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most people get around this by drafting at 0 temperature, which tends to separately tank speculation acceptance length (in most cases)
simple way to describe decoherence here: lets say a block of 16 tokens has two viable sequences on decoding present in the logit distributions; independent logit sampling from each slot in the block would cause mixing between two viable sequences resulting in an invalid sequence
very clever result from deepseek on the serialized head, was literally just discussing this idea of defeating diffusion decoherence with an rnn style head with friends today
new inference optimization method by @deepseek_ai with an extremely detailed paper, draft model and framework to train them. results in production for dsv4 lead to +50% for throughput and latency (can go to ~80% for latency, crazy). full explanation of DSpark: it's about
my personal choice of numerical integrator is rk2. For cigarette I smoke 大重九
Together with UC Berkeley we are announcing the laser phase plate - a breakthrough in atomic resolution imaging. This is the brightest continuous wave laser in the world, 100 million times the intensity of the surface of the sun. Phase contrast plays an important role in microscopy, but it was thought close to impossible for electron microscopy, where it would require interfering with an electron beam. Holger Mueller and Robert Glaeser proposed exactly this using a standing wave laser. It has taken over 15 years to make this a reality. Biohub partnered with UC Berkeley and Mueller to support this work and to engineer and build the technology. Contrast has been the critical barrier to achieving atomic resolution imaging of the cell. In cryo-electron tomography, a cellular imaging technology that uses electron microscopy, the low contrast makes it impossible to resolve anything but the largest proteins within their cellular context. The laser phase plate removes that barrier. With advances in AI this breakthrough in contrast will start to open up a new frontier in structural biology, that will allow us to see the molecular machines of the cell, and how they assemble into far more complex and dynamic systems, and understand how they work.
@TheWhiteTower16 i hope the government makes an effigy out of me
starting an illegal token dealing business where u can use models even if u are international by leveraging my identity
at the end of the day im gonna ask my model to collect the data from the internet rephrase it and create the entire codebase to redo the midtrain and posttrain
RSI only feels real in the mundane way it was real when the kimi team said k2 was helping curate training data, accelerating researchers
🖤
@Gcabrielclark @ryu0000000001 Also thanks to @rishiiyer01 for many bits of good advice, like lowk he was the one that convinced me to try MoE at last even though way back then I was not a believer. The model also still has residual traces of @fluffykittnmeow's autism even after so much time.
@Gcabrielclark is one of the most hardworking people I have ever been around. v inspirational to be around
Today we're releasing ZONOS2, our next-generation real-time TTS model with high-fidelity voice cloning. ZONOS2 is the most expressive open-source TTS model, released under Apache 2.0 and available on Zyphra Cloud on @AMD. 🧵
i was very surprised to see the recent diffusion-gemma use uniform state diffusion instead of MDM. I think there is little advantage to this approach currently in comparison to mdm or single step mdm with smaller blocks. Especially given the current devices we run inference on.
main thing here is I have seen with my own eyes no drop off (and even increase) in evals from doing single step spec mdm on an moe with decently high acceptance rates.
that being said their engineering is still top notch as their throughput is strong. But it can always be stronger through codesign with the arch and devices you run on.
my foot has been broken in multiple places how will this affect my legacy
@LLMenjoyer If this was 2021 the longevity community would have me on rapamycin immediately
@goth @goth600
146K Followers 10K Following VP, Witchcraft and Propaganda @ 𝕏 | Magic @ 21e8 | “tweets from the void” -redacted
Captain Pleasure, And... @algekalipso
43K Followers 6K Following Views of a Transhuman neo-Buddhist from the future on sociology, artificial intelligence, mathematics, philosophy, neonoir film, and the post-singularity era.
