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Research Summaries

Peer-reviewed and institutional research, summarised with its methodology and its limits stated plainly.

Research Summaries Report Summary Medium risk

Stanford Research Finds No Aggregate AI Job Displacement Yet — But Early-Career White-Collar Roles Show Demand Erosion

An aggregate that holds steady can conceal a composition that is changing underneath it. Employment research on AI keeps running into this, and headline numbers...

26 Jul 2026 · 3 min read United States Global

Research Summaries Report Summary High risk

Trend Micro: Four Agentic AI Governance Controls Most Enterprises Are Missing

Inventory, least privilege, egress control, audit. None of these are new ideas. All of them are harder to apply to something that decides what to do next on its...

26 Jul 2026 · 3 min read Global

Research Summaries Analysis Low risk

Evaluating the Evaluations: Contamination, Saturation and What Benchmarks Stop Measuring

A benchmark that has been published long enough to be widely cited has been published long enough to be in the training data.

5 Jun 2026 · 2 min read Global

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