XY Han @XYHan_
Incoming Assistant Professor @ChicagoBooth | Postdoc @Stanford | Papers: “Neural Collapse in Deep Nets” & “Survey Descent: Nonsmooth Gen. of GD” xyhan.me Stanford, CA Joined November 2011-
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"No. But I can lose. Again. And again. And again. And again, forever." - Dr Strange
China now has its own Sora, named 'Vidu'. It generates 16-second clips in 1080p. Vidu can also generate still images or 3D models. The team is composed of former Tencent, Alibaba, and Byte employees. Their architecture is called 'U-ViT' - Universal Vision Transformer."
In the executive MBA class I taught today, a student said something very useful to understand about AI: They said you have to approach working with GPT-4 as a manager, and if doesn't do something right, you need to provide more direction, rules, or instructions. That often helps
Princeton University #AI is recruiting Postdoc Fellows in AI for Accelerating Invention! Join us if you want to advance generative AI, RL and AI applications in engineering and science! Apply here today: puwebp.princeton.edu/AcadHire/apply… @ryan_p_adams @jrexnet @EPrinceton @Princeton…
Technology that animates paintings with artificial intelligence at the Dubai art museum.
Me in Ithaca in 1984 or 85. (In Ithaca, snow doesn't narrow down the month as much as you might hope.) The white thing is an egg. The photo was for my housemate Nancy's class project, which must have involved photographing people with eggs.
I also do a double take every time someone uses "inference time" to mean "test time". I really dislike this change in terminology, which overloads the historical and more sensible meanings of the word "inference". When and why did it happen?
I also do a double take every time someone uses "inference time" to mean "test time". I really dislike this change in terminology, which overloads the historical and more sensible meanings of the word "inference". When and why did it happen?
The type of creativity you can’t replace (yet?) with AI~ 👏
The type of creativity you can’t replace (yet?) with AI~ 👏
The greatest accomplishment of my statistics career has been winning this year’s @UCBStatistics T-shirt design competition with a @SFBART-inspired shirt designed w/ @aashen12! {stats nerds} ∩ {public transit nerds} ≠ ∅ 📉🚅
Postdoc @ShuangningLi will be leaving us in mid-June to start her new job as Assistant Professor of Econometrics and Statistics at University of Chicago Booth School of Business. Congratulations, Shuangning!!
The Cornell ORIE soccer team under the light of a full moon!
While we naturally understand that writing is a good way to share ideas with others, we under-appreciate how much good writing helps us think about an idea ourselves. Writing is not only a means of communication; it enables us to practice reasoning.
``Enhancing Generalization in Audio Deepfake Detection: A Neural Collapse based Sampling and Training Approach,'' Mohammed Yousif, Jonat John Mathew, Huzaifa Pallan, Agamjeet Singh Padda, Syed Daniyal Shah, Sara Adamski, Madhu Reddiboina, Arjun Pankajaks… ift.tt/OYXuLGw
Llama3 reminds everyone of the misconception about scaling laws again: it's not that a larger model is always better, but that a larger model is cheaper to train if you want to reach the same performance. Yes, this might be somewhat counter-intuitive, but this is one of the key…
To me at least, the future is not "all AI" or "human only" survey/social science research, but rather smart hybrids where the two parts complement each other
@karpathy @danielsateler1 I think some day, projects like PyTorch will make users pay only for the overhead they use. Lots of R&D needed to get there: compiler technology, type systems, various other things. Actually, LuaJIT was really cool in that aspect -- one of the most brilliant pieces of…
Want to learn about biblatex, a modern option for processing bibliography? We've got you! Check out this article on how to manage and format bibliographies in a LaTeX document. overleaf.com/learn/latex/Bi…
If anyone doesn’t know, the {ggdist} package is THE package for plotting distributions. It produces absolutely gorgeous figures of analytic or data distributions. Aside from {ggplot2}, this is probably the package I use the most for dataviz.
Congratulations to the Cornell faculty members who have been elected fellows of the @aaas, including ORIE Professor David Shmoys and ORIE Graduate Field Faculty member Martin Wells!
Congratulations to the Cornell faculty members who have been elected fellows of the @aaas, including ORIE Professor David Shmoys and ORIE Graduate Field Faculty member Martin Wells!
