Many AI models focus on making the world look realistic.
LINGBOT-VLA 2.0 focuses on making it behave realistically.
Modeling real-world physics instead of just visuals gives robots a much stronger foundation for intelligent interaction.
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
Designing products often requires countless revisions.
If AI can generate structured CAD programs from plain English, that process becomes much more efficient.
Really interested to see where this technology goes next.
๐ Paper: https://t.co/FCMb9rbeEZ
โก Try Sparkoh: https://t.co/r53cgvGKy0
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
What stands out most about LingBot-World 2.0 isn't just the visuals.
It's the idea of creating persistent worlds that continue responding and evolving through interaction.
That's an exciting direction for AI, especially with the project being open source. Great work by the Robbyant team.
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
The goal isn't always better visuals.
Sometimes it's building AI that can reason about actions, environments, and physical interactions.
That's the direction LingBot-Video seems to be taking.
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.
Real-world robots don't just need intelligence.
They need speed.
LingBot-VLA 2.0 brings whole-body control with sub-130ms latency on an RTX 4090, making real-time deployment feel much more practical.
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
Making your launch video is too hard?
Paste your website and we'll turn it into video
First try is free
https://t.co/xUt6qaQaIQ
Our agent captures your screens, fonts, colors
then writes a story, adds narration + music, and renders it
Your brand & product, rebuilt as video
๐ 10% OFF on all image & video models on MCP through from July 02-12 on eligible plans.
Checkout https://t.co/rASEBImPPL for details and create at scale!
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.
ImagineArt Fashion Studio is now live. Primal, hungry, and raw.
For something as personal and intentional as fashion, we couldn't just give you tools.
We're giving you Fashion Studio, one that thinks like an original designer and functions like a world-class fashion house.
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.
GEMINI HAS BRUTAL FEATURES MOST PEOPLE ARE NOT USING ๐คฏ
99% of people still use Gemini for basic prompts.
But Google quietly packed it with tools that can research, analyze files, build custom assistants, create apps, automate tasks, and turn messy ideas into real outputs.
Youโre probably using less than 10% of what Gemini can actually do.
Here are 10 hidden Gemini features worth using ๐๐ฝ๐๐ฝ