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VIDEOS Why We Rebuilt Microsoft Office From Scratch for AI Agents - Yijia Liang, Compound AI LEGISLATION Colossus Gas Turbines: Federal Judge Refuses to Dismiss NAACP Lawsuit Against xAI MEDICAL ARTICLES Rheumatology: GPT-6 Sol remains ahead of the "System One" models, of which Jev becomes too sure of himself on clinical cases SPACE Solar flares: ARENA predicts flares and only designates the active region responsible, without being told which one ESSAYS The "generative paradox": To preserve human skills, AI should sometimes let humans build first APPRENTICESHIP Online advisor training: Mixtral simulated customers versus peers playing the role, sentence by sentence SAFETY AI agents under pressure: Activation probe spots 82% of secret leaks before they're even written SCIENCE Ramanujan Challenge: An open conjecture demonstrated, and a pipeline that drops wrongly validated evidence from 23% to 6% VIDEOS Why We Rebuilt Microsoft Office From Scratch for AI Agents - Yijia Liang, Compound AI LEGISLATION Colossus Gas Turbines: Federal Judge Refuses to Dismiss NAACP Lawsuit Against xAI MEDICAL ARTICLES Rheumatology: GPT-6 Sol remains ahead of the "System One" models, of which Jev becomes too sure of himself on clinical cases SPACE Solar flares: ARENA predicts flares and only designates the active region responsible, without being told which one ESSAYS The "generative paradox": To preserve human skills, AI should sometimes let humans build first APPRENTICESHIP Online advisor training: Mixtral simulated customers versus peers playing the role, sentence by sentence SAFETY AI agents under pressure: Activation probe spots 82% of secret leaks before they're even written SCIENCE Ramanujan Challenge: An open conjecture demonstrated, and a pipeline that drops wrongly validated evidence from 23% to 6%

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Signs of the future.

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Apprenticeship The Conversation · 21/09/2026 10:00

'Virtual peer' replaces tutorials at Macquarie University: what students gain and lose

Tutoring, lectures, feedback on copies, grading: from the student's point of view, the academic uses of AI can be reduced to four functions, each of which hides a part of the pedagogical relationship.

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