Horace He @cHHillee
Working at the intersection of ML and Systems @ PyTorch "My learning style is Horace twitter threads" - @typedfemale thonking.ai/p/what-shapes-… chhillee Joined February 2010-
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If anybody is at ASPLOS, I'll be at the PyTorch tutorial! I'll be presenting a tutorial on TorchInductor and also some random speculation on research ideas. github.com/pytorch/worksh…
One thing I really enjoy about working on an OSS facing project like PyTorch is that OSS really cuts through a lot of "politics" and "fake work". Within a company, people are incentivized to do all sorts of things other than "build the right thing". Unfortunately, no amount…
One thing I really enjoy about working on an OSS facing project like PyTorch is that OSS really cuts through a lot of "politics" and "fake work". Within a company, people are incentivized to do all sorts of things other than "build the right thing". Unfortunately, no amount…
The live updating image generator on meta.ai/?icebreaker=im… is a pretty sick UX.
After some intense plotting (and MS Paint lines), I'd like to share the updated performance projections from our top minds.
After some intense plotting (and MS Paint lines), I'd like to share the updated performance projections from our top minds. https://t.co/klOHjNJsXV
you should sign up for @cHHillee's newsletter, it's great. really informative technical articles. it also has one of the best URLs: thonking.ai/about
I think this kind of work is really fun haha. And it uses torch.compile to squeeze some more performance and get it from 3.83s down to 3.29s.
I think this kind of work is really fun haha. And it uses torch.compile to squeeze some more performance and get it from 3.83s down to 3.29s. https://t.co/LnIbjXthM4
Some folks suggested that I should make some of my tweet threads more archivable. So here's a blog post on how shapes affect matmul performance! thonking.ai/p/what-shapes-… Some bonus content includes: 1. Why doesn't torch.compile just fix this? 2. Some more quiz questions :)
Some folks suggested that I should make some of my tweet threads more archivable. So here's a blog post on how shapes affect matmul performance! thonking.ai/p/what-shapes-… Some bonus content includes: 1. Why doesn't torch.compile just fix this? 2. Some more quiz questions :) https://t.co/l8VxreOw7y
After a poke from a timm user, I ran a CPU inference benchmark across all the models. I enabled torch.compile() on PT 2.21, nice boost over eager, worked across all the models. github.com/huggingface/py…
It's somehow incredibly hard to get actual specs of the new Nvidia GPUs, between all the B100/B200/GB200/sparse/fp4 numbers floating around. @tri_dao linked this doc which thankfully has all the numbers in a table: nvdam.widen.net/s/xqt56dflgh/n…
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
Jim Fan @DrJimFan
229K Followers 3K Following @NVIDIA Sr. Research Manager & Lead of Embodied AI (GEAR Lab). Creating foundation models for Humanoid Robots & Gaming. @Stanford Ph.D. @OpenAI's first intern.
Soumith Chintala @soumithchintala
186K Followers 877 Following Cofounded and lead @PyTorch at Meta. Also dabble in robotics at NYU. AI is delicious when it is accessible and open-source.
