Bert Maher @tensorbert
I’m a software engineer building high-performance kernels and compilers at Anthropic! Previously at Facebook/Meta (PyTorch, HHVM, ReDex) Joined December 2022-
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@headinthebox It seems like in theory reorgs could solve problems (centralizing decision making in one person reducing communication and consensus costs) but in practice it doesn’t seem like they ever do
I am a proud American, and I’m proud to work at Anthropic. Labeling Claude a supply chain risk will only harm America’s lead in AI. It’s not un-American to support AI guardrails that protect our civil liberties.
A statement on the comments from Secretary of War Pete Hegseth. anthropic.com/news/statement…
I am deeply proud to work for this company.
A statement on the comments from Secretary of War Pete Hegseth. anthropic.com/news/statement…
@difficultyang Claude and I have so much in common 😂
@ViepliveeLee @giffmana 2.71828: Geminie
@fermatslibrary One of the most common flaws of math textbooks is that they present only the logic, without the intuition. They give you the later, cleaned up version of the idea, which hides the way it was discovered.
This is all true, but Soumith is also one of the most brilliant strategic thinkers in the world. Some of us just fail a lot, dust ourselves off, and keep hacking the next day ☺️
If you feel like giving up, you must read this never-before-shared story of the creator of PyTorch and ex-VP at Meta, Soumith Chintala. > from hyderabad public school, but bad at math > goes to a "tier 2" college in India, VIT in Vellore > rejected from all 12 universities for
This got me thinking that both int and FP math is “emulated” via a pretty complex set of transistors. I wonder how many gates/transistors it takes to implement an int8 fma versus an fp8, e4m3 fma
@CernBasher As the number of bits drops, the difference between floating point and integer decreases until they are the same thing at 1 bit. “Floating point” is not real. It is emulated with 2 integers and a lot of complexity.
@tqchenml Fair point! My first guess would be “this path has regressed” but it’s also true that expectations are high, the hw is fast, and 10us can actually be substantial (depending on the work). If it’s the latter that’s rough, triton.jit is decently fast (need c++ launch maybe)
I’ve heard this complaint from a couple people recently, and I’m surprised because we optimized the launch path like a year ago and got it down to ~10us. There’s a now closed GitHub issue I filed with a microbenchmark - someone should run it, profile, and bring it down
why is triton’s kernel launch cpu overhead so freaking high? the actual kernel takes 10x less execution time than to launch it and i can’t use cuda graphs because the shapes are dynamic.
@soumithchintala ❤️ It was great to have the chance to work with you, Soumith. I can’t wait to see what you do next
@headinthebox Might it be more tractable to verify that two implementations match, than to come up with an optimized implementation of a simpler one?
It would be kind of cool if torch.compile could be used as a context manager, like: ``` some_custom_kernels() with torch.compile(): # do a bunch of easy pointwise stuff more_custom_kernels() ```
@ScottWolchok @marksaroufim Sometimes I think the the rows-vs-columns framing is kind of unhelpful. I sometimes think about matmul with rhs transposed, so you have an [m,k] matrix and and [n,k] matrix, and you end up with an [m,n] of all the dot products over k. (Which is kind of what nn.Linear does)
Read this to the end — the last section is mind-blowing
Today Thinking Machines Lab is launching our research blog, Connectionism. Our first blog post is “Defeating Nondeterminism in LLM Inference” We believe that science is better when shared. Connectionism will cover topics as varied as our research is: from kernel numerics to
I am really enjoying using Claude Code with Sonnet 4.5! It's super smart, and super fast!
Introducing Claude Sonnet 4.5—the best coding model in the world. It's the strongest model for building complex agents. It's the best model at using computers. And it shows substantial gains on tests of reasoning and math.
Introducing Claude Sonnet 4.5—the best coding model in the world. It's the strongest model for building complex agents. It's the best model at using computers. And it shows substantial gains on tests of reasoning and math.
😍
Tri Dao says Claude Code makes him 1.5x more productive and that it's quite helpful at writing Triton kernels
lol, there is quite the explosion of kernel DSLs lately (triton, tilelang, gluon, TLX, cuteDSL, cuTile, …) And honestly as much as I love TLX and want it to succeed, I think the next big kernel programming language might be… natural, human language
Just one more DSL bro. I promise bro just one more DSL and we'll fix hardware adoption. It's just a better DSL bro. Please just one more. One more DSL and we'll port all the kernels. I just need one more DSL
@vinodg Indeed - but I think that language can increasingly become more intuitive and flexible
Horace He @cHHillee
50K Followers 589 Following @thinkymachines Formerly @PyTorch "My learning style is Horace twitter threads" - @typedfemale
Soumith Chintala @soumithchintala
305K Followers 1K Following Building new things @thinkymachines. Also dabble in robotics at NYU. Cofounded @PyTorch. AI is delicious when it is accessible and open-source.