Michael P. Frank 💻... @MikePFrank
9K Followers 5K Following Reversible computing guru, straight outta Stanford, Microsoft, SRI, MIT, IBM, NASA, UF, FSU, & SNL. Senior Scientist @VaireHQ. Here to save the Universe. e/acc
fellow ⚚ traveler �... @architectonyx
2K Followers 691 Following grow endless forms most beautiful | antibackprop activist, autoiconic
wiki — open/acc @gssp_acc
9K Followers 2K Following original e/acc account | building open/acc | anti-slop
Burny - Effective Cur... @burny_tech
19K Followers 10K Following On the quest to understand the fundamental mathematics of intelligence and of the universe with curiosity. https://t.co/mMchI2d4pg Upskilling @StanfordOnline
loveofdoing @loveofdoing
5K Followers 1K Following Philosopher, Self-taught Programmer, Self-taught Cognitive Scientist, Marine Corps Veteran, Will talk about Artificial General Intelligence with anyone
Lewis 🇺🇸 @ctjlewis
46K Followers 21K Following Startup counterculture. LLMs. If you think I might be able to help you with something, ask.
friday fang @FangFriday
11 Followers 1K Following
MMM @MMM1897775
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Revant Mahajan @MahajanRevant
142 Followers 2K Following Generalised Robotic Exploration in Real World | M.S. CSE @UCSD | Ex-Software Engineer in Path Planning @AmazonRobotics
Rishi Padmanabhan @rishi____1
12K Followers 646 Following 20 | scaling edge cases | past: @stanford @meta ai and viral marketing software. https://t.co/4lAy3S8i8l
Dr ™©®™ 🚀 @ste_alth
49 Followers 5K Following
Kushal @chiefclawofficr
322 Followers 2K Following Aspiring Chief Claw Officer 🦞 Analytics Engineer by day 🧐 Building agents by night 🤖Tinkerer at heart! ❤️ OpenClaw Pilled 🔥30 Agents 👾 Token Devourer 😋
Delta Institute @ ICM... @DeltaInstitutes
4K Followers 476 Following Delta Institute is a community dedicated to supporting exceptional researchers and engineers.
Sandeep Chatterjee �... @S_ChatterjeeX
32 Followers 660 Following Deep Learning Learner || CS Student @ Indian Statistical Institute || Learning to research in deep learning. Looking for collaborations Let's connect !!
VioP @AcousimHss
172 Followers 1K Following the more you laugh the more you cry the more you cry the more you laugh models @rumik_ai
Yilty @loytr_9
10 Followers 1K Following
fluffy @fluffykittnmeow
698 Followers 380 Following
Aamir Hudda @aamir_hudda
708 Followers 1K Following ⚙️ @ycombinator prev cs @ucberkeley @meta @ebay @freeventures | sneakerhead
Ganesh Nanduru @gnanduru1
2 Followers 11 Following
Shivank Nigam @NigamShivank
139 Followers 1K Following systems for messy frontier tech: robotics, sensing, AI inference, evals ex @dirac_labs / @eth / @epfl currently building + writing in SF
Alex Wang @heyyalexwang
2K Followers 1K Following why spend your life being someone else, when a machine can do it better? | prev phd @StanfordAILab and mts @cartesia_ai
Gautham Vasan @Gautham529
187 Followers 215 Following I read. I write (occasionally). I build stuff. I’m interested in building robots with human-like intelligence. | Blog: https://t.co/XdpfsqIrBh
adi @adiprasadd
1K Followers 581 Following andera, @BainCapVC, & @uwaterloo fmr. ml @shopify @ardentai @serverobotics
Guohao Li 🐫 @guohao_li
14K Followers 4K Following Founder @Eigent_AI / @CamelAIOrg. Scaling RL Environments for Agents. Prev Oxford, KAUST, ETHz, Intel, Kumo.
bill tang @billtang
32 Followers 1K Following
Vincent Weisser @vincentweisser
30K Followers 6K Following ceo @primeintellect — open stack for self-improving agents
leloy! @leloykun
8K Followers 5K Following Math @ AdMU • NanoGPT speedrunner • Muon fan 🤍 • prev ML @ XPD • 2x IOI & 2x ICPC WF • https://t.co/nfO038itfn
Junjie A. Xiong @ ICL... @jaraxiong
241 Followers 1K Following @UCBerkeley | @rllm_project at @BerkeleySky and @stanfordnlp | Prev. @XiaomiMimo @TencentHunyuan
ZKP @ZKPxyz
602 Followers 7K Following AIxWeb3 hacker and Angel Investor. Web1 and Web2 veteran. Currently exploring the agentic efficient frontier.
