YangoRobotics's profile picture. Designing robotics solutions to empower humans #PhysicalAi

Yango Tech Robotics

@YangoRobotics

Designing robotics solutions to empower humans #PhysicalAi

Voice → coffee. UR10 + @Robotiq_Inc obeys. Physical AI isn’t sci-fi, it’s brewing now. ☕️ #PhysicalAI


Alibaba + NVIDIA doubling down on Physical AI is exactly the kind of infrastructure play robotics needs. Cloud scale + edge intelligence = game changer🧠 reuters.com/world/china/al…


Say it → it happens. We turn voice into structured intents and execute them with guardrails + confirmations when needed. Clear steps today; more free-form next #PhysicalAI


5. Data & safety as first-class citizens. Clean pipelines, robustness metrics, failure taxonomies, recovery policies—reported like KPIs, not appendices


4. World models over sim comfort. Learned dynamics for look-ahead planning and failure prediction; production data > domain-randomization


3. Whole-body control goes practical. Learned + MPC/impedance layers coordinating legs–torso–hands for contact-rich tasks, not stage poses


2. Cross-embodiment transfer. Train on arms, deploy on humanoids with light finetune; reusable motor primitives are becoming standard #CoRL2025 #Humanoids #PhysicalAI


We’re at hashtag#CoRL2025 in Seoul 🇰🇷 Five signals that actually matter: 1. VLA brains, grounded. End-to-end Vision-Language-Action stacks that plan, act, and recover. Less prompt cosplay, more closed-loop control


Locomotion = solved baseline. Now the challenge is intelligence + manipulation: task understanding, context, adaptation, repeatable execution. Our lane: brains & skills - vision + touch, force control, generalizable motion. One head, many bodies.


🇦🇪Local compute wins - @nvidia x UAE: New AI+robotics lab in Abu Dhabi → faster protos closer to the floor lnkd.in/eNzW_NWt


Impressive hand by Pan Motor. 20 active DOFs (4 per finger), weighs <600g, 15N fingertip force, 10kg static grasp, >300,000-cycle lifespan, and 30 arcminute accuracy. youtube.com/watch?v=LXVV-o…

YangoRobotics's tweet card. Mastering Dexterity, Defining Precision l Official release of WUJl...

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Mastering Dexterity, Defining Precision l Official release of WUJl...


First controlled test: a model trained to make coffee. Not scripted code, but a learned policy. Next: expand data across machines, objects & failure modes → robustness via generalization. Coffee prep is a proxy for Physical AI: perception → action → adaptation. #PhysicalAI


Walmart’s AI “super-agents” prove AI at scale delivers - 40% faster support, shift planning 90→30 min, fashion cycles 18 weeks shorter. That same spirit drives #PhysicalAI: machines that see, adapt & act beyond one use case. lnkd.in/diSjqtxM


Robots with real touch? 👀 Tohoku Uni’s “TactileAloha” fuses sight + touch so bots don’t just see: they feel and adapt. From automation → augmentation techxplore.com/news/2025-09-p…


The Turing Test was about talking like humans. The Barista Test is about acting in the messy real world. For us, that means #PhysicalAI that can: - Pick deformables w/o damage - Adjust grip strength - Read barcodes from odd angles - Navigate dynamic layouts


Strong list. Physical AI as ‘the dawn’ resonates - abstract intelligence stepping into the messy, physical world is the real test. Data centers & models are impressive, but until AI can act with the same adaptability it computes with, the revolution isn’t complete.

INVESTING IN TOMORROW: MY EIGHT THEMES FOR AN ACCELERATED FUTURE As an investor with a long-term horizon, I believe the most durable returns come not from reacting to today's headlines, but from anticipating the world of tomorrow. My investment thesis is built upon a single,…



We don’t just teach robots to pay attention, we teach them to act in the physical world. In this demo, the gripper tracks a moving object by hand, adjusting in real time. No pre-scripted moves. No hard-coded paths. Just Physical AI adapting as motion happens.


Hot take: rich countries use power. Next: AI tokens vs output. High income on low tokens? That circle stays empty. In Physical AI, tokens → decisions → actions. Winners burn more per worker & robot-hour. Your tokens-per-capita: cloud, edge, or action? 🤖

YangoRobotics's tweet image. Hot take: rich countries use power. Next: AI tokens vs output. High income on low tokens? That circle stays empty. In Physical AI, tokens → decisions → actions. Winners burn more per worker &amp;amp; robot-hour. Your tokens-per-capita: cloud, edge, or action? 🤖

Yango Tech Robotics reposted

Fourier N1🤖

Fourier releases open-source humanoid Fourier N1! 1.3m tall, 38kg, 23 DOF, aluminum alloy + engineering plastic structure, plug-in battery, 2hr+ battery life. Full body resource package available! #humanoidrobot #opensource #Fourier



Imitation Learning is the first step to #PhysicalAI. Robots learn like we do: 👁 Watch a human act 💬 