Nadav Rotem @nadavrot
4K Followers 417 Following Engineering director at Facebook. Interested in systems, compilers, ML, performance, and other stuff. 🇮🇱
Satnam Singh @satnam6502
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Edward Z. Yang @ezyang
17K Followers 1K Following I work on PyTorch at Meta. Chatty alt at @difficultyang.
Mark Saroufim @marksaroufim
16K Followers 983 Following Amdahl comes for us all mts & co-founder @coreautoai @pytorch @gpu_mode enjoyer
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vjeux ✪ @Vjeux
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Charlie Marsh @charliermarsh
40K Followers 916 Following @OpenAI. Building Ruff, uv, ty, and other high-performance Python tools with the @astral_sh team.
rohan anil @_arohan_
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Dmytro Dzhulgakov @dzhulgakov
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Matthew Johnson @SingularMattrix
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Shekhar @indianspeedster
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Autin Mitra @AutinMitra
59 Followers 209 Following making GPUs go brrrrrr, former MTIA @metaai intern, haize labs intern!
Anders Eidesvik @AEidesvik
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Areez @imistermiyagee
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anj @anj_sridhar
32 Followers 115 Following I scaled models. Now I'm scaling agents. Founding team, Gemini CLI @Google and tf.distribute at TensorFlow. Led FairScale at FAIR previously.
Milad M @_miladm_
213 Followers 410 Following PyTorch @Meta Superintelligence Labs - Ex: @Google, @Stanford, @Nvidia, @Apple
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84 Followers 1K Following VLMs at https://t.co/jdp0zYWVV9 NYC Based. Fighting for more tech for good and fewer tech grifters. https://t.co/tsFlmSKvuq
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nCompass @nCompass_tech
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eli @erijohnt
300 Followers 430 Following hi i'm your security guy and i can be trusted with root access :) • he/they/she • touching computers @AnthropicAI • opinions == mine • likes != endorsement
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Christine Rose @AIChristineRose
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IV @ftstn
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Rife @RifeWithKaiju
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j @jrignacio
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aej275 @aej275
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Horace He @cHHillee
50K Followers 589 Following @thinkymachines Formerly @PyTorch "My learning style is Horace twitter threads" - @typedfemale
Soumith Chintala @soumithchintala
305K Followers 1K Following Building new things @thinkymachines. Also dabble in robotics at NYU. Cofounded @PyTorch. AI is delicious when it is accessible and open-source.
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1.2M Followers 788 Following Professor at NYU & Executive Chairman at AMI Labs. Ex-Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
typedfemale @typedfemale
45K Followers 554 Following a really exciting new account "advanced pytorch user" - @cHHillee alt: @typedalt
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PyTorch @PyTorch
496K Followers 86 Following Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation
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693K Followers 826 Following Co-founder @ndea. Co-founder @arcprize. Creator of Keras and ARC-AGI. Author of 'Deep Learning with Python'.
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22K Followers 3K Following Punjabi-Scottish-American working at @HarmonicMath. Cook, cyclist, Lost In Music. ∃🇮🇳 ∧ ∀🇬🇧 ∧ ∃🇪🇺 ∧ ∀🇺🇸 #celiac ex-{Microsoft, Google, Facebook, Xilinx}
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459K Followers 1K Following ML/AI research engineer. Ex stats professor. Author of "Build a Large Language Model From Scratch" (https://t.co/O8LAAMRzzW) & reasoning (https://t.co/5TueQKx2Fk)
AK @_akhaliq
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AI at Meta @AIatMeta
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eli @erijohnt
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1K Followers 2K Following 🇸🇪🇺🇸 I tend to have the same username on most services. Previously: VP of Infrastructure and Platform Software at Tenstorrent.
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4K Followers 2K Following @AnthropicAI | Chat with Claude: https://t.co/7w2gEKteuC | Build with Claude: https://t.co/ktsbQNA9D2
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729 Followers 3K Following I try to learn everything. Views hopefully my own. Nerd (PL, Rust, security, AI, systems, …). Leftist. Covid conscious. AuDHD (probably). YIMBY. Free Palestine.
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🇺🇦 Dzmitry Bahd... @DBahdanau
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elie @eliebakouch
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46K Followers 1K Following lead them to paradise LisanBench: https://t.co/vorVk7NMCy Impressum & Datenschutz: https://t.co/lFLgiu8EAU
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43 Followers 450 Following Engineer at @Meta AI Previously: @TheSanctuaryAI @awscloud @wayve_ai
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3K Followers 288 Following Maximizing throughput at @poolsideai Educating people about GPUs at https://t.co/81rRJ4KoUt I like my tea green and my compute parallel
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xjdr @_xjdr
27K Followers 691 Following building AI that wont embarrass me in front of my own standards
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ARC Prize @arcprize
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