The archive

1,158 AI reports, with their evidence attached

Every report published by The Impact of AI between June and November 2026 — each one carrying its primary source, its stated limits and what it means for people.

Technology

Can a cheaper AI API relay change what you get—or what you pay for? A 20-service audit found warning signs, not proof of fraud

Researchers saw answer-pattern differences, unexpected tool calls and five services reporting thousands more input tokens than the official APIs for identical requests. But the non-random, two-round audit could not see which models or wrappers ran behind each relay, and its price-group comparison did not reach conventional statistical significance.

7 Nov 2026

Science & Research

Can AI agents read routine wet-lab evidence? A 100-task benchmark left Astra short of full credit

OpenAI's GPT-6 Astra earned 66.7% of available credit at xhigh effort across gels, microscopy, sequencing and other raw evidence, versus 43.8% for GPT-5.6 Sol. The company benchmark shows progress, but its own examples still include wrong controls, reversed interpretations and inaccurate colony counts.

7 Nov 2026

Climate & Energy

Can AI forecast a city’s power demand from ten annual observations? Tiny reported errors rest on a two-year test

A peer-reviewed study forecasts electricity demand in Adigrat, Ethiopia, through 2035 with a PSO-optimised neural model. Its total-load error was reported as 0.027%, but the model learned from eight annual observations and was tested on only two.

7 Nov 2026

Science & Research

Can AI formalize mathematics without humans reading every proof? AutoIP shifts the review burden to statements

An unreviewed three-country project used Claude agents to build a 35,562-line Lean library for inverse-problem theory. Lean checked every proof, while deterministic tests exposed one textbook theorem whose hypothesis was far narrower than it appeared—but fewer than half the stated theorems had direct author review.

7 Nov 2026

Health & Life Sciences

Can AI models answer infectious-disease pharmacy exams? Five scored near 90%—but images and harder reasoning exposed gaps

A peer-reviewed comparison gave five commercial language models the same 227 questions from one US Doctor of Pharmacy course. Overall scores clustered between 89.4% and 91.2%, while image questions and the highest Bloom category were materially weaker.

7 Nov 2026

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