PyTorch @PyTorch
379K Followers 77 Following Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation
typedfemale @typedfemale
23K Followers 479 Following a really exciting new account "have you ever though you might be like scott alexander? very smart, but can't do math" - anon
Alfredo Canziani @alfcnz
86K Followers 268 Following Musician, math lover, cook, dancer, 🏳️🌈, and an ass prof of Computer Science at New York University
Lucas Beyer (bl16) @giffmana
56K Followers 444 Following Researcher (Google DeepMind/Brain in Zürich, ex-RWTH Aachen), Gamer, Hacker, Belgian. Mostly gave up trying mastodon as [email protected]
Eric Jang @ericjang11
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Jeremy Howard @jeremyphoward
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Delip Rao e/σ @deliprao
46K Followers 5K Following Busy inventing the shipwreck. @Penn. Past: @johnshopkins, @UCSC, @Amazon, @Twitter ||Art: #NLProc, Vision, Speech, #DeepLearning || Life: 道元, improv, running 🌈
Sasha Rush @srush_nlp
52K Followers 464 Following Professor, Programmer in NYC. Cornell Tech, Hugging Face 🤗 https://t.co/cZl0wTfqGz
Ross Wightman @wightmanr
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Percy Liang @percyliang
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rohan anil @_arohan_
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Tim Dettmers @Tim_Dettmers
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near @nearcyan
45K Followers 883 Following https://t.co/IdaJwZJCXm partner @ https://t.co/9g1MIgjiqc dms open
Rosanne Liu @savvyRL
33K Followers 966 Following Cofounded & running @ml_collective. Host of Deep Learning Classics & Trends. Research at Google DeepMind. DEI/DIA Chair of ICLR & NeurIPS. Writing https://t.co/IbycyGfnDR
Tanishq Mathew Abraha.. @iScienceLuvr
54K Followers 1K Following PhD at 19 | Founder and CEO at @MedARC_AI | Research Director at @StabilityAI | @kaggle Notebooks GM | Biomed. engineer @ 14 | TEDx talk➡https://t.co/xPxwKTq6Qb
François Fleuret @francoisfleuret
31K Followers 456 Following Prof. @Unige_en, Adjunct Prof. @EPFL_en, Research Fellow @idiap_ch, co-founder @nc_shape. AI and machine learning since 1994. I like reality.
Saumil Patel @saumilp_
2K Followers 1K Following 🚀 Co-Founder & CEO @ https://t.co/2rmaJyjkus (YC S21) | 🤖 SWE In a symbiotic relationship with AI | Sova (iykyk) | e/acc
วิไลทะเ.. @Fran98156159998
55 Followers 1K Following ความเซ็กซี่มีมากกว่าหนึ่งด้าน ติดตามฉันและค้นพบช่วงเวลาอื่นๆ ที่จะทำให้หัวใจคุณเต้นเร็วขึ้น! หน้าแรกของข้อมูลการติดต่อจะได้รับการอัปเดตตลอดเวลา
adhernem @adhernem12
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⟦dropdx⟧ @dropdx
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LM Studio @LMStudioAI
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Ramalingam @ramlingamr
139 Followers 4K Following Reader; I share items that interest me in AI, Skills / Talent, Healthcare, Investments and Chess.
zaixianliuyun @hiboys789
0 Followers 34 Following
earth has goku @leftinspace__
44 Followers 380 Following The important thing is the unbreakable spirit
Syed Obaid 🇵🇸�.. @SyedObaid_ai
47 Followers 724 Following Machine Learning || Deep Learning || Figuring out my version of Success || Besides gravity nothing pulls me down - Alhamdulillah ❤️
Jessica Furr @JessicaFurr305
427 Followers 1K Following Lawyer @dragonfly_xyz | ex @GundersonLaw | Writings (https://t.co/ERolQQDYO1) | Startup Law Blog (https://t.co/nzxraxhHaB) | Tweets are my opinion and not advice.
