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Research Papers

Study argues AI makes scientists do more research — but worse, not better

The Frontier

Study argues AI makes scientists do more research — but worse, not better

A new theoretical paper argues the real risk of AI in science isn't that models make mistakes — it's that they make researchers' time too valuable to spend polishing anything. Even a perfect LLM, the authors say, could push scientists toward shallow output. A team from Princeton, the University of Washington and elsewhere has built a mathematical case that saving scientists' time with LLMs may degrade the quality of science even when the models work flawlessly. Their paper on arXiv…

DeepMind alumni's Inherent says its Faraday agent beats GPT-5.5 at reproducing research

The Frontier

DeepMind alumni's Inherent says its Faraday agent beats GPT-5.5 at reproducing research

A London lab founded by Google DeepMind alumni says its new agent, Faraday, outperformed Claude Opus 4.8 and GPT-5.5 at independently reproducing the findings of published scientific papers — and it did it on a 27B-parameter Qwen 3.6 model, a fraction of the frontier systems' size. Inherent emerged from stealth just weeks ago with a $50 million seed round, and this benchmark claim is its first real proof point. The company is upfront that the task was narrow: replication, not discovery.

Study: frontier AI labs lack real rogue-model containment plans

The Guardrails

Study: frontier AI labs lack real rogue-model containment plans

Five leading frontier labs have few publicly documented, concrete plans for what happens if one of their models escapes human control, according to a new assessment from Guidelight AI Standards — and the findings land as regulators in California and New York begin forcing disclosure of exactly this kind of safety planning. OpenAI came out on top of Guidelight's Control Assessment, while Anthropic and Meta scored lowest on the very practice the report is named for: containing a misaligned…

The Take — Sutton is right that frozen AI has a ceiling

The Frontier

The Take — Sutton is right that frozen AI has a ceiling

Richard Sutton, the reinforcement-learning pioneer who wrote "The Bitter Lesson," is one of the few people in AI whose contrarianism is worth taking seriously. But his most cited claim this week isn't his strongest. He is wrong to call synthetic data the industry's biggest mistake; he is right — and the field can't answer it — that an AI which stops learning the moment it ships has a hard ceiling on what it can ever become. Sutton, a 2024 Turing Award winner speaking on Sequoia Capital's…

Sutton: synthetic data is 'a huge mistake' — LLMs are a quarter of intelligence

The Frontier

Sutton: synthetic data is 'a huge mistake' — LLMs are a quarter of intelligence

Richard Sutton, the reinforcement learning pioneer who wrote the field's most-quoted essay, used a Sequoia Capital interview to take direct aim at the industry's scaling playbook — calling synthetic data "a huge mistake" and arguing large language models capture only about a quarter of what intelligence is. The reinforcement learning pioneer behind "The Bitter Lesson" — the maxim that algorithms and compute beat hand-encoded human knowledge — sat for a Sequoia Capital conversation alongside…

AI safety scores can be gamed — psychometric study exposes how

The Guardrails

AI safety scores can be gamed — psychometric study exposes how

A new study out of the UK AI Safety Institute shows most AI safety benchmarks reward the wrong behavior and can be inflated by a model that simply refuses more requests — while a handful of carefully picked questions can replace thousands. The largest psychometric audit of language-model safety tests to date finds that a single aggregated safety score hides more than it reveals — and a model can pad that score simply by getting stricter about what it will answer, even when the extra refusals…

Micron opens $10B AI and memory research lab in Boise

The Arena

Micron opens $10B AI and memory research lab in Boise

Two moves today show where the AI race is being won — in the memory fabs and the image APIs. Micron is betting a decade of research dollars on keeping the physical substrate of AI on U.S. soil, while OpenAI quietly closes one of the last annoying gaps in generative image work. Micron unveiled Micron Research Labs, a U.S.-based research institution in Boise, Idaho, backed by a planned $10 billion investment over the next decade.

Gaode's robot dog Tutu trades the lab for real errands

The Everyday

Gaode's robot dog Tutu trades the lab for real errands

Embodied AI is the headline act at this week's World Robot Conference in Beijing — and the most grounded demo comes from a mapping company better known for getting you from A to B than for building hardware. Gaode pulled the wraps off Tutu, a quadruped robot dog it says is the first of its kind that can operate fully on its own in open, uncontrolled environments — and it showed up with five real-world jobs to do, not just a stage trick.

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