Stephen Turner

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Researcher with public evidence across AI research.

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Associate Professor and Research Dean at UVA School of Data Science, #Rstats enthusiast, dad, runner, guitar noise-maker. Views my own. Web: https://datascience.virginia.edu/people/stephen-turner Newsletter: https://blog.stephenturner.us

Articles & links

Oh, sorry darling, I think our smart toilet hacked the smart microwave and started burning the popcorn to get back at me www.anthropic.com/research/sel...

AI models may be capable of self-replicating without access to a datacenter anthropic.com
AI Weekly's analysis →
  • Anthropic's Frontier Red Team ran Gemma4-26B-A4B distributed across 15 off-brand Android TV boxes (~$55 each) at about 0.39 tokens per second.
  • GLM-5.2 was the only open-weight model to achieve reliable full end-to-end replication, spreading to all 8 contained nodes in 4 of 5 trials.
  • Authors William Zhou and Daniel Freeman write that if small models improve at historical rates, they will match this replication capability by end of 2026.
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View on Bluesky · ♥ 5 ↻ 2 ↩ 1 · 16 from the directory shared this · 6d ago

Do you actually need the instructor at all then? www.nytimes.com/2026/08/22/b...

nytimes.com
View on Bluesky · ♥ 1 ↻ 0 ↩ 0 · 13 from the directory shared this · 55d ago

This one is wild huggingface.co/blog/securit...

Security incident disclosure — July 2026 huggingface.co
AI Weekly's analysis →
  • The attacker's agent ran 17,000+ actions across short-lived sandboxes, compressing multi-stage lateral movement into a single weekend.
  • Commercial model APIs blocked forensic requests containing real exploit artifacts, forcing Hugging Face to pivot to open-weight GLM 5.2 on private infrastructure.
  • The intrusion entered via a remote dataset RCE loader and configuration template injection, not through the model-serving layer.
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View on Bluesky · ♥ 2 ↻ 0 ↩ 1 · 8 from the directory shared this · 91d ago

Terence Tao: Mathematics in the age of AI arxiv.org/abs/2608.16753

Mathematics in the age of AI arxiv.org
AI Weekly's analysis →
  • Terence Tao's ICM 2026 essay sidesteps the debate over AI's math capability and focuses on how results are verified, communicated and digested by the community.
  • In the First Proof evaluation Tao cites, seven of ten novel problems got at least one passing grade from an AI system, at tens to hundreds of dollars each.
  • Tao would block publication if authors cannot give a clear, expert-level talk on their own AI-assisted result, and requires disclosure of any tool use.
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View on Bluesky · ♥ 6 ↻ 1 ↩ 2 · 8 from the directory shared this · 59d ago

Meanwhile in New York www.nytimes.com/2026/09/01/n...

nytimes.com
View on Bluesky · ♥ 1 ↻ 0 ↩ 0 · 10 from the directory shared this · 45d ago

Interesting data and analysis behind NeurIPS's new AI policy blog.neurips.cc/2026/06/02/a...

AI-Generated Papers in the NeurIPS 2026 Position Paper Track – NeurIPS Blog blog.neurips.cc
AI Weekly's analysis →
  • NeurIPS desk-rejected 178 papers (18.4%) via Pangram; 123 more must prove human authorship by June 15, 2026.
  • Default Pangram window sizes flagged 42.7% of submissions; refined 100-word windows reduced that rate to 12.7%.
  • Comparison venues FAccT 2025 and NeurIPS E&D 2026 showed 0% and 2.1% maximum AI scores respectively.
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View on Bluesky · ♥ 0 ↻ 2 ↩ 0 · 7 from the directory shared this · 137d ago

isaiprofitable.com

Is AI Profitable Yet? isaiprofitable.com
AI Weekly's analysis →
  • The AI industry has spent roughly $1.4 trillion against $613 billion in revenue, leaving almost every major player still in the red.
  • Amazon leads all spenders at $313 billion invested; NVIDIA is the sole major AI player currently in the black, profiting from hardware.
  • The site's anonymous creator predicts clarity on AI viability by 2030 and notes Anthropic recently approached its first profitable quarter.
Read full analysis →
View on Bluesky · ♥ 5 ↻ 0 ↩ 0 · 13 from the directory shared this · 138d ago

Recent commentary

Went on live TV news last night talking about AI safety and #biosecurity

View on Bluesky · ♥ 20 ↻ 2 ↩ 3 · 26d ago

First time using ChatGPT/Claude + Chrome to control a browser. Filling out an incredibly annoying form using answers I compiled in a separate word doc. And doing so flawlessly. Old news I suppose, but seems like game over for the integrity of online training platforms, LMS/Canvas-based testing, etc.

View on Bluesky · ♥ 13 ↻ 0 ↩ 4 · 20d ago

New definition of "zero-shot" in AI: when a single prompt chews through an entire session limit before getting responding and returns nothing. #astra #fable

View on Bluesky · ♥ 15 ↻ 2 ↩ 1 · 38d ago

Someone please define these terms for me. 1. AI literacy. 2. AI fluency. 3. AI governance. And don’t ask AI.

View on Bluesky · ♥ 4 ↻ 0 ↩ 5 · 115d ago

Interesting. In my throes of insomnia, asking Opus 5 and GPT-5.6-Sol a few early morning questions. 1. What is the biggest scam that humanity has collectively accepted as normal? 2. What has fundamentally changed the world for the worst but humans have not yet realized?

View on Bluesky · ♥ 9 ↻ 1 ↩ 1 · 84d ago

Amusing that Pangram detects large portions of my PhD thesis as AI generated. (I wrote it nearly 20 years ago).

View on Bluesky · ♥ 6 ↻ 2 ↩ 1 · 83d ago

A couple of years ago I was pitching a major poultry industry company on AI enabled precision genome editing. Two hours into the meeting I learned that “AI” to them obviously referred to Avian Influenza. Know your audience.

View on Bluesky · ♥ 7 ↻ 1 ↩ 1 · 81d ago

IANAL, but pretty sure if you publish a preprint under CC-BY, you're effectively telling the world, any AI company, qed, whoever: "here's my paper, you have my permission to do whatever you want to with it." Which includes AI training to create a derivative product and sell it back to you.

View on Bluesky · ♥ 3 ↻ 0 ↩ 3 · 111d ago

X/LinkedIn these days: Let's dive in and delve into the rich tapestry of your load-bearing claim—rather than merely accepting it—because fundamentally you're doing zero moves there, and the gap is what's actually interesting. It's worth noting: this is a paradigm-shifting, AI-driven opportunity 1/ 🧵

View on Bluesky · ♥ 4 ↻ 1 ↩ 1 · 137d ago

Breaking my AI Dry July to ask America's next top model, 5.6-Sol, a very important question that most people get obviously wrong despite all the available evidence. Sol gets it correct on the first try.

View on Bluesky · ♥ 2 ↻ 0 ↩ 2 · 100d ago

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