The latest AI models create polished text with fewer errors, raising concerns about the visibility of human thinking in work like student essays. This issue extends beyond education into fields like law, medicine, and journalism where trust is rooted in human judgment. An AI authorship protocol is being tested to maintain the connection between a person’s reasoning and their writing by using adaptive interactive prompts during the creation process, rather than relying on detection or surveillance. This approach aims to build accountability and preserve the integrity of professional and academic work by ensuring human oversight remains central when AI assists in producing content.
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