Thinking one step ahead isn't enough for robots operating in the real world.
They need to plan across longer horizons while responding to changing conditions.
LINGBOT-VA 2.0 is embracing that challenge.
๐คRobots that think ahead and act in real time.
LingBot-VA 2.0 โ the first embodied-native foundation model. Not fine-tuned from a video generator. Built from scratch for the physical world.
โ 93.6% success on bimanual tasks
โก 150 Hz single-GPU inference
๐ฏ 20 demos to generalize.
This is what happens when you stop adapting and start building natively. ๐งต๐
๐คRobots that think ahead and act in real time.
LingBot-VA 2.0 โ the first embodied-native foundation model. Not fine-tuned from a video generator. Built from scratch for the physical world.
โ 93.6% success on bimanual tasks
โก 150 Hz single-GPU inference
๐ฏ 20 demos to generalize.
This is what happens when you stop adapting and start building natively. ๐งต๐
From software development to engineering, AI keeps expanding its capabilities.
Seeing natural language translated into executable CAD programs is genuinely impressive.
This is the kind of progress that can reshape industries.
๐ Paper: https://t.co/5qc21tj0aW
โก Try Sparkoh: https://t.co/vbXSvKeDvt
Introducing Arko-T โ a 4B model that turns natural-language intent into executable, parametric Physical-3D programs.
Most text-to-3D models generate shapes.
Arko-T generates designs.
We benchmarked Arko-T against 7 frontier LLMs across 12 metrics on Text2CAD-Bench.
#1 on 8 of 12 metrics.
#2 on 3 more.
Arko-T is not yet available in Sparkoh. Product integration will come in a future update.
In the meantime, weโd also love for you to explore Sparkoh and try our current product.
Read the paper: https://t.co/nkRmr1uuXE
Project page: https://t.co/EpLZoLqwhP
Try Arko-T in Sparkoh: https://t.co/3v3aivzKum
๐ท
Visual quality will continue to improve over time.
The bigger breakthrough is moving from static scene generation to persistent interactive worlds.
LingBot-World 2.0 seems to be embracing exactly that.
๐ 10 minutes was just the beginning. What if a world model could run forever โ responding to your every action, generating new events, and never losing coherence?
Today, we open-source LingBot-World 2.0 (Infinity) ๐ฅ
The first interactive world model with:
๐ท Hour-long generation with zero quality drift
๐ท Rich actions & events โ attack, cast spells, shoot, summon storms
๐ท Agentic world โ a Director Agent drives real-time world evolution
720p/60fps. Playable like a game. ๐ฎ Try it now on @reactorworld โ or deploy it yourself with SGLang day-0 support. @lmsysorg
#WorldModel #EmbodiedAI #OpenSource #Robotics
We've reached a point where visual quality isn't the only metric that matters.
For embodied AI, understanding actions and physics is just as important.
That's what makes LingBot-Video particularly interesting to me.
Today we open-source LingBot-Video โ the first MoE-based video foundation model built for embodied intelligence.
๐น30B params, only 3B active at inference.
๐นAugmented with 70K hours of embodied data on top of large-scale internet video pretraining.
๐นAlready outperforming Wan2.6, Seedance 1.5 Pro, and Cosmos3 Super on RBench.
๐งต๐
Today we open-source LingBot-Video โ the first MoE-based video foundation model built for embodied intelligence.
๐น30B params, only 3B active at inference.
๐นAugmented with 70K hours of embodied data on top of large-scale internet video pretraining.
๐นAlready outperforming Wan2.6, Seedance 1.5 Pro, and Cosmos3 Super on RBench.
๐งต๐
Every message has a hidden cost โ paid before you type a single word.
We call it the Mental Drafting Toll.
Before a message, an email, or a document leaves your mind, you first draft it internally.
You organize your thoughts.
Find the right words.
Structure the message.
Rewrite it until it sounds right.
It happens every time you communicate.
And we've accepted it as "just thinking."
But it's not thinking.
Thinking is the fast, messy, creative part.
Mental drafting is the invisible work of making those thoughts presentable.
And traditional dictation never removed it.
Voice typing only freed your fingers.
You still had to draft it in your head first โ then say it out loud.
That's the problem we set out to solve with Typeless 2.0.
For the first time, you can skip the mental draft โ and just think out loud:
Speak in whatever order thoughts come.
Add context as it comes to you.
Change your mind halfway through.
Forget a name? Describe it โ Typeless fills in the exact one.
It never makes things up.
Typeless doesn't just understand your words. It understands your thoughts before they become words โ and turns them into clear writing.
You think it once.
Typeless writes what you meant.
Available today on Mac, Windows, iOS & Android.
Messy thoughts in. Clear writing out.
Twenty robot configurations are impressive, but speed is what really stands out.
LingBot-VLA 2.0 controls heads, waists, mobile bases, and dexterous hands in under 130ms on an RTX 4090.
Fast inference like this is exactly what real-world robots need.
๐ค LingBot-VLA 2.0 is now open-source โ our next-gen embodied foundation model.
๐ท 60,000 hours of high-quality pretraining data โ combining curated robotic demonstrations and egocentric human operation videos
๐ท 20 robot configurations across 17 brands โ Astribot, Leju, Unitree, Franka, Fourier, Realman, and more
๐ท Whole-body DoF: heads, waists, dexterous hands, and mobile bases โ enabling far more complex task scenarios
๐ท Inference under 130ms on RTX 4090 โ developer events launching soon
#EmbodiedAI #Robotics #OpenSource #VLA
๐ค LingBot-VLA 2.0 is now open-source โ our next-gen embodied foundation model.
๐ท 60,000 hours of high-quality pretraining data โ combining curated robotic demonstrations and egocentric human operation videos
๐ท 20 robot configurations across 17 brands โ Astribot, Leju, Unitree, Franka, Fourier, Realman, and more
๐ท Whole-body DoF: heads, waists, dexterous hands, and mobile bases โ enabling far more complex task scenarios
๐ท Inference under 130ms on RTX 4090 โ developer events launching soon
#EmbodiedAI #Robotics #OpenSource #VLA
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Imagine Workflows just went agentic today.
Most "agentic creativity" out there is just image and video generations. Workflows is different. Hundreds of nodes tied together, each passing context to the next, built for the connected work real storytelling demands.
Until today, wiring all of that took a power user with patience to spare. Now you describe what you want, and the agent builds the chain for you.
The most powerful creative tool we've built, now moves at the pace of your thought.
We'll aura farm.
Fashion Studio officially dropped two days ago, and we already have a cult following of thousands, new users and old. No, it is not lonely at the top :)
We welcome you up. The view is pretty nice.
What used to take 3 days now takes under an hour.
Seedance 2.0 native 4K on Buzzy generates product videos at agency quality without the agency timeline.
Traditional production can't keep up with this speed.
Seedance 2.0 in native 4K is now live on Buzzy.
Sharper frames, cleaner crops, and details that stay crisp after every edit.
From cinematic shots to polished commercial visuals, create production-ready videos โ then keep refining them with Buzzy.
Now available with a limited-time 4K discount.
Seedance 2.0 in native 4K is now live on Buzzy.
Sharper frames, cleaner crops, and details that stay crisp after every edit.
From cinematic shots to polished commercial visuals, create production-ready videos โ then keep refining them with Buzzy.
Now available with a limited-time 4K discount.