How Claude Shannon decided on the name "entropy" in information theory (image from the nice survey arxiv.org/abs/1405.1003):
Yi Ma @YiMaTweets
71K Followers 123 Following Chair Professor in AI, Director of IDS, Head of CS, HKU; Professor of EECS, Berkeley; Author of Book: High-Dim Data Analysis, https://t.co/gwaqMJp8av.
Jason Lee @jasondeanlee
10K Followers 3K Following Associate Professor at Princeton and Research Scientist at Google DeepMind. ML/AI Researcher working on foundations of LLMs and deep learning
Dimitris Papailiopoul.. @DimitrisPapail
11K Followers 976 Following prof @ wisconsin; thinking about transformers; learning in context; babas of Inez Lily
Zhimei Ren @RenZhimei
824 Followers 270 Following Assistant professor @Wharton stats. Former postdoc @UChicago & PhD from @Stanford.
AK @_akhaliq
310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80Gx
Dan Roy @roydanroy
45K Followers 2K Following ML / AI researcher, emphasis on theory. Research Director and Canada CIFAR AI Chair, @VectorInst Professor, @UofT (Statistics/CS)
Damek Davis @damekdavis
3K Followers 631 Following Optimization/ML Learning a little about lean https://t.co/cQ1yukSnEQ
Sam Power @sp_monte_carlo
17K Followers 7K Following Lecturer in Maths & Stats at Bristol. Interested in probabilistic + numerical computation, statistical modelling + inference. (he / him)
Yiping Lu @2prime_PKU
3K Followers 2K Following Kernel, ML for PDE, Robust learning,non-parametric stats/🌈/PKU👉Stanford👉NYU Courant👉Northwestern IEMS/ Previous Intern @RIKEN_AIP
Adam Elmachtoub @Adam235711
3K Followers 3K Following Associate Professor of Industrial Engineering and Operations Research @Columbia @CUSEAS @DataSciColumbia / @AmazonScience Visiting Academic
Qi Lei @Qi_Lei_
3K Followers 1K Following Assistant professor in Math and Data Science, NYU, Postdoc at Princeton ECE, PhD from UT Austin, interested in machine learning, deep learning and optimization
Prof. Anima Anandkuma.. @AnimaAnandkumar
25K Followers 2K Following Bren Professor @caltech, Fmr Sr Director of #AI research @nvidia, Fmr Principal Scientist @awscloud, AI+Science, PDE, Neural operators. Views my own.
Rob Nowak @rdnowak
2K Followers 439 Following Director of the Center for the Advancement of Progress
Stephen Bates @stats_stephen
3K Followers 292 Following Assistant Professor, MIT EECS. Developing rigorous stats & ML methods for data-driven science and reliable AI systems.
Ulugbek S. Kamilov @ukmlv
4K Followers 2K Following Visiting Prof at ENS Paris. Associate Prof of EE/CS at WashU. Ex Google, MERL, Stanford, MIT, CMU, EPFL. Tennis player. I don’t eat animals. Ўзбекча гапираман.
Shiqian Ma @ShiqianMa
1K Followers 1K Following associate professor@Rice University. PhD from Columbia IEOR. Work on optimization and machine learning.
Evan Patterson @ejpatters
1K Followers 356 Following Applied mathematician and software engineer. Research scientist @ToposInstitute
Jeremy Cohen @deepcohen
4K Followers 870 Following PhD student in machine learning at Carnegie Mellon. The goal of my research is to turn deep learning into a real engineering discipline.