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well @Someone94627719
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Saumitra Mehrotra @SoumitraMehrot1
22 Followers 226 Following Don’t let reality get in the way of your dreams
Rahul @rahulgupta765
35 Followers 2K Following
Alex Strick van Linsc.. @strickvl
2K Followers 447 Following Machine Learning Engineer (@zenml_io), researcher (& author of a few books). (Mastodon): @[email protected] (ML) and @[email protected] (Maths)
Gokul Nadathur @GokulNadathur
1 Followers 4 Following
Nugget @Nugget93364682
28 Followers 93 Following
ashawkey @ashawkey3
11 Followers 35 Following
~~datahazard~~ @fentasyl
97K Followers 300 Following ~~ Stats ~~ Civil Rights ~~ Victim Advocate ~~ ~~ ~~ eth: 0xfFFfFfFfFF4bf6A4F2217d6250754B5e937819cb
navj @pranav_jad
1 Followers 52 Following
Tu Vu @tuvllms
3K Followers 894 Following Research Scientist @GoogleDeepMind & Assistant Professor @VT_CS. PhD from @UMass_NLP. #NLProc
Prabash Reddy M @prabash_reddy
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Kyle Puhger @kpeez_
296 Followers 756 Following 🏋️🤖🧠💻☕️ Postdoctoral Researcher | UC Davis | machine learning | data/neuro science
Patrick Hsu @pdhsu
30K Followers 3K Following co-founder @ArcInstitute, @BerkeleyBioE professor | researcher & investor in genome editing, biotech, AI | 🇨🇦 @harvard @broadinstitute @editasmed, Fast Grants
Sarthak Pujari @SarthakPujari12
16 Followers 348 Following Currently interested in AI, Good Food and Politics | Learning and iterating
Electronicsseeker @libertarian108
7 Followers 912 Following
Thomas Hoang @thomas_ignore
148 Followers 3K Following Software Engineer at MBB firm. Building open-source projects at Maius Team
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
Jim Fan @DrJimFan
229K Followers 3K Following @NVIDIA Sr. Research Manager & Lead of Embodied AI (GEAR Lab). Creating foundation models for Humanoid Robots & Gaming. @Stanford Ph.D. @OpenAI's first intern.
Soumith Chintala @soumithchintala
186K Followers 877 Following Cofounded and lead @PyTorch at Meta. Also dabble in robotics at NYU. AI is delicious when it is accessible and open-source.
PyTorch @PyTorch
379K Followers 77 Following Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation
typedfemale @typedfemale
23K Followers 479 Following a really exciting new account "have you ever though you might be like scott alexander? very smart, but can't do math" - anon
Alfredo Canziani @alfcnz
86K Followers 268 Following Musician, math lover, cook, dancer, 🏳️🌈, and an ass prof of Computer Science at New York University
Lucas Beyer (bl16) @giffmana
56K Followers 444 Following Researcher (Google DeepMind/Brain in Zürich, ex-RWTH Aachen), Gamer, Hacker, Belgian. Mostly gave up trying mastodon as [email protected]
Eric Jang @ericjang11
69K Followers 3K Following physical AGI at 1X. Author of "AI is Good for You" https://t.co/eFg4WXhg0p
Jeremy Howard @jeremyphoward
222K Followers 5K Following 🇦🇺 Co-founder: @AnswerDotAI & @FastDotAI ; Hon Professor: @UQSchoolITEE ; Digital Fellow: @Stanford
Sasha Rush @srush_nlp
52K Followers 464 Following Professor, Programmer in NYC. Cornell Tech, Hugging Face 🤗 https://t.co/cZl0wTfqGz
Ross Wightman @wightmanr
18K Followers 1K Following Computer Vision @ 🤗. Ex head of Software, Firmware Engineering at a Canadian 🦄. Currently building ML, AI systems or investing in startups that do it better.
Jürgen Schmidhuber @SchmidhuberAI
107K Followers 0 Following Invented principles of meta-learning (1987), GANs (1990), Transformers (1991), very deep learning (1991), etc. Our AI is used many billions of times every day.
Anthropic @AnthropicAI
261K Followers 26 Following We're an AI safety and research company that builds reliable, interpretable, and steerable AI systems. Talk to our AI assistant Claude at https://t.co/aRbQ97uk4d.
Percy Liang @percyliang
49K Followers 408 Following Associate Professor in computer science @Stanford @StanfordHAI @StanfordCRFM @StanfordAILab @stanfordnlp | cofounder @togethercompute | Pianist
rohan anil @_arohan_
12K Followers 2K Following Principal Engineer, @GoogleDeepMind Gemini. prev PaLM-2. Tinkering with optimization and distributed systems. opinions are my own.
Tim Dettmers @Tim_Dettmers
29K Followers 819 Following PhD Student at @UW. I blog about deep learning and PhD life at https://t.co/Y78KDJJFE7.
