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Dartmouth provost Santiago Schnell's Washington Post op-ed on AI cheating was flagged as largely LLM-generated by the Pangram detector, and even his email defending his use of AI was found to be '100% AI-written,' raising broader questions about authorship and accountability in AI-assisted writing.
A practitioner reports that Karpathy's ASD-STE100 controlled-language tip genuinely improves LLM response clarity (including HTML artifacts) when applied selectively, and shares a concrete self-improvement prompt that samples recent transcripts to derive custom clarity rules for the user's AGENTS.md file.
The paper introduces ClaimProbe, a claim-level audit framework to detect hallucinations and misattributions in deep research reports, and ClaimWriter, a hierarchical writer that reduces hallucinations by up to 4.5 times while improving fact recall.