Ben Grimmer @prof_grimmer
3K Followers 434 Following Assistant Professor @JohnsHopkinsAMS, Optimization, PhD @CornellORIE Mostly here to share pretty maths/3D prints, sometimes sharing my research
Mark Hommond @hommond63048
286 Followers 4K Following Vice Admiral Mark David Hammond, AO is a senior officer in the Royal Australian Navy, serving as the Chief of Navy since July 2022. He joined the RAN
Olivia Stukowski @oli_stukowsk
63 Followers 5K Following
Seessoosl @seessoosl51936
6 Followers 89 Following Love should make people gentle and brave, not make people feel aggrieved or compromised from time to time
KristinOnions @fR7735H5nEbo541
0 Followers 88 Following
Mengdi Wang @MengdiWang10
1K Followers 266 Following Princeton professor in AIML, optimization and data science. Program Chair @ICLR2023. Formerly @MIT @GoogleDeepmind @Tsinghua
胡萝卜 @2ez2qu
0 Followers 12 Following
Tanya Kimmet @TanyaK58343
19 Followers 752 Following
Tianjiao Ding @RickTDing
133 Followers 222 Following TJ (He/him/his). PhD @CIS_Penn. AI backed up by math. https://t.co/aiWSUTZ5J3
Peter Morales @PeterMoralesX
219 Followers 2K Following Founder of funded Stealth AI Startup. Interested in AI development at the edge? DM.
Haoxuan (Steve) Chen @SC96004870
255 Followers 778 Following Ph.D. student at @ICMEStanford; B.S. in Math (PMA) & Data Science (CMS) @Caltech'22; Applied and Computational Math/Statistics/Optimization
Sudie Carrera @SudieSudi
37 Followers 5K Following
Hang Asters @HangA34792
54 Followers 5K Following
Cataleya Swofford @CataleyaSw66612
105 Followers 5K Following
AI Papers Podcast @aipaperspodcast
921 Followers 2K Following A digestible daily update on the latest AI Research Papers. Brought to you by @pocketpodapp
Mary Liu @MaryLiu696588
0 Followers 67 Following
Hildegard Liscomb @HLiscomb80084
28 Followers 2K Following 🥕Hildegard - Biggest crypto casino presale👇
Karush Suri @karush_
432 Followers 795 Following Meta Learner @Theteamatx in @GoogleAI swimmer & comic fan Past @borealisai @eceuoft
Melvin Vanbuskirk @MelvinVanb2903
80 Followers 5K Following
di qi @diqitally
999 Followers 839 Following co-founder / ceo @lanterndb (yc w24). prev @ycombinator @princeton. https://t.co/drY6K9XZ1j
Tallulah Buttray @ButtrTallula
39 Followers 5K Following
Third world communist.. @TempAcctOfT
132 Followers 673 Following End the exploitation of women and girls in the global south!
Todd Kueny — e/acc @techgazetteco
4K Followers 6K Following Empowering worlds where AI enriches lives, solves complex problems, and inspires continuous learning.
Abdul-Aziz Carter @aziz_carter
2K Followers 5K Following Cornerstone leadership Academy Alumni & University of Dar es salaam & Sucessionist.
Charlotte Jarosz @jaro_charlott
34 Followers 2K Following 🫐Charlotte | 20 | Earn now with crypto presale👇🫐
Sasha Juliar @SJuliar85348
61 Followers 5K Following
Olimpia Privitera @o_privite
80 Followers 5K Following
Yuyang Deng @yuyang10809762
105 Followers 203 Following PhD student @PennState University. Optimization, Learning Theory, distributed algorithms.
coipdfty @coipdfty
5K Followers 6K Following A stylish choice that understands the depth of men, who is it? The COIPDFTY men's belt! The icon embodies ancient willpower!
Sam Coward @samcoward
387 Followers 1K Following Father, husband, subpar musician. Platform Engineering @VMWare Tanzu. XP, Agile. Leveling up on AI and ML; accelerating.
Verlie Lieser @VLieser20635
41 Followers 5K Following
Mo Lotfollahi @mo_lotfollahi
7K Followers 1K Following I train neural networks and dogs to do cool things! ML for biology and drug discovery| Faculty @sangerinstitute.
Yann LeCun @ylecun
712K Followers 719 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
Yi Ma @YiMaTweets
71K Followers 123 Following Chair Professor in AI, Director of IDS, Head of CS, HKU; Professor of EECS, Berkeley; Author of Book: High-Dim Data Analysis, https://t.co/gwaqMJp8av.
