Melanie Mitchell

@melaniemitchell.bsky.social

Professor, Santa Fe Institute. Research on AI, cognitive science, and complex systems. Website: https://melaniemitchell.me Substack: https://aiguide.substack.com/

I recommend this article about AI reasoning, where the author lets us in on his struggles w/ AI cognitive dissonance. Plus some priceless quotes from @rao2z.bsky.social. (My recommendation has *nothing* to do with the fact that I'm quoted in it too 😇) www.quantamagazine.org/is-ai-reason...

Is AI Reasoning Right for the Wrong Reasons? | Quanta Magazine

The idea that artificial intelligence can “reason” is more intuitive than ever. But intuitions can be wrong, and the science is far from settled.

quantamagazine.org

Just discovered this Irish TV documentary about the Bothy Band, an incredible traditional Irish music group that I listened to avidly in the 1980s, and who reunited (maybe for this documentary)? Anyway, if you love this kind of music, it's 90 minutes of pure pleasure. www.tg4.ie/ga/player/ca...,

An Bothy Band | Seinnteoir | Irish Television Channel, Súil Eile

Tá The Bothy Band, an banna ceoil thraidisiúnta is iomráití in Éirinn, ar ais in éineacht do chlár faisnéise speisialta. I 1974 a tháinig an banna ar an bhfód agus cé nach raibh siad baileach cúig bli...

tg4.ie

“If a machine can defeat the best of our species at chess, ‘a domain that humans have viewed as sacrosanct, something that is quintessentially possessed by human intelligence,’ then what human endeavor is safe?” -- Washington Post, 1997

Do LLMs *understand* language? Do educational AI agents *understand* the material they teach (or their students)? Claims about what AI systems do or don't understand are pervasive, but assessing them requires an account of MACHINE UNDERSTANDING

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"Science is not simply a sequence of tasks that can be optimized....The scientific system thrives on inefficiency: redundant efforts, failed attempts, and divergent paths. These are not costs to be eliminated but sources of discovery." Excellent essay! ⬇️ www.science.org/doi/10.1126/...

Progression without progress

Progress in the use of artificial intelligence (AI) to advance scientific discovery has made it increasingly realistic to envision automated “end-to-end science” (ETES) systems: integrated pipelines t...

science.org

Excellent analysis of how to think about AI as a social technology (rather than as an individual intelligent agent)

Henry Farrell@himself.bsky.social · 3mo ago

knightcolumbia.org/content/ai-a... Now up at @knightcolumbia.org - Cosma Shalizi and myself on "AI as Social Technology." It says that AI models are really a technology of social mediation that allow humans to connect with thoughts of other humans. Short-ish thread with major points follows.

Excellent thread "We risk all of science if we rush to build 'AI Scientists' before we understand the value of human science." ⬇️

M.J. Crockett@mjcrockett.bsky.social · 3mo ago

Last weekend I received the Troland Research Award from the @nationalacademies.org. I’m so grateful to the communities who made this work possible. It's strange to receive this award at a time when much of the work being recognized is not eligible for federal funding. My remarks 👇 and a 🧵>>

As part of SFI’s broader Nature of Intelligence project, a recent working group explored AGI, or artificial general intelligence, from the perspective of cognitive science, asking how current definitions of AGI overlap with how researchers understand natural intelligence.

Looking at AGI through the lens of natural intelligence

Human intelligence involves many dimensions: we interact socially, learn quickly from other people, and determine how tasks fit together, as well as physically interact with and intervene in the real ...

santafe.edu