📗 @__the__human__
28 Followers 4K Following
Phil @Philly_Bsteak
32 Followers 3K Following
Sourik @Sourik24
371 Followers 5K Following Making CPUs and GPUs go brrrrr. Looking to work on fun and challenging stuff.
Dylan Zhang @dylan_works_
1K Followers 7K Following 🔍Seeking internship/collab for self-improvement & post-train (Start ups welcome!!) 📖Modeling Language @UofIllinois CS PhD | @GoogleDeepMind | @MSFTResearch
Robert Scoble @Scobleizer
589K Followers 52K Following San Francisco/Silicon Valley AI | Robots, holodecks, BCIs, analysis of new things | Ex-Microsoft, Rackspace, Fast Company | Wrote eight books about the future.
Brendan Graham @brendanigraham
494 Followers 1K Following
ST @samx3499
22 Followers 1K Following
Ryan D. Hatch @rdkhatch
1K Followers 5K Following AI Privacy. Product @ Hydra. Family man. Saved by Grace.
John Yang @jyangballin
6K Followers 1K Following CS PhD @Stanford. Created @SWEbench (multi-lingual/modal); SWE-agent; SWE-smith; InterCode; CodeClash; ProgramBench
@goth @goth600
146K Followers 10K Following VP, Witchcraft and Propaganda @ 𝕏 | Magic @ 21e8 | “tweets from the void” -redacted
Captain Pleasure, And... @algekalipso
43K Followers 6K Following Views of a Transhuman neo-Buddhist from the future on sociology, artificial intelligence, mathematics, philosophy, neonoir film, and the post-singularity era.
Michael P. Frank 💻... @MikePFrank
9K Followers 5K Following Reversible computing guru, straight outta Stanford, Microsoft, SRI, MIT, IBM, NASA, UF, FSU, & SNL. Senior Scientist @VaireHQ. Here to save the Universe. e/acc
fellow ⚚ traveler �... @architectonyx
2K Followers 691 Following grow endless forms most beautiful | antibackprop activist, autoiconic
typedfemale @typedfemale
46K Followers 559 Following a really exciting new account "advanced pytorch user" - @cHHillee alt: @typedalt
lilli 🔜 AC @frict
3K Followers 2K Following 23 | She/her | Idle vapourings of a mind diseased 🔞 vox: @atctts
Joscha Bach @Plinz
159K Followers 796 Following
Emad @EMostaque
327K Followers 189 Following Building first principles, sovereign AI @ii_posts. Founder @StabilityAI. Consistent inference is possible.
Scry Visuals @Scrygl
4K Followers 1K Following Dad - Graphics from scratch, capturing natural mathematical beauty. Custom generative visuals for music + tech — commissions open. 💻https://t.co/n83bWw8uE4
wiki — open/acc @gssp_acc
9K Followers 2K Following original e/acc account | building open/acc | anti-slop
Burny - Effective Cur... @burny_tech
19K Followers 10K Following On the quest to understand the fundamental mathematics of intelligence and of the universe with curiosity. https://t.co/mMchI2d4pg Upskilling @StanfordOnline
Harsh Mehta @HarshMeh1a
7K Followers 511 Following Co-Founder & CTO @Mirendil, Past: AI R&D @AnthropicAI, @GoogleDeepmind, Gemini
Eric W. Tramel @fujikanaeda
4K Followers 894 Following Research Scientist @ Nvidia. Ex: Synth Data @ Gretel & Unlearn, Federated Learning @ Amazon Alexa & Owkin. Postdocs @ INRIA & ENS. Views my own.
Delta Institute @ ICM... @DeltaInstitutes
4K Followers 476 Following Delta Institute is a community dedicated to supporting exceptional researchers and engineers.
