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Introducing Hedra Model Factory: an autonomous inference and training platform for building models for the real world. The recursive self-improvement loop behind frontier research has been locked inside a few labs. We're opening it to teams in robotics, manufacturing, biology and defense. Our researchers come from Stanford, NVIDIA and...

2,520,313 görüntüleme • 2 gün önce •via X (Twitter)

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Hedra profil fotoğrafı
Hedra2 gün önce

We're expanding to full-service research support. Start with your data and simulation environments. We help with the entire model development lifecycle, from your first RL environment to every subsequent iteration. Every team gets forward-deployed researchers who work alongside you at each step. Here's what our researchers have been working on ↓

Hedra profil fotoğrafı
Hedra2 gün önce

→ Post-training world models for physical consistency. One researcher retrained H3 across data, simulation and the hero run to beat leading frontier models on Google DeepMind's Physics-IQ (34.9 vs 30.3) → We discovered a new distillation technique that runs world models in real time without losing physical consistency, now powering our synthetic data pipeline for customers → Autonomous evals that catch defects in training data. We optimized a VLA to dramatically cut captioning and QC costs → Building infrastructure to scale past 100,000 simultaneous RL environments and simulators on our new CPU/GPU sandboxes We're publishing the research as we go, starting this week.

Hedra profil fotoğrafı
Hedra2 gün önce

We're building a factory that gets faster with every model it produces, and adding thousands of GPUs to power it. Talk to our team today →

joyce profil fotoğrafı
joyce2 gün önce

ig now's a good time to say: - if you need compute, we have compute, B300s, 200s, H100s, H200s, AMD MI355X - if you want to post-train OSS models for specialised use cases (eg. driving tractors, analysing stem cells, etc) we'll do it for you - we have GPU sandboxes dm me!!

The Rabbit Hole profil fotoğrafı
The Rabbit Hole2 gün önce

Robotics is going to change the world. There’s a lot of untapped potential, especially as the scope of roles improves.

Hedra profil fotoğrafı
Hedra2 gün önce

potential goes brr

Paul Mit profil fotoğrafı
Paul Mit2 gün önce

it's actually very impressive and refreshing to see the products that reach outside the digital on the timeline 💪 what's the plan for the future?

andrew chen profil fotoğrafı
andrew chen2 gün önce

Congrats to @mjlbach and the Hedra team!!

Hedra profil fotoğrafı
Hedra2 gün önce

@mjlbach thanks Andrew!!

Everett Butler profil fotoğrafı
Everett Butler2 gün önce

physical AI is the future, and whoever delivers the end to end infrastructure optimized for pixels and atoms vs. text is going to win big.

Hedra profil fotoğrafı
Hedra2 gün önce

indeed. new era of models

Science girl profil fotoğrafı
Science girl2 gün önce

This is super interesting

EP profil fotoğrafı
EP2 gün önce

congrats 👏

Santiago profil fotoğrafı
Santiago2 gün önce

This sounds like a service, right? Based on what I understand, this is not self-serve, correct?

Hedra profil fotoğrafı
Hedra2 gün önce

yes its a service! we'll work with you

shirish profil fotoğrafı
shirish2 gün önce

34.9 vs 30.3 against deepmind is no joke

Daniel Smidstrup profil fotoğrafı
Daniel Smidstrup2 gün önce

Recursive self-improvement is for sure the key to actually getting to the next level! How close are we at this point to AI just continuously getting smarter, truly on its own?

Hedra profil fotoğrafı
Hedra2 gün önce

we're already seeing it internally

Daniel Smidstrup profil fotoğrafı
Daniel Smidstrup2 gün önce

Does it have an end or will it keep going?

elvis profil fotoğrafı
elvis2 gün önce

Bringing the self-improvement loop to robotics and real-world data is a big step. Congrats on the launch!

