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Lead story

Hiring is turning into machines distrusting machines

WIRED shows the hiring market's AI loop from both sides. Applicants pay tools to please applicant tracking systems, or hiring software. Employers then face hundreds of similar resumes and use more AI to sort them. Each side tries to solve mistrust with another machine.

Source: WIRED · Sep 4, 2026Read original source
AI Agency
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Agents & Automation

Do not let the AI judge grade alone

This paper says an AI judge can help review work by software that takes actions. It should not be the final authority when the system rewrites itself.

arXiv · Sep 2, 2026
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Agents & Automation

Some expert work has to be shown first

OmegaUse-SOP starts with a human demo. It records screen steps, turns them into instructions, adds rules, then checks each run by screen-using AI tools.

arXiv · Sep 2, 2026
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Models & Capabilities

AI self-reports are claims, not proof

Across 12,249 self-reports, the AI tools overstated top-100 success by 4.8 to 9.3 times. The environment, not the explanation, had to check them.

arXiv · Sep 1, 2026
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Governance & Safety

'Made with AI' is too blunt for readers

The paper says a binary AI label answers the wrong question. Readers need to see which claims have evidence, not just who or what wrote them.

arXiv
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Education & Public Impact

AI essay graders still need calibration

This audit treats AI essay scorers like human raters, not magic judges. They may agree with themselves yet drift from the human score scale.

arXiv · Aug 30, 2026
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