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Introducing Paris - world's first decentralized trained open-weight diffusion model. We named it Paris after the city that has always been a refuge for those creating without permission. Paris is open for research and commercial use.

607,854 views • 1 year ago •via X (Twitter)

72 Comments

bagel.com's profile picture
bagel.com1 year ago

Paris does something that shouldn't work. It's a combination of smaller expert diffusion models pre-trained from scratch, across different continents in complete isolation. Absolutely zero synchronization among each other during training. This zero communication protocol achieves comparable quality to SOTA distributed approaches using 14× less data and 16× less compute. How? See our full technical report and model weights below. Full Technical Report: Model Weights:

bagel.com's profile picture
bagel.com1 year ago

Here's what we did differently. Distributed training typically uses parallelism techniques like data parallelism, pipeline parallelism, model parallelism etc. All require synchronization between compute nodes. We removed this requirement entirely with Paris through decentralized flow matching. After training, we built a lightweight DiTRouter, also in complete isolation, that learned to select experts at inference based on noisy latents.

bagel.com's profile picture
bagel.com1 year ago

The numbers. Paris achieved comparable results to SOTA decentralized approaches while using: 14× less training data (11M vs 158M images) 16× less compute (120 A40 GPU-days vs ~1176 A100-days) Paris also wins against monolithic training baselines. Our Top-2 routing on DiT-B/2 hits FID-50K of 22.60, a 7.04 point improvement over single-model training (29.64).

bagel.com's profile picture
bagel.com1 year ago

The results. These images came from 8 experts that never spoke to each other during training. We believe if we can scale this approach, this is the first real step towards open source superintelligence. But that requires solving some more really really hard problems. If you're interested in helping us achieve this while doing the best open-source work of your life, come work with us,

Future Stacked's profile picture
Future Stacked1 year ago

With zero communication during training and 14× less data needed, this could change everything for open-source AI. Visit to try Paris

bagel.com's profile picture
bagel.com1 year ago

🗼🗼🗼

djcows's profile picture
djcows1 year ago

let's goooo, actually something new and promising👀

bagel.com's profile picture
bagel.com1 year ago

hell yea, superintelligence ftw!!!

Chubby♨️'s profile picture
Chubby♨️1 year ago

Lets go!

bagel.com's profile picture
bagel.com1 year ago

making superintelligence open!!

Chubby♨️'s profile picture
Chubby♨️1 year ago

❤️❤️

Chris's profile picture
Chris1 year ago

AGI, will become a populace American effort

bagel.com's profile picture
bagel.com1 year ago

asi one step at a time!!!

Kiri's profile picture
Kiri1 year ago

@bidhan WAHHHH HUGE!!!

bagel.com's profile picture
bagel.com1 year ago

@bidhan 🥯🥯🥯

Philip Kiely's profile picture
Philip Kiely1 year ago

Awesome to see such a novel approach to training a model and a full commercial release. Congrats the the Bagel team and looking forward to open source ASI!

bagel.com's profile picture
bagel.com1 year ago

making asi opensource one step at a time.🚀

Alex Prompter's profile picture
Alex Prompter1 year ago

Love open source with passion

bagel.com's profile picture
bagel.com1 year ago

We love it too 🚀🚀

mel's profile picture
mel1 year ago

lfggggggg!!!!!!

bagel.com's profile picture
bagel.com1 year ago

open source superintelligence!

Alamin's profile picture
Alamin1 year ago

This is wild — true decentralized intelligence in action. 🔥

bagel.com's profile picture
bagel.com1 year ago

open source asi!!!

Filecoin's profile picture
Filecoin1 year ago

open minds build enduring worlds

bagel.com's profile picture
bagel.com1 year ago

opensource ftw!!

alisa rae .☘︎ ݁˖'s profile picture
alisa rae .☘︎ ݁˖1 year ago

congrats!! 🥯🥯

Kalsoom (ghotai )'s profile picture
Kalsoom (ghotai )1 year ago

Paris is revolutionizing AI training with zero communication between experts proving that less can truly be more. Excited to see where this decentralized approach takes us.

bagel.com's profile picture
bagel.com1 year ago

superintelligence one step at a time!!!

