Comment on FR Doc # 2026-12205

Summary: The commenter, a doctoral fellow and research associate at two universities, argues that the proposed "Unbiased AI Principles" are technically unworkable and conceptually flawed because "neutrality" cannot be operationalized as an engineering target. They advocate for replacing the requirement for neutrality with a disclosure requirement that forces contractors to document their editorial and design choices instead of attempting to suppress them.