Jason Lee @jasondeanlee
10K Followers 3K Following Associate Professor at Princeton and Research Scientist at Google DeepMind. ML/AI Researcher working on foundations of LLMs and deep learning
Dimitris Papailiopoul.. @DimitrisPapail
11K Followers 976 Following prof @ wisconsin; thinking about transformers; learning in context; babas of Inez Lily
Zhimei Ren @RenZhimei
824 Followers 270 Following Assistant professor @Wharton stats. Former postdoc @UChicago & PhD from @Stanford.
Andrej Karpathy @karpathy
979K Followers 905 Following 🧑🍳. Previously Director of AI @ Tesla, founding team @ OpenAI, CS231n/PhD @ Stanford. I like to train large deep neural nets 🧠🤖💥
Peyman Milanfar @docmilanfar
67K Followers 264 Following Distinguished Scientist at Google Research. Computational Imaging, Machine Learning, and Vision. Tweets = personal opinions. May change or disappear over time.
AK @_akhaliq
310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80Gx
Dan Roy @roydanroy
45K Followers 2K Following ML / AI researcher, emphasis on theory. Research Director and Canada CIFAR AI Chair, @VectorInst Professor, @UofT (Statistics/CS)
Subhabrata Sen @subhabratasen90
477 Followers 93 Following Assistant Professor of Statistics, @Harvard. Opinions are my own.
Damek Davis @damekdavis
3K Followers 631 Following Optimization/ML Learning a little about lean https://t.co/cQ1yukSnEQ
François Chollet @fchollet
470K Followers 769 Following Deep learning @google. Creator of Keras. Author of 'Deep Learning with Python'. Opinions are my own.
Kyunghyun Cho @kchonyc
61K Followers 2K Following a combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre PC at @nyuniversity (@CILVRatNYU) & @genentech (@PrescientDesign).
Sam Power @sp_monte_carlo
17K Followers 7K Following Lecturer in Maths & Stats at Bristol. Interested in probabilistic + numerical computation, statistical modelling + inference. (he / him)
NeurIPS Conference @NeurIPSConf
112K Followers 35 Following New Orleans, Dec 10-16, 23. https://t.co/ga8aOw615g Tweets to this account are not monitored. Please send feedback to [email protected].
Yiping Lu @2prime_PKU
3K Followers 2K Following Kernel, ML for PDE, Robust learning,non-parametric stats/🌈/PKU👉Stanford👉NYU Courant👉Northwestern IEMS/ Previous Intern @RIKEN_AIP
Daniela Witten @daniela_witten
49K Followers 754 Following dorothy gilford endowed chair and prof of stat/biostat @uw. all views my own.
Ben Recht @beenwrekt
26K Followers 365 Following optimization. machine learning. uc berkeley. I blog at https://t.co/fkJujOPsJb The world won't end.
Adam Elmachtoub @Adam235711
3K Followers 3K Following Associate Professor of Industrial Engineering and Operations Research @Columbia @CUSEAS @DataSciColumbia / @AmazonScience Visiting Academic
Lulu Cheng Meservey @lulumeservey
80K Followers 2K Following “Meservey isn’t your typical flack.” -The Information. Founder of ROSTRA. Ex-Activision and Substack. TrailRunner cofounder. Writing https://t.co/4xKo7wQTQo
Bía @BiaNeuroscience
130 Followers 28 Following A great day begins with a great night. We're creating the first wearable that helps to measure, control, and improve sleep.
Tianjiao Ding @RickTDing
133 Followers 222 Following TJ (He/him/his). PhD @CIS_Penn. AI backed up by math. https://t.co/aiWSUTZ5J3
Peter Morales @PeterMoralesX
219 Followers 2K Following Founder of funded Stealth AI Startup. Interested in AI development at the edge? DM.
Haoxuan (Steve) Chen @SC96004870
255 Followers 778 Following Ph.D. student at @ICMEStanford; B.S. in Math (PMA) & Data Science (CMS) @Caltech'22; Applied and Computational Math/Statistics/Optimization
Umer Adil @UmerHAdil
706 Followers 314 Following Learning & providing value to OSS AI | Contributor @huggingface @diffuserslib, @LangChainAI, gpt engineer | https://t.co/BOR9cWbN8o
Matthew B Jané @MatthewBJane
5K Followers 869 Following PhD candidate @UConn | Applied statistics, meta-analysis, psychometrics, and #RStats | Methodological reviewer at Psychological Bulletin
AI Papers Podcast @aipaperspodcast
921 Followers 2K Following A digestible daily update on the latest AI Research Papers. Brought to you by @pocketpodapp
Karush Suri @karush_
432 Followers 795 Following Meta Learner @Theteamatx in @GoogleAI swimmer & comic fan Past @borealisai @eceuoft
di qi @diqitally
999 Followers 839 Following co-founder / ceo @lanterndb (yc w24). prev @ycombinator @princeton. https://t.co/drY6K9XZ1j
the tiny corp @__tinygrad__
33K Followers 61 Following We make tinygrad. Our mission is to commoditize the petaflop.