Rosanne Liu @savvyRL
33K Followers 966 Following Cofounded & running @ml_collective. Host of Deep Learning Classics & Trends. Research at Google DeepMind. DEI/DIA Chair of ICLR & NeurIPS. Writing https://t.co/IbycyGfnDR
torchrl @torchrl1
644 Followers 172 Following TorchRL is the open-source Reinforcement Learning (RL) library for PyTorch.
lmsys.org @lmsysorg
37K Followers 171 Following Large Model Systems Organization. We created Vicuna and Chatbot Arena! Compare 30+ LLMs (GPT-4/Claude/Llamas) side-by-side at https://t.co/IDFeIDIOtm
Armen Aghajanyan @ArmenAgha
6K Followers 263 Following Research Scientist @ Meta AI (FAIR) https://t.co/8XF2vtiIVy Opinions are my own.
Michal Valko @misovalko
5K Followers 2K Following Llama @AIatMeta Paris & Inria & MVA - Ex: Gemini and BYOL @GoogleDeepMind
Zhiqing Sun @EdwardSun0909
2K Followers 1K Following CS PhD @LTIatCMU working on scalable alignment. BS @PKU1898
Mihir Patel @mvpatel2000
3K Followers 384 Following Research Engineer @MosaicML | cs, math bs/ms @Stanford
Corry Wang @corry_wang
25K Followers 252 Following Strategy @ Google | Formerly tech equity research @ Bernstein Research. All opinions expressed are my own, and do not represent Google's
Daniel Han @danielhanchen
7K Followers 935 Following Building @UnslothAI. Finetune LLMs 30x faster https://t.co/aRyAAgKOR7. Prev ML at NVIDIA. Hyperlearn used by NASA. I like maths, making code go fast
Yuka Ikarashi @c20
3K Followers 608 Following PhD candidate @MIT CSAIL / Trying to make things work / 🇯🇵→@00_
Sean Alatorre @iMorbius
805 Followers 534 Following
Hao Zhang @haozhangml
3K Followers 262 Following Asst. Prof. @HDSIUCSD and @ucsd_cse running @haoailab. Cofounder and runs @lmsysorg. 20% with @SnowflakeDB
John Schulman @johnschulman2
39K Followers 609 Following Cofounder @openai, lead post-training for ChatGPT and the API. Interested in reinforcement learning, alignment, birds, jazz music
steven hao @stevenkplus1
1K Followers 109 Following Building @cognition_labs. Previously @scale_AI @MIT
ecnerwala @ecnerwala
2K Followers 4 Following Building @cognition_labs || Competitive Programming enthusiast || I stream sometimes too @ https://t.co/825es1HgnX
Cognition @cognition_labs
123K Followers 19 Following Makers of Devin, the first AI software engineer. We are an applied AI lab focused on reasoning, and code is just the beginning. Join us: https://t.co/tpfZwEwGiq
Neal Wu @WuNeal
15K Followers 390 Following Building @cognition_labs. Previously @tryramp, @GoogleBrain, @Harvard, competitive programming (featured in @Wired). Created https://t.co/pihw5AGvbV.
Arseny Kapoulkine �.. @zeuxcg
12K Followers 66 Following Available for advising and consulting. Previously: technical fellow at Roblox. pugixml, meshoptimizer, calm, volk, niagara, Luau. https://t.co/PTS70xW8NM
Michael Lai 赖天宸 @Mtclai
3K Followers 1K Following Running for the SF Board of Supervisors District 11 | SF DCCC | community first | before: reimagining early education at Tinycare @MinervaUni @Harvard
Woosuk Kwon @woosuk_k
2K Followers 350 Following PhD student at @Berkeley_EECS building @vllm_project
Daniel Lemire @lemire
21K Followers 1K Following Computer science professor at @TELUQ (Université du Québec, @ReseauUQ), programmer, blogger. @Nasorg👨💻
David J Wu @lightvector1
310 Followers 47 Following Researcher, game AI enthusiast, author of KataGo (https://t.co/rJKWY2qU5p)
Hao Liu @haoliuhl
4K Followers 155 Following machine learning, neural networks. phd student @berkeley_ai. https://t.co/ZNJawlrerS
Mengzhou Xia @xiamengzhou
3K Followers 618 Following PhD student @princeton_nlp, MS @CarnegieMellon, Undergrad at Fudan.
