Ben Williamson

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Researcher with public evidence across AI business, AI research, Culture, work & education.

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Researching data, tech, futures, and biological sciences in education | Senior Lecturer and co-director at the Centre for Research in Digital Education | University of Edinburgh | Editor of Learning, Media and Technology @lmt-journal.bsky.social

Articles & links

"Certainly, AI teaching will be cheaper than teaching assistants. But we know that the second it becomes possible for an institution to achieve an end cheaply – even if it’s far worse – there is immense pressure from above to do so." www.theguardian.com/books/ng-int...

‘I hate what AI is doing to the minds and happiness of the young’: Katherine Rundell on the view from the classroom theguardian.com
AI Weekly's analysis
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View on Bluesky · ♥ 21 ↻ 2 ↩ 0 · 13 from the directory shared this · 31d ago
Ben Williamson reposted
Hypervisible @hypervisible.blacksky.app

“Writing builds our working memory, executive planning skills and metacognition — the ability to think about our thinking, weigh alternate viewpoints and revise for clarity and style. It takes decades to develop writing skills, from toddlerhood into adulthood.”

nytimes.com View on Bluesky →

One good thing to say about this is STS researchers are going to have a blast doing ethnographies of its enactment. "Claude Science brings ... fragmented tools into a single research environment where scientists can conduct all stages of their work." www.anthropic.com/news/cla…

Claude Science, an AI workbench for scientists anthropic.com
View on Bluesky · ♥ 3 ↻ 0 ↩ 0 · 6 from the directory shared this · 70d ago

"LLMs not only alter the voice and tone of human writing but also consistently alter the intended meaning" - seems especially bad for academic work arxiv.org/abs/2603.18161

How LLMs Distort Our Written Language arxiv.org
AI Weekly's analysis
  • Heavy LLM users produced nearly 70% more essays that stayed neutral on the topic question, and reported the writing felt less creative and not their own.
  • Even when asked only to fix grammar in 2021 human-written essays, LLMs significantly altered the semantic meaning of the text.
  • About 21% of peer reviews at a recent top AI conference were AI-generated, and those reviews scored papers a full point higher on average.
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View on Bluesky · ♥ 9 ↻ 2 ↩ 1 · 4 from the directory shared this · 3d ago
Ben Williamson reposted
@jeffgreene.bsky.social

This is ridiculous. “Google’s A.I. changes illustrate a longstanding power dynamic between consumer tech giants and the U.S. public education system. Tech companies regularly turn on new education product features for students…” (1/3)

nytimes.com View on Bluesky →
Ben Williamson reposted
Hypervisible @hypervisible.blacksky.app

“Teaching educators about AI is a ‘moral imperative’, said Randi Weingarten, the AFT president.” “And without outside funding, it was a choice between taking big tech’s money or doing nothing, she said.”

Teachers need help with AI. A union is offering training – with $23m in funding from big tech theguardian.com
AI Weekly's analysis
  • The AFT's National Academy for AI Instruction is backed by $23 million: $12.5m from Microsoft over five years, $10m from OpenAI, and $500,000 from Anthropic in year one.
  • The academy aims to reach roughly 400,000 K-12 educators by 2030, about one in ten US teachers, starting with New York City this fall.
  • AFT president Randi Weingarten frames the goal as putting teachers 'in the driver's seat' with 'commonsense guardrails' on classroom AI.
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Ben Williamson reposted
@kjhealy.co

Today’s gadget, with a nice dose of ordinalization. intheweights.com

IN THE WEIGHTS intheweights.com
AI Weekly's analysis
  • Joey Flynn and Thomas Dimson, both former OpenAI employees, built the site, which launched in June 2026.
  • The tool queries models including GPT-5.5, Claude Opus 4.8, Gemini, Grok, and Llama, scoring recognition up to a maximum of 996.
  • Appearing in a 1-billion-parameter model like Meta's Llama signals especially high relevance, because smaller models compress knowledge more aggressively.
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Ben Williamson reposted
@theverge.com

