We turned @OpenAI's math problems into open-source RL environments on @huggingface!
Early and rough (the verifier only accepts the exact original formalization, so an equivalent proof can still score 0), but this is what it looks like when a research release becomes executable training infrastructure for everyone.
This is an exciting direction imo: turning open research into open executable environments that anyone can build on to train better open models!
https://t.co/CtDUzi1DPP
SPARE, a short film generated with the full version of Kling 4.0.
Finally here. Thanks to Kling AI for early access. Made with full Kling 4.0 and Omni Referenc
- Native 30s output
- Sharper sound and picture
- Tighter lip-sync
- 21:9 cinematic
Kling 4.0 launches in October.
Palisade interviewed 22 current and former employees from OpenAI, DeepMind, and Anthropic about their personal views and fears around AI development.
Today, weโre releasing the first batch of those interviews.
Please watch and share.
For context, this is about 1.5x the amount of data used to train the original Whisper.
You could combine this with YODASv2, VoxPopuli, MLS, Peopleโs Speech v1 and v2 to train a model on roughly 3M hours of open data.
We've had a lot of fun with Eleven v4. The level of realism keeps surprising us, and we think you'll have fun with it too.
At the same time, it's incredibly practical, leading in pronunciation robustness and human preference.
Who wants more speech training data?
YODAS v3 is now available @huggingface
Itโs 1.1M hours - the biggest audio dataset ever. And the first at this scale with stereo audio at 48kHz, with timestamped transcripts and translations. 100+ langs
https://t.co/KLS44NvDC5
CC-BY-3.0
Excited to share our new ๐ผ๐ฝ๐ฒ๐ป-๐๐ผ๐๐ฟ๐ฐ๐ฒ work, ๐๐๐ฅ๐ ๐ข๐ก๐ฌ, a framework for reconstructing compositional 3D scenes from single indoor images.
Much like a 3D artist, our VLM agent builds the scene in a ๐ต๐ถ๐ฒ๐ฟ๐ฎ๐ฟ๐ฐ๐ต๐ถ๐ฐ๐ฎ๐น ๐ผ๐ฟ๐ฑ๐ฒ๐ฟ: first the room structure and camera, then wall-mounted objects, free-standing furniture, and finally dependent decorations. After each stage, it compares its render against the input image, reflects on what went wrong, and iteratively corrects the scene to prevent errors from accumulating.
Even with older VLM backbones, our framework remains ๐ฐ๐ผ๐บ๐ฝ๐ฒ๐๐ถ๐๐ถ๐๐ฒ ๐๐ถ๐๐ต ๐๐ฃ๐ง-๐ฒ ๐๐๐๐ฟ๐ฎ ๐ถ๐ป ๐๐ถ๐๐๐ฎ๐น ๐พ๐๐ฎ๐น๐ถ๐๐, ๐๐ต๐ถ๐น๐ฒ ๐ฎ๐ฐ๐ต๐ถ๐ฒ๐๐ถ๐ป๐ด ๐ฏ๐ฒ๐๐๐ฒ๐ฟ ๐ด๐ฒ๐ผ๐บ๐ฒ๐๐ฟ๐ถ๐ฐ ๐ฎ๐น๐ถ๐ด๐ป๐บ๐ฒ๐ป๐ for single-image 3D scene reconstruction.
We also release ๐๐๐ฅ๐ ๐ข๐ก๐ฌ๐ฏ๐ฌ๐ฌ, a benchmark for single-image 3D scene reconstruction with 300 scenes across three difficulty tiers: easy, medium, and complicated.
๐ Project: https://t.co/rxCKUzkHlD
๐ Leaderboard: https://t.co/viJWQyVHVu
๐ค Data: https://t.co/idDjT0Qz1r
๐ Paper: https://t.co/BqnnrUeFVy
Me, in a time machine, to Eliezer in 2006: The year is 2026. You stand back to back with Bernie Sanders. Peter Thiel has named you the Antichrist.
EY-2006: Oh no. Did somebody invent pharmacological mind control and use it on me, or-
Me: Nvidia was on the verge of destroying all things. You had no choice.
EY-2006: Are we talking about the computer graphics card manufacturer, or an unrelated supervillian named "Invidia"?
Me: The former. It turned out that computer graphics cards contained a surprising amount of world-destroying potential. All attempts at hindering the reckless exploitation of the Graphic Card Force for corporate profit were stymied by the far left, which feared that any attempts to regulate them might lead to regulatory capture. Other attempts were made to prevent Nvidia from selling to foreign companies that resold to communist China, but those attempts were blocked by the far right. Nvidia is now a $5.5 trillion company.
EY-2006: ...What are politics like in 2026, exactly?
Me: In other news that is mostly unrelated, the decision theory paper you're currently working on will accidentally spark off a transgender vegan murder cult.
EY-2006: A WHAT? Why? How? Why?
Me: Millions know your name as the greatest of heroes, millions more as the greatest of villains, and other millions know you solely as the greatest author of Harry Potter fanfiction.
EY-2006: This is beginning to strain credulity.
Me: The New York Post will probably soon publish a story claiming that you keep a harem of submissive mathematicians. Sadly, they will be lying.
EY-2006: I'm going to stop believing you now.
Me: All of this is taking place under the ominous shadow of Donald Trump.
Today we release FLUX 3 Action - an open-weight 7B world-action model, achieving SOTA performance and efficiency on various leaderboards such as RoboLab.
I am incredible proud of the team - and both backbone and embodiment-specific finetunes are open weight, alongside the training recipes!
To further accelerate the Moss-TTS model, I optimized the 2B-parameter codec model locally on my RTX 5070 device. I will publish the H100 device results soon.
Changing the camera with MiniMax H3 and SAM 3D Body while keeping the environment consistent. If I'd known I'd get it working this fast, I would have said something smart...
More examples below!
In biology, like in cybersecurity, weโll learn in the coming years that most of the risk is concentrated and created by the few most powerful labs and that open-source AI is the solution and mitigation of this risk!
Weโve been working with LAION on a voice acting arena. You listen to two models doing the same scene and compare how well they pull it off.
Itโs ready to try now - would love to hear what you think ๐
AI voices can speak. Can they act?
With TTSArena we built a Voice Acting Arena: two models, same scene, you pick the more believable performance. ๐ญ
We would love to hear what you think! ๐๐ฆ
https://t.co/eVGCGzXlf5