Davis Yoshida @davis_yoshida
390 Followers 687 Following
Hugo Rios-Neto @hugoriosneto
1K Followers 2K Following 24 years old; Computer Science MSc Student at @ufmg; Intelligence Engineer at @gemini_sports; Co-Founder & Researcher at @SALab_UFMG; ex @Atletico;
Richard Hanania @RichardHanania
97K Followers 221 Following President, @CSPICenterOrg. Former @UTAustin, @ColumbiaSIPA. Post pictures from books. Subscribe at https://t.co/32YL6Mtg2D
Taco Cohen @TacoCohen
21K Followers 3K Following Deep learner at FAIR. Into codegen, equivariance, generative models. Spent time at Qualcomm, Scyfer (acquired), UvA, Deepmind, OpenAI.
François Fleuret @francoisfleuret
31K Followers 456 Following Prof. @Unige_en, Adjunct Prof. @EPFL_en, Research Fellow @idiap_ch, co-founder @nc_shape. AI and machine learning since 1994. I like reality.
Volodymyr Kyrylov @darkproger
2K Followers 2K Following AI student at USI/ETH. Donate https://t.co/GDSkWG2tak
TracingWoodgrains @tracewoodgrains
22K Followers 1K Following Storyteller. CFP @TheBARPod. Pursue excellence. Eng/中文
Xuechen Li @lxuechen
2K Followers 900 Following Building intelligence @xai. PhD @Stanford. Undergrad @UofT. Worked at @GoogleAI @MSFTResearch @Vectorinst. I go by Chen.
Aleksa Gordić 🍿�.. @gordic_aleksa
19K Followers 217 Following https://t.co/mcuQvV8wEa proud father of 16 A100s & 16 H100s flirting with LLMs, tensor core maximalist x @GoogleDeepMind @Microsoft
turboderp @turboderp_
372 Followers 18 Following
sam laki (e^-λ) @samlakig
3K Followers 4K Following good vibes don't cancel out :S they yearn for love (pfp by @untitled01ipynb, credit @yacineMTB and @alterwyx for great art)
Teknium (e/λ) @Teknium1
29K Followers 3K Following Cofounder @NousResearch, prev @StabilityAI Github: https://t.co/LZwHTUFwPq HuggingFace: https://t.co/sN2FFU8PVE Support me on Github Sponsors
Edward Kmett⏏️ @kmett
14K Followers 776 Following Founder/CTO of @Positron_AI Helping @ToposInstitute I tend to talk about Haskell, category theory, AI, and safety. https://t.co/wYaTDISbEB https://t.co/oP135HK8LM
Yifu Wang @foofoobuggy
78 Followers 116 Following
Devendra Chaplot @dchaplot
8K Followers 365 Following Building next-gen AI at @MistralAI. Past: Research Scientist at Facebook AI Research. Ph.D. @SCSatCMU, BTech @iitbombay CS.
Alex Sablayrolles @alexsablay
1K Followers 879 Following Research Scientist, Mistral AI. Interested in LLMs, deep learning, fast nearest-neighbor search and privacy. ex: @Meta, @NYUniversity, @Polytechnique.
Linden Li @lindensli
1K Followers 534 Following CS @Stanford, @StanfordSVL. Research/Eng @MosaicML, previously @NVIDIA.
