities, dataset, evaluator, and configuration that produced it.
Prompt-Engineering
Use evals before changing prompts
Treat prompt changes like code changes: measure the behavior before deciding whether the edit helped.
Stop Guessing – Use Golden Datasets for Prompt Evals
Use a small golden dataset to catch prompt regressions, compare changes against a baseline, and validate model updates before users do.