Martin Wattenberg
Martin Wattenberg
@wattenberg.bsky.social
Human/AI interaction. ML interpretability. Visualization as design, science, art. Research scientist at Google DeepMind.
8.1K followers1.2K following425 posts
Play a game of Go against an old-fashioned AI, and watch as it thinks! The curves visualize spheres of influence for each potential future position it considers. Try it at www.bewitched.com/go
Play a game of Go against an old-fashioned AI, and watch as it thinks! The curves visualize spheres of influence for each potential future position it considers. Try it at www.bewitched.com/go
This is the latest in a series of transparent game AIs created with Marek Walczak. The earlier pieces focused on chess. You can see some of these at www.bewitched.com/chess/ or at MoMA through mid-2027: www.moma.org/calendar/exh...
If you like this kind of thing, there's more at www.instagram.com/martin.images/
btw, I've started an art-only account: www.instagram.com/martin.images/ I'm posting work that's new, as well as old images and some projects that are "restored" (ported from ancient Java). If you're on Instagram, see you there!
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This pattern often noticed for cars seems to hold also for furniture... from: europeancorrespondent.com/en/r/how-col...
Martin Wattenberg reposted
Martin Wattenberg reposted
The topic for this article literally came to me in a dream. And honestly, I think my unconscious was onto something. bit.ly/NameSpread
This is such a fantastic paper! We need more of this kind of empirical work on what people really do with AI. The idea of the "solipsistic reader-writer" seems important. Also, the paper is so well-written!
Excited to share this. @neel2112.bsky.social, @mariaa.bsky.social, and I analyzed 500K anonymous ChatGPT convos (shared w/ consent from WildChat) to see if people were generating fiction. We found tons of stories, fanfiction & erotica. Many users iterated on the same stories for days and weeks.
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What an amazing way to visualize early human migration. Lovely map by @HarvardCGA. A great colour scheme and an appropriate map projection! Source: buff.ly/3lbxonJ
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This is @garrykasparov.bsky.social versus Deep Blue (game 2). Explore and interact with other games here: moebio.com/chess/ (including fast Hikaru versus Magnus, longest, shortest and oldest games ever!)
Martin Wattenberg reposted
Martin Wattenberg reposted
AI is often thought of as a black box -- no way to know what's going on inside. That's changing in eye-opening ways. Researchers are finding "beliefs" models are forming as they converse, and how those beliefs correlate to what the models say and how they say it. www.theatlantic.com/technology/a...
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The interactive NameGrapher is updated with 2024 baby name popularity stats! Come explore--and marvel that Oliver and Olivia have converged namerology.com/baby-name-gr...
An incredibly rich, detailed view of neural net internals! There are so many insights in these papers. And the visualizations of "addition circuit" features are just plain cool!
Can we understand the mechanisms of a frontier AI model? 📝 Blog post: www.anthropic.com/research/tra... 🧪 "Biology" paper: transformer-circuits.pub/2025/attribu... ⚙️ Methods paper: transformer-circuits.pub/2025/attribu... Featuring basic multi-step reasoning, planning, introspection and more!
The wind map at hint.fm/wind/ has been running since 2012, relying on weather data from NOAA. We added a notice like this today. Thanks to @cambecc.bsky.social for the inspiration.
All websites that depend on NOAA data should display something like this. earth.nullschool.net
You can see the model go down the wrong path, "realize" it's not right, then find the correct answer! To see more visualizations, or if you have related ideas, join the discussion here! github.com/ARBORproject... (vis by @yidachen.bsky.social in conversation with @diatkinson.bsky.social )
Great thread describing the new ARBOR open interpretability project, which has some fascinating projects already. Take a look!
ARBOR aims to accelerate the internal investigation of the new class of AI "reasoning" models. See the ARBOR discussion board for a thread for each project underway. github.com/ArborProjec...
Today we're launching a multi-lab open collaboration, the ARBOR project, to accelerate AI interpretability research for reasoning models. Please join us! github.com/ARBORproject... (ARBOR = Analysis of Reasoning Behavior through Open Research)
Take a look at some initial research projects, and see if there's one you'd like to work on: github.com/ARBORproject... Or propose your own idea! There are many ways to contribute, and we welcome all of them.
Out: rectangular maps of the globe In: rectangular maps of butterfly wings!
In 1897, Alfred G. Mayer created his butterfly wing projections, an attempt to gain new insights into natural patterns and laws. Vertical blocks denote individual wings, distorted and stretched mathematically to fill a tidy rectangular space. More here: publicdomainreview.org/collection/m...
Martin Wattenberg reposted
Martin Wattenberg reposted
If you're the kind of person who likes thinking about the sky (and I am!) this is a wonderful visualization to explore. So many patterns, each with its own story.
For the 4th year in a row, my all-sky camera has been taking an image of the sky above the Netherlands every 15 seconds. Combining these images reveal the length of the night changing throughout the year, the passage of clouds and the motion of the Moon and the Sun through the sky. #astrophotography