Rémi Leblond @RemiLeblond
2K Followers 155 Following Research Scientist @GoogleDeepMind. #Gemini, #AlphaCode, #AlphaStar. Working on solving hard problems with machine learning.apparently Google laid off their entire Python Foundations team, WTF! ( @SkyLi0n who is one of the pybind11 maintainers just informed me, asking what ways they can re-fund pybind11) The team seems to have done substantial work that seems critical for Google internally as well.…
PyTorch folks, if you are in ASPLOS, this is going to be neat
If anybody is at ASPLOS, I'll be at the PyTorch tutorial! I'll be presenting a tutorial on TorchInductor and also some random speculation on research ideas. github.com/pytorch/worksh…
Off to San Diego to do a PyTorch tutorial at ASPLOS! Hit me up if you’re attending and want to talk about compiler stuff, a bunch of people in the team are also going to be there. pytorch.org/blog/pytorch-2…
Here's also our postmortem of 3 years of Rust gamedev, and why we're leaving Rust loglog.games/blog/leaving-r… #rustgamedev #rustlang
in order to better compete at GenAI, Google has laid off the entire Python language team
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 asked GPQA's example quantum mechanics question to my friend who is an expert in quantum and they told me: "all of these answers are incorrect" - it's google proof only because it's word salad!
Just landed tensordict v0.4 is out! Short version of the release note is: Now you can do arithmetic with tds, like `td0 + td1` (and it uses fused cuda kernels -> it's fast!) You can also do autocasting with tensorclass (now type annotation in python really has a purpose 🤪)!
We're on fire TorchRL 0.4 just landed too! More flexibility with replay buffers, better video recording tools, and loads of improvements with the environment API! Check the release note: github.com/pytorch/rl/rel… and install the package now `pip install torchrl`
In case you're wondering who the goat is who implemented Whisper, Mistral, Mixtral, Llama-2 and 3 in Transformers, this is him!👇 CEOs would call him a 10x engineer
How did i miss this? our GOAT @art_zucker is in Underscore/Micode right now!!! That's the best tech show in French twitch.tv/Micode @UnderscoreTalk @Micode
@Mushin_J I like vLLM! fwict there's a performance penalty relative to TRT-LLM, but it's much easier to use. and i think it's more likely they close the performance gap than TRT-LLM gets easier to use.
First @nvidia DGX H200 in the world, hand-delivered to OpenAI and dedicated by Jensen "to advance AI, computing, and humanity":
I've spent the past ~2 weeks building a GPU from scratch with no prior experience. It was way harder than I expected. Progress tracker in thread (coolest stuff at the end)👇
PyTorch 2.3 is out! - torch.compile user-defined Triton kernels - tensor parallelism - CausalBias tensors + torch.compile support - semi-structured sparsity for model-pruning (1.6x speedup) see release notes for more pytorch.org/blog/pytorch2-…
@tamaybes a super-fun arcane historical detail: Gopher (and by extension Chinchilla) use Transformer-XL style position encodings. This means they spend 20B params (Gopher) and 5B params (Chinchilla) on just rel. position encoding!
@cHHillee @jon_barron += 1 can't be expressed without mutation by definition, but a functional version in JAX would just be x.at[::2].add(1)
In the last 24 hours, two of our leading media sources (NYT & WSJ) have produced research pieces with hard data on why the U.S. should ban TikTok. Here is the NYT's killer chart. Tiktok systematically censors 80-99% of posts on certain viewpoints, relative to Instagram. 1/3
@cHHillee But now the teams are better aligned, clarity is increased, and we are setup to deliver real value! For the third time in the year.
PyTorch 2.3 is here 😎🔥 PyTorch 2.3 offers support for user-defined Triton kernels in torch.compile, allowing for users to migrate their own Triton kernels from eager without experiencing performance regressions or graph breaks. Details: hubs.la/Q02tYcYq0
I just updated my Meta glasses and it does everything I see Humane users wanting the Ai Pin to do. Low latency Multimodal works flawlessly Everything **just works** on my $299 glasses with no subscription @MKBHD didn’t kill Humane, Zuck did 😂
Meta's Ray-Ban glasses now have multimodal AI
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