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Pluralis Research
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Pluralis Research
@Pluralis
Pluralis is a research lab focused on collectively-owned AI.
pluralis.ai
Joined July 2024
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  • Pinned
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    Pluralis Research
    @Pluralis
    May 20
    Today we're releasing Agora: the first ever pretraining stack that allows non-collocated consumer GPUs to be competitive with centralized clusters Agora is 15x faster than Megatron-LM in this setting and is only 1.5x less efficient in terms of tokens per unit compute than
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  • Pluralis Research reposted
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    Thalaiyasingam Ajanthan
    @tha_ajanthan
    11h
    On the back of our ICML workshop on Protocol Learning, our official workshop proposal has been accepted at NeurIPS, titled "Open, Collaborative, and Decentralized Training of Foundation Models". There is an exceptional set of speakers, and the call for papers is coming soon! In
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    Pluralis Research
    @Pluralis
    Jul 11
    The cheat sheet for our Protocol Learning workshop, brought to you by Pluralis Research Scientist @hmdolatabadi Videos coming soon!
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    Hadi M. Dolatabadi โœˆ๏ธ ICML
    @hmdolatabadi
    Jul 11
    We had an amazing time yesterday at the Protocol Learning Workshop at #ICML2026 in Seoul! It was a full day of learning from researchers working across distributed optimisation, decentralised training, and large-scale LLM training. Hereโ€™s a brief recap ๐Ÿงต 1/n
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    Pluralis Research
    @Pluralis
    Jul 10
    Second Protocol Learning Workshop at ICML is a wrap. A packed day of talks and posters covering large scale distributed training and open source AI. A movement is growing.
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  • Pluralis Research reposted
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    Thalaiyasingam Ajanthan
    @tha_ajanthan
    Jul 10
    Poster session was engaging and sparked a lot of discussions. Thanks for all the speakers and poster presenters! @Pluralis
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  • Pluralis Research reposted
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    Thalaiyasingam Ajanthan
    @tha_ajanthan
    Jul 10
    I regret not paying enough attention to schedule-free methods before. Very elegant and seems performant! Thanks, @aaron_defazio for the great talk.
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  • Pluralis Research reposted
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    Thalaiyasingam Ajanthan
    @tha_ajanthan
    Jul 10
    Thoroughly enjoyed the talk by @konstmish at our workshop today. @Pluralis Happening now, schedule here: pluralis.ai/events/icml-prโ€ฆ
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    Pluralis Research
    @Pluralis
    Jul 8
    Open models are a policy choice. And policies change.
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    Reuters
    @Reuters
    Jul 7
    EXCLUSIVE: Beijing is looking at curbing overseas access to China's top AI models, sources say reut.rs/3QJPHnk reut.rs/3QJPHnk
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  • user avatar
    Pluralis Research
    @Pluralis
    Jul 7
    Happening now at ICML: @ChaminHewa presenting Factored Gossip DiLoCo: Reducing Blocking Communication in DiLoCo Stop by poster 3811!
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    Pluralis Research
    @Pluralis
    Jul 6
    Pluralis-8B is done, the first pipeline-parallel training over WAN with our new Agora system. We maintained approximately 20% MFU throughout the run, with a completely dynamic pool of devices utilising networking speeds 100-1000x slower than a datacenter setup
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    Pluralis Research
    @Pluralis
    Jul 6
    In total 176 contributors participated with consumer GPUs; 4090s, 5090s, 6000 Ada and RTX PRO 6000s scattered around North America. Throughout the run, 669 GPUs joined, 607 dropped and the TPS did not budge from 170k tokens per second. We could never simulate such real-world
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    Pluralis Research
    @Pluralis
    Jul 6
    We thank everyone that helped out! A 70 page, detailed tech report on the entire system including all arch. details, system parameters and analysis coming asap!
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    Pluralis Research
    @Pluralis
    Jul 6
    If you are at ICML be sure to stop by our poster session tomorrow morning! Details below:
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    Chamin Hewa Koneputugodage
    @ChaminHewa
    Jul 6
    Our #ICML2026 paper: "๐…๐š๐œ๐ญ๐จ๐ซ๐ž๐ ๐†๐จ๐ฌ๐ฌ๐ข๐ฉ ๐ƒ๐ข๐‹๐จ๐‚๐จ: ๐‘๐ž๐๐ฎ๐œ๐ข๐ง๐  ๐๐ฅ๐จ๐œ๐ค๐ข๐ง๐  ๐‚๐จ๐ฆ๐ฆ๐ฎ๐ง๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐ข๐ง ๐ƒ๐ข๐‹๐จ๐‚๐จ" from @Pluralis now has a blog post! It is also available on ArXiv, and we'll be presenting it ๐ญ๐จ๐ฆ๐จ๐ซ๐ซ๐จ๐ฐ in the Morning Poster
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  • Pluralis Research reposted
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    Paul Janson @ ICML 2026 ๐Ÿ‡ฐ๐Ÿ‡ท
    @janson002
    Jul 4
    Iโ€™ll be at @icmlconf 2026 ๐Ÿ‡ฐ๐Ÿ‡ท presenting Spectron at the main conference and also at the Protocol Learning Workshop by @Pluralis.
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    Paul Janson @ ICML 2026 ๐Ÿ‡ฐ๐Ÿ‡ท
    @janson002
    Feb 16
    Weโ€™re excited to share our new work : โ€œStabilizing Native Low-Rank LLM Pretraining.โ€ (arxiv.org/abs/2602.12429) ๐Ÿš€ Can we train LLMs from scratch using only low-rank factorized weights and still match dense performance? Short answer: yes (with care).
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  • Pluralis Research reposted
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    Zana Ventures
    @ZanaVentures
    Jul 3
    Article cover image
    Article
    The AI Arms Race Has a New Competitor โ€” and It Has No CEO
    In August 2024, we sat down with Alexander Long together with our friend @goinggddark, at a time when Pluralis had fewer than 50 followers on X, and most of the AI world had never heard the name. A...
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  • Pluralis Research reposted
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    Riccardo Patana
    @RiccardoPatana
    Jul 3
    #ICML26 is around the corner, and I'm excited to be already in Seoul for the conference! ๐Ÿ‡ฐ๐Ÿ‡ท At @Pluralis , we're building decentralized training over the internet with the goal of making AI development more open, distributed, and democratic. I'll be around throughout the week,
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    arxiv.org
    Factored Gossip DiLoCo: Reducing Blocking Communication in DiLoCo
    To make large-scale distributed training practical outside high-bandwidth datacenters, we must reduce blocking, high-volume synchronization. While DiLoCo communicates infrequently, its outer...
    1K
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