Stephen Turner

Why they matter

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

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.
Read full analysis →
View on Bluesky · ♥ 0 ↻ 2 ↩ 0 · 7 from the directory shared this · 76d 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 · 7 from the directory shared this · 29d 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.
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View on Bluesky · ♥ 5 ↻ 0 ↩ 0 · 11 from the directory shared this · 76d ago

Go read the NYT and Science articles, but I'd recommend reading the actual report in full, not just the AI summaries / news coverage. There are some very reasonable arguments in this report we need to contend with as a scientific community, not just orange-man-bad-report-is-no…

Trump’s Plan for Science: More Money for A.I., Less for Universities nytimes.com
AI Weekly's analysis
  • The White House's July 21 report 'Science: A New Golden Age' reshapes a roughly $200 billion federal R&D budget, steering money away from universities.
  • OSTP director Michael Kratsios and OMB director Russell Vought want portable 'golden ticket' awards that follow individual scientists, not their institutions.
  • A companion Genesis Mission commitment adds more than $5 billion for AI-driven research across 15-plus agencies, from drug discovery to grid modernization.
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View on Bluesky · ♥ 0 ↻ 0 ↩ 1 · 7 from the directory shared this · 24d ago

support.claude.com/en/articles/... Acknowledged limitations: content touched at any point by Claude could pop a positive. Content that returns negative could still be Claude-generated. Fully human written text may be marked as Claude-generated. 🤷‍♂️

How Claude marks AI-generated content | Claude Help Center support.claude.com
AI Weekly's analysis
  • Anthropic has committed to the EU AI Act's Article 50(2) Code of Practice on Transparency of AI-Generated Content, per its Claude support docs.
  • Claude models released on or after August 2, 2026 support machine-readable marking at launch; earlier models are still being retrofitted.
  • Text gets an imperceptible watermark; .svg, .png, and .jpg outputs get signed C2PA provenance metadata, but Anthropic says detection is not conclusive.
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View on Bluesky · ♥ 7 ↻ 2 ↩ 1 · 6 from the directory shared this · 6d ago

Recent commentary

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 · 53d 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 · 23d 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 · 21d 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 · 20d 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 · 50d 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 · 75d 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 · 39d ago

I just reviewed a job application where the applicant provided a Google Drive link to a 5 minute video recording of herself talking about her background, research, why she's interested in the position. In this era of post-a-job-get-1000s-of-AI-applicants, this is a **great** way to stand out.

View on Bluesky · ♥ 3 ↻ 0 ↩ 1 · 7d ago

I'd like to see the Claude/ChatGPT histories of all these folks booing commencement speakers off stage 🤔

View on Bluesky · ♥ 3 ↻ 0 ↩ 0 · 87d ago

Ironic and amusing that ElevenReader and NYT Audio and the like *always* mispronounce “AI”.

View on Bluesky · ♥ 1 ↻ 0 ↩ 0 · 28d ago

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