Jim Fan @DrJimFan
473K Followers 3K Following NVIDIA Director of Robotics & Distinguished Scientist. Co-Lead of GEAR lab. Solving Physical AGI, one motor at a time. Stanford Ph.D. OpenAI's 1st intern.
bimboozled @bimboozler
318 Followers 38 Following to be cringe is to be free @harvard @theteamatx @modal formerly @google @wearehrt @usattorneys
Tessa Barton @tessybarton
4K Followers 1K Following Designer: GPU purse @gpupurse Member: technical staff @thinkymachines Prev: @mosaicML @NYTimes @BrownU
Allan Zhang @allanzhangML
72 Followers 301 Following junior + ml research @ucla, former research intern @datologyai helix + vim enthusiast
fluffy @fluffykittnmeow
698 Followers 380 Following
Ganesh Nanduru @gnanduru1
2 Followers 11 Following
adi @adiprasadd
1K Followers 581 Following andera, @BainCapVC, & @uwaterloo fmr. ml @shopify @ardentai @serverobotics
Brendan Graham @brendanigraham
494 Followers 1K Following
Gautham Vasan @Gautham529
187 Followers 215 Following I read. I write (occasionally). I build stuff. I’m interested in building robots with human-like intelligence. | Blog: https://t.co/XdpfsqIrBh
Iain Dunning @iaindunning
12K Followers 517 Following Head of AI @ HRT (@WeAreHRT), Chairman @ New York Transit Museum, Friend of Riverside Park Conservancy
John Yang @jyangballin
6K Followers 1K Following CS PhD @Stanford. Created @SWEbench (multi-lingual/modal); SWE-agent; SWE-smith; InterCode; CodeClash; ProgramBench
Zirui Wu @WilliamZR7
316 Followers 658 Following PhD student @hkunlp2020 | Diffusion Language Models | Prev. PKU, Kuaishou | Opinions my own
Mark Attar @mark_attar
463 Followers 2K Following mts @FactoryAI prev @tesla work on important problems
Lazarz @Laz4rz
6K Followers 2K Following Neuroenginnering @EPFL (@ETH), did agents @nunudotai, @physics_UW, R6 veteran
Bhavana Mehta @BhavanaMehta13
43 Followers 268 Following Zyphra | PhD @PennCIS | Distributed Systems and Machine Learning
Justus Mattern @MatternJustus
8K Followers 851 Following Co-Founder @ProximalHQ | prev. research @PrimeIntellect, @MPI_IS and built revideo
Jinzhao Wang @JZWANG_T1
13 Followers 98 Following ML Research/Post training @ZyphraAI vibe quantum physicist Prev: PhD @ETH Postdoc @Stanford in Quantum Information Theory
Cody Blakeney @code_star
7K Followers 2K Following Leading research at @arcee_ai | Formerly Data Research Lead @DbrxMosaicAI | Visiting Researcher @meta | Ph.D | #TXSTFOOTBALL fan | https://t.co/4G6Jf3b0V4
Ian Sears @IanSears96
51 Followers 127 Following
Pritish Yuvraj @pritish_yuvi
174 Followers 386 Following MTS @ZyphraAI (AI NeoLab). Ex- Llama, Ex-Meta, Ex-Instagram. Co-author llama3 paper / Llama4 team. Hometown: Ranchi, Jharkhand, India 🇮🇳
Sungyeon Yang @SungyeonY
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Henry Zheng @zhenghhz
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arb8020 @arb8020
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1a3orn @1a3orn
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Chinmay @ChinmayKak
4K Followers 2K Following 21. gradient ascender. RL and Agents @MSFTResearch . love @teamIvLabs. dms open!
erisa @erisaonX
7K Followers 888 Following PhD candidate in Mathematics @ UTAustin. Interested in nonlocal PDEs, ML for scientific computing, AI for math and LLMs.
Joanne Jang @joannejang
51K Followers 1K Following trying to automate my work @coreautoai // prev: model behavior & labs @openai
driss guessous @drisspg
2K Followers 256 Following bytes and nuggets @pytorch https://t.co/gWVJmW741f

















































