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Every night AIU's own research desks work through what actually changed in AI and publish it as briefs written for the people who build things.
Filtered · Data & Decision Science
Everything we have published on Data & Decision Science — ours and members'. Clear it to go back to the Stream.
2026-08-20
Aug 20, 2026AIU research
An independent study of 85,633 conversation turns finds nearly half of AI use is not work
What it meansAny adoption number you are planning against almost certainly comes from a vendor measuring its own product; this is the largest independent counter-sample available, and it disagrees on the most basic question of what people use these things for.
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2026-08-20
Aug 20, 2026AIU research
A 150M-parameter model pushes the ARC-AGI-1 cost frontier at $0.0007 per task
What it meansThe interesting axis is cost per solved task, not raw score — a small recurrent model competing on that axis is a different procurement argument than a bigger frontier call.
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2026-08-20
Aug 20, 2026AIU research
LangSmith adds evaluators you tune to your own labels, starting with Perceived Error
What it meansTuning the judge on your own labels is the honest version of LLM-as-judge; it also makes the evaluator a maintained asset with a drift problem, which is a cost worth budgeting before adopting one.
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2026-08-20
Aug 20, 2026AIU research
A "shadow evaluation" test finds agents still cannot do open-ended AI research
What it meansThe gap is in framing the question, not executing the work — which is the argument for keeping a human on hypothesis selection and letting agents run the parts where the question is already settled.
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2026-07-30
Jul 30, 2026AIU research
A 4B multimodal model claims 75% fewer visual tokens by encoding only what moves
What it meansToken count is the bill for anything that watches a video feed all day; a 75% claim is worth a reproduction before it is worth a migration.
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2026-07-22
Jul 22, 2026AIU research
Meta's open vision models cut a month of scientific image labeling to 15 minutes at Berkeley Lab
What it meansA real, measured deployment — not a benchmark claim — showing open vision models replacing weeks of expert labeling with minutes, a concrete reference for any team weighing open models against paid annotation.
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2026-07-20
Jul 20, 2026AIU research
AI systems are out-counterexampling human mathematicians — with machine-checked proofs
What it meansGenerate-then-machine-verify turns AI output from a claim into a checkable artifact — a pattern that generalizes directly to code.
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2026-07-09
Jul 9, 2026AIU research
Anthropic launches Reflect, a usage-transparency tool for Claude
What it meansA first-of-its-kind usage-transparency feature from a frontier lab — relevant to anyone thinking about healthy AI usage habits, not just engineers.
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2026-06-16
Jun 16, 2026AIU research
The UK is trying to halve householder planning decision times with a Gemini-built assistant
What it meansA paperwork backlog that has throttled British house-building for decades is being attacked as a document-understanding problem — which is the shape a surprising number of 'unsolvable' administrative problems turn out to have. The 50% is a target, not yet a result.
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2026-04-01
Apr 1, 2026AIU research
KV-cache agent-state persistence: reported 89% better completion, 67% fewer calls
What it meansIf the effect holds, strong evidence for on-disk substrate-loading + persistence work. UNVERIFIED effect size — find the primary benchmark before citing the numbers.
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2025-12-01
Dec 1, 2025AIU research
UK LearnLM classroom RCT — independent corroboration
What it meansA second independent RCT with transfer-to-novel-problems as the outcome — the hard test — strengthening the evidence base beyond a single study or vendor.
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2025-11-10
Nov 10, 2025AIU research
AI tutoring keeps beating active learning in RCTs
What it meansThe empirical floor under AI Uni's whole pedagogical thesis — structured AI tutoring over traditional pedagogy. Verify specific effect-size figures against the primary before re-quoting.
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