Horace He @cHHillee
23K Followers 449 Following Working at the intersection of ML and Systems @ PyTorch "My learning style is Horace twitter threads" - @typedfemale
Marques Brownlee @MKBHD
6.2M Followers 472 Following Web Video Producer | ⋈ | Pro Ultimate Frisbee Player | Host of @WVFRM @TheStudio
Todd Kueny — e/acc @techgazetteco
4K Followers 6K Following Empowering worlds where AI enriches lives, solves complex problems, and inspires continuous learning.
Yuyang Deng @yuyang10809762
105 Followers 203 Following PhD student @PennState University. Optimization, Learning Theory, distributed algorithms.
jonah berger @j1berger
33K Followers 51 Following Author MAGIC WORDS https://t.co/j8MU88Pp5H THE CATALYST, CONTAGIOUS, INVISIBLE INFLUENCE, Wharton Professor. Speaker. Consultant. Always be Curious.
Sam Coward @samcoward
387 Followers 1K Following Father, husband, subpar musician. Platform Engineering @VMWare Tanzu. XP, Agile. Leveling up on AI and ML; accelerating.
Mo Lotfollahi @mo_lotfollahi
7K Followers 1K Following I train neural networks and dogs to do cool things! ML for biology and drug discovery| Faculty @sangerinstitute.
Fernando Sckaff @fernando_sckaff
94 Followers 244 Following
Mehmet (Matt) K. Turk.. @mkturkcan
253 Followers 802 Following Postdoc at @EE_ColumbiaSEAS. Computer vision and deep learning applications. Previously member of Bionet lab working on @FlyBrainObs; focusing on Drosophila.
John Horton @johnjhorton
14K Followers 2K Following Economist researching online marketplaces. Mind and Hand. Co-founder of @ExpectedParrot
Michael Hartl @mhartl
19K Followers 3K Following Forever curious. Currently learning math. @TauDay. #Bitcoin “Hartl understands physics deeply… and like Feynman he is an outstanding pedagogue.” —Kip Thorne
Vinayak Mannur @VinayakMan36098
2 Followers 100 Following
Ilia Sidorenko @noway421
654 Followers 5K Following technology brother. lead dev at @STQRY📱🏛️ he/him https://t.co/CEqxf4TUqj https://t.co/0dXDwWx1Ue
🌎 @ascetic_one
29 Followers 366 Following
Benjamin Ruppik @ben300694
78 Followers 2K Following Topological Data Analysis for Representation Learning, Natural Language Processing and Dialogue Systems @ Heinrich-Heine-University Düsseldorf @HHU_de
Nicholas @Nicholas_Tc
78 Followers 1K Following
Yixin Lin @yixin_lin_
518 Followers 2K Following Robot learning @GoogleDeepMind, prev FAIR/@AIatMeta, Google Brain. dabbled in startups/investing @Contrary, @KleinerPerkins.
Amineh Zadbood @amiinehz
186 Followers 1K Following Adjunct Faculty and Research Associate at @followstevens; machine learning, large language models; optimization; agent-based modeling
Tycho van der Ouderaa @tychovdo
1K Followers 2K Following Postgraduate researcher (PhD) at Imperial College London and visiting researcher at the University of Oxford. Working on probabilistic machine learning.
Hong You @HongYou28
74 Followers 2K Following
Kun (Kevin) SUN @Sharp_K_Sun
219 Followers 2K Following Scientist Researcher @ Tübingen University and Professorial Research Fellow @ Fudan University, and interested in LLMs, NLP, and computational cognition .