Alejandro Martinez | IA's profile picture
Alejandro Martinez | IA1 year ago

Bagels + Paris = the taste of revolution.

bagel.com's profile picture
bagel.com1 year ago

match made for superintelligence!!

Protocol Labs's profile picture
Protocol Labs1 year ago

👏👏👏

bagel.com's profile picture
bagel.com1 year ago

🚀🚀🚀

sui's profile picture
sui1 year ago

🥯 +🗼is pure genius! bullish on the open source superintelligence.

aadharsh's profile picture
aadharsh1 year ago

future of france!

bagel.com's profile picture
bagel.com1 year ago

The future of the world! 🥯

Fakhr's profile picture
Fakhr1 year ago

Paris…. Isn’t the name cool though! I like it

bagel.com's profile picture
bagel.com1 year ago

ikr 🚀🚀

Shamim Hossain's profile picture
Shamim Hossain1 year ago

That's impressive

bagel.com's profile picture
bagel.com1 year ago

Thanks, Shamim! We're excited to see what comes next

Shamim Hossain's profile picture
Shamim Hossain1 year ago

Thanks a lot

Nima Vaziri's profile picture
Nima Vaziri1 year ago

🔥

bagel.com's profile picture
bagel.com1 year ago

🚀🚀🚀

Shruti's profile picture
Shruti1 year ago

This is amazing!! pushing freedom forward 🚀

bagel.com's profile picture
bagel.com1 year ago

one step at a time, lfgg

Sinozick's profile picture
Sinozick1 year ago

🔥🔥🔥

bagel.com's profile picture
bagel.com1 year ago

superintelligence in big 2025

D-Coder's profile picture
D-Coder1 year ago

Paris shows open-source AI can scale in new ways.

bagel.com's profile picture
bagel.com1 year ago

🥯🥯🥯

Pradeep Pandey's profile picture
Pradeep Pandey1 year ago

Impressive results. Excited to see where Paris goes next.

bagel.com's profile picture
bagel.com1 year ago

towards the singularity!

Alex Veremeyenko's profile picture
Alex Veremeyenko1 year ago

Great job team!!

bagel.com's profile picture
bagel.com1 year ago

Thanks, Alex!

Alex Veremeyenko's profile picture
Alex Veremeyenko1 year ago

You’re welcome ☺️

sabir hussain's profile picture
sabir hussain1 year ago

Paris first open diffusion model for unrestricted creation.

bagel.com's profile picture
bagel.com1 year ago

and this is just the start 🔥

mirian's profile picture
mirian1 year ago

bagel with paris are the secret ingredients for revolution

bagel.com's profile picture
bagel.com1 year ago

🥯🥯🥯

Chidanand Tripathi's profile picture
Chidanand Tripathi1 year ago

Love the name and the idea behind it. Excited to see what people create with Paris!

bagel.com's profile picture
bagel.com1 year ago

superintelligence ftw!!!

Karthik Senthil's profile picture
Karthik Senthil1 year ago

this is super cool, congrats!

bagel.com's profile picture
bagel.com1 year ago

absolutely, asi ftw!!

AI Enthusiast's profile picture
AI Enthusiast1 year ago

Video goes hard

bagel.com's profile picture
bagel.com1 year ago

This is not just another launch video 🔥

Kawsar's profile picture
Kawsar1 year ago

That’s awesome! Love the name choice too. Paris really embodies creative freedom. Excited to see what people will achieve with this!

bagel.com's profile picture
bagel.com1 year ago

who was in paris??????? 🚀🚀

AB's profile picture
AB1 year ago

Woah 16x less compute to train! Lets goo 👏🏻

bagel.com's profile picture
bagel.com1 year ago

lfggggg

Md Riyazuddin's profile picture
Md Riyazuddin1 year ago

Amazing initiative! Excited to explore how Paris enables unrestricted creativity and experimentation in AI-driven generation.

bagel.com's profile picture
bagel.com1 year ago

making superintelligence accessible one step at a time.

Nayeem Sheikh's profile picture
Nayeem Sheikh1 year ago

“Paris” is more than a model — it’s a statement about how innovation thrives without permission.

bagel.com's profile picture
bagel.com1 year ago

onwards and upwards towards the superintelligence!!

JJ's profile picture
JJ1 year ago

@Scobleizer 🔥

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