A new perspective paper in the American Journal of Clinical Nutrition challenges how researchers and policymakers interpret randomized controlled trial evidence on ultra-processed foods. After reviewing four trials comparing ultra-processed versus minimally processed diets, the author finds a consistent pattern: studies failed to isolate food processing as the sole variable, favorable findings in ultra-processed conditions were downplayed, and methodological flaws were underreported in secondary commentary. The paper argues that current experimental evidence does not justify sweeping causal claims about ultra-processed food harm. Four concrete reforms are proposed to improve future trials, including nutrient-matching between diet arms and sub-category analyses within the NOVA Group 4 classification. The takeaway is that nutrition policy risks being built on shakier ground than commonly acknowledged.