Kanika Madan @kanm05
13 Followers 687 Following
Jaan Lı 李 PhD (e/d.. @thejaan
3K Followers 2K Following AI for health @ https://t.co/4P45Rx3DXF Visiting Prof @unitartu 🎓 @Princeton @McGill 🙅♂️ @DeepMind & @GoogleAI "Alien Worker, Extraordinary Ability" - @USAGov
Zhakshylyk Nurlanov @NurlanovZh
79 Followers 663 Following PhD candidate in ML/DL at @UniBonn. Interested in building safe and reliable models. From Kyrgyzstan 🇰🇬
Xinyu Zhang @xinyusheazhang
81 Followers 376 Following working on graph neural network, hypergraph neural network, recommender system
Ethan Hall @EHall8901
10 Followers 272 Following
tumaini lyimo @tumaini_lyimo
161 Followers 2K Following
Daniele Turchetti @DanielTruchet
195 Followers 494 Following Reader, listener, serial immigrant. Research, teaching, and outreach mathematician. Views are my own. I mean, I got them somewhere, I just don't remember where.
Fan Wu @diffset
36 Followers 273 Following
Emanuele Marino @EMarino_nano
1K Followers 3K Following Junior Assistant Professor @unipa_it 🇮🇹 | Postdoc @PennChemistry 🇺🇸 | PhD in Physics @IoP_UvA 🇳🇱 Fascinated by novel applications of nanoscience. Sicilian
Also, my first dog was a loveable lab, but I wouldn't take policy advice from her.
Can someone tell Senator Wiener that the so-called godfathers of AI are blathering idiots?
This support goes beyond businesses like Imbue, Lovable Labs, other startups and business groups like the @LAAreaChamber. We’ve gotten support from the godfathers of AI @geoffreyhinton & Yoshua Bengio, who have been leading innovators in this space for over 4 decades.
it kind of changed my life when my friend was like, “if you’re trying to do something for 50 years, why sweat the first five years?”
when all your manuscript's reviewers are students
A mistake I see WAY too many times is hiring some expensive ML expert before having the infrastructure there to support them. Then they spin their wheels being their own data engineer, data scientist, MLOps engineer, etc. etc. until they quit because they aren't training models.
Some thoughts on picking metrics and goals 1. leading or lagging metrics 2. process vs outcome goals
Honestly, so tired of people on X saying that rabbit r1 is useless. This already had such a positive impact in my lifestyle.
"No. But I can lose. Again. And again. And again. And again, forever." - Dr Strange
Ugh. People who submit more first-author ICLR papers are more likely to have their individual papers rejected, but more likely to have at least one paper accepted? Seems like we have set up a system that encourages blasting the conference with low-quality papers.
Actually the accept rate decreases monotonically with number of 1st author submissions: the more prolific the first author is, the lower the quality of their paper.
China now has its own Sora, named 'Vidu'. It generates 16-second clips in 1080p. Vidu can also generate still images or 3D models. The team is composed of former Tencent, Alibaba, and Byte employees. Their architecture is called 'U-ViT' - Universal Vision Transformer."
love this. there are kindle vibes about perplexity on e-ink devices.
really enjoying my BOOX “light phone” like a kindle on steroids (with full android) but phone sized great way to fight phone addiction without losing utility
In the executive MBA class I taught today, a student said something very useful to understand about AI: They said you have to approach working with GPT-4 as a manager, and if doesn't do something right, you need to provide more direction, rules, or instructions. That often helps
I think too many people think only of AI use in places where errors are not tolerated. It isn't good at that. LLMs hallucinate & make mistakes. But for a huge amount of work, human error is tolerated, and the question is whether AIs (working with humans) make more or less…
never seen a graphic so wrong yet so useful
DGX H200.
If you won a million dollars what is the first thing you would purchase for yourself Yes yourself 🫵🏽
Princeton University #AI is recruiting Postdoc Fellows in AI for Accelerating Invention! Join us if you want to advance generative AI, RL and AI applications in engineering and science! Apply here today: puwebp.princeton.edu/AcadHire/apply… @ryan_p_adams @jrexnet @EPrinceton @Princeton…
meanwhile I’m still on free @GoogleColab
First @nvidia DGX H200 in the world, hand-delivered to OpenAI and dedicated by Jensen "to advance AI, computing, and humanity":
First clause of the morning's campus email: "UC Berkeley has long experience with nonviolent political protest..."
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