7 posts across Judging AI, Work & Judgement
AI can read more than you can and is confidently wrong about what it read. For researchers, that's a specific and manageable risk. Here's how to get the speed without inheriting a fabricated citation.
4 min read35.3% of Berkeley CS 10 students received failing grades in Spring 2026, up from under 10% historically. The pattern that caused it — using AI to skip the thinking rather than do the thinking — shows up in professional work too. Here's how to avoid it.
5 min readResearch published last week showed frontier AI models disagree with each other on 67% of real-world fact-checking claims — 77% in legal contexts, 71% in health. A second model isn't verification. It's a second opinion that contradicts the first most of the time.
5 min readThree studies published in the same week show that how you use AI determines whether it sharpens or erodes your judgment. Turkish students scored better with AI help and worse without it. BCG consultants followed AI errors they would normally have caught. Taipei students who used AI as a tutor gained six to nine extra months of learning.
5 min readA New York Times reporter used AI to research a story, got back a fabricated quote, and published it. A reader caught it. The editors didn't. The failure pattern here isn't a journalism problem — it's the default behavior for anyone who uses AI to pull quotes, stats, or summaries and publishes them without checking the source.
5 min readTwo South African officials were suspended after 102 of 148 citations in a Cabinet-approved report were AI-fabricated. Nature retracted a 504-citation paper on the same day. The accountability gap between 'AI wrote it' and 'I submitted it' is closing. Here's what you do about it.
4 min readSullivan & Cromwell apologized to a federal judge after a court filing contained 42 AI-generated errors: fabricated citations, misquoted statutes, authorities that don't exist. The opposing firm caught them. Here's what that means for anyone using AI for research, reports, or client-facing work.
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