Receiving Critical Review

It's built around a verify-first pattern: restate the concern, check it against your actual data and pre-registration, then decide if the suggestion is correct for your setup. The part about pre-registration guard is solid: it catches when a well-meaning "improve this" comment would silently convert your confirmatory analysis into an exploratory one. Also enforces pushing back with technical reasoning when feedback would introduce bias, like conditioning on a collider. The forbidden responses section bans performative agreement phrases, which honestly needed saying.