AI research papers are getting better, and it’s a big problem for scientists

AI-generated research papers are overwhelming peer review | The Verge theverge.com
AI Weekly's analysis
  • AI-generated academic papers now regularly pass journal peer review, evading both human reviewers and automated AI-detection tools.
  • Scientists identify mandatory data-sharing and reproducibility checks as the only remaining procedural safeguards capable of catching AI-fabricated research.
  • The crisis extends beyond arXiv's hallucinated-citation problem to affect broad peer-reviewed publishing across multiple scientific disciplines.
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MOOCs may have been so 2012, but the long-game data monetization plan to train AI looks like it was there all along. "Ng says some large companies launch products for the payout of data, not revenue, and then later monetize it through a different product" www.gsb.stanford.edu/…

Andrew Ng: Why AI Is the New Electricity gsb.stanford.edu
View on Bluesky · ♥ 34 ↻ 10 ↩ 1 · 2 from the directory shared this · 33d ago

Recent commentary

The anatomy of an AI-supported academic article is becoming more apparent. I desk reviewed ~70 manuscripts this week for our journal. Reckon 20ish had significant AI assistance. On top of hundreds of others recently I'm starting to see patterns. Are other editors are seeing the same or similar? 1/

View on Bluesky · ♥ 928 ↻ 420 ↩ 26 · 52d ago

What's most upsetting me as a journal editor is that many papers we receive where AI use is disclosed for editing and language refinement actually appear to have been ruined rather than improved by AI. We get what seem like promising underpinning studies, but totally obscured by over-complex text.

View on Bluesky · ♥ 521 ↻ 116 ↩ 8 · 22d ago

AI-assisted text is deadly for academic journal editors and reviewers. I'm detecting a lot more of it recently as an editor. It's still there in the "Frankencitations" and those little linguistic "tells" like "AI is not the cause. It's the symptom of an underlying reality." But it's more, too. 1/

View on Bluesky · ♥ 228 ↻ 61 ↩ 8 · 88d ago

The evidence about AI in education remains terrible as a basis for policy or practice. As schools in some places come back from summer next week (oh Scotland it's too early), here's a wee roundup on just how truly woefully AIED research has stood up and why educators shouldn't call on it 1/

View on Bluesky · ♥ 137 ↻ 53 ↩ 3 · 32d ago

Good god the really tepid pauses on AI in primary schools in NY and LA have wound up the LinkedInerati so badly they're already dropping a million Claude-written complaints and counter-proposals. Small children do not have to be your tech test subjects, guys. Get. A. Grip.

View on Bluesky · ♥ 74 ↻ 29 ↩ 1 · 3d ago

Wee bit of advice for anyone writing up research about AI in education. Journals like the one I edit are drowning in it. Reviewers aren't accepting invitations. Most manuscripts offer *nothing* new. Yes it's a big current topic BUT it's not inevitably important as a research subject...

View on Bluesky · ♥ 48 ↻ 19 ↩ 2 · 101d ago

I do think access to LLMs has sent some academic writers a bit doolally. At our journal I desk rejected a paper recently because it was just *impossible* to read. There seemed to be an underpinning study hiding in it, but I reckoned the (disclosed) use of AI for "editing only" wrecked it...

View on Bluesky · ♥ 47 ↻ 14 ↩ 1 · 3d ago

AI is a huge problem for education policymakers. There's no good evidence to go by, all countries feel like they must act on it, and it's a source of huge uncertainty. From a research perspective, we're just getting a view of how different national policy centres are dealing with AI.

View on Bluesky · ♥ 36 ↻ 13 ↩ 2 · 11d ago

Maybe if they had actually read what my work says about education, data and the edtech industry, instead of relying on some kind of AI summary of it, they would recognize that I - as an academic "who lives in the literature" - am about the last person to want to convert it into autosummary podcasts

View on Bluesky · ♥ 27 ↻ 4 ↩ 5 · 88d ago

Super intriguing that my university's head of tech today asked AI users to use Qwen running on institutional infrastructure instead of commercial LLMs ChatGPT, Claude or Gemini that "incur token based charges" in order to "significantly save money." US big tech LLMs getting too pricy for HE now?

View on Bluesky · ♥ 20 ↻ 7 ↩ 1 · 35d ago

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