Dev Shah profil fotoğrafı
Dev Shah2 gün önce

congrats this is insane

Hedra profil fotoğrafı
Hedra2 gün önce

thx

Jon Lai profil fotoğrafı
Jon Lai2 gün önce

So excited for this! So much demand for models for the real world 🏭

Hedra profil fotoğrafı
Hedra2 gün önce

accelerate

sophia dew profil fotoğrafı
sophia dew2 gün önce

congrats!

Hedra profil fotoğrafı
Hedra2 gün önce

thanks sophia!

bunny profil fotoğrafı
bunny2 gün önce

fully autonomous looped inference and training platform is actually crazy

Hedra profil fotoğrafı
Hedra2 gün önce

crazier things coming

tech bro profil fotoğrafı
tech bro2 gün önce

This is so freaking cool team!!!

Hedra profil fotoğrafı
Hedra2 gün önce

hell yea

tech bro profil fotoğrafı
tech bro2 gün önce

Great video team!

haris profil fotoğrafı
haris2 gün önce

lfg this is sick

Hedra profil fotoğrafı
Hedra2 gün önce

right back at ya

Future Brian profil fotoğrafı
Future Brian2 gün önce

banger launch :)

Hedra profil fotoğrafı
Hedra2 gün önce

bang bang!!

Krea profil fotoğrafı
Krea2 gün önce

🔥🔥🔥

Hedra profil fotoğrafı
Hedra2 gün önce

🔥🫡

phed profil fotoğrafı
phed2 gün önce

the stuff only the big ai labs had is now open to everyone. hedra cooking

Hedra profil fotoğrafı
Hedra2 gün önce

we cooked and we ate

Livia Han 🐯 profil fotoğrafı
Livia Han 🐯2 gün önce

congrats hedra team!!

Hedra profil fotoğrafı
Hedra2 gün önce

ty liv!!

David Kwon profil fotoğrafı
David Kwon2 gün önce

Congrats on the launch!

Hedra profil fotoğrafı
Hedra2 gün önce

thank you David!

litquidity profil fotoğrafı
litquidity2 gün önce

I wish I had more friends IRL to discuss this with

Markets & Mayhem profil fotoğrafı
Markets & Mayhem2 gün önce

I am so bullish on robotics long-term. I think it's going to change how a lot of humanity works for the better. But one of the biggest shortcomings right now is exactly this. The lack of the ability to adapt. Great idea with Model Factory. This is the innovation we need in the space!

Palash Awasthi profil fotoğrafı
Palash Awasthi2 gün önce

this changes everything 🔥

Hedra profil fotoğrafı
Hedra2 gün önce

everything's changing

Andrew profil fotoğrafı
Andrew2 gün önce

massive congrats!!!

Hedra profil fotoğrafı
Hedra2 gün önce

yay thanks andrew

Exec Sum profil fotoğrafı
Exec Sum2 gün önce

This is the next hot space in AI

Hedra profil fotoğrafı
Hedra2 gün önce

we're only getting started

Heshie Brody profil fotoğrafı
Heshie Brody2 gün önce

this is super cool!

Hedra profil fotoğrafı
Hedra2 gün önce

🔥

Damir Becirovic profil fotoğrafı
Damir Becirovic2 gün önce

Amazing work Hedra team

Hedra profil fotoğrafı
Hedra2 gün önce

thanks!

hubert 🎬 profil fotoğrafı
hubert 🎬2 gün önce

nice, congrats and good luck

Hedra profil fotoğrafı
Hedra2 gün önce

pow pow

Emil profil fotoğrafı
Emil2 gün önce

Could you outline a bit what a recursive self-improvement loop looks like for robotics, for instance? I mean it seems clear how it works with LLMs, where they become smarter and thus improve even faster from there. But it is not clear how this positive feedback loop could work for other types of models that are not building themselves? To me it looks more like an adaptive research strategy that is continuously finding out what the best hypothesis is to test to obtain the best knowledge for further improvement. That is still impressive though!

klöss profil fotoğrafı
klöss2 gün önce

massive day for the Hedra team congrats y’all!

Aditi profil fotoğrafı
Aditi2 gün önce

what does the testing and validation process look like before a custom-trained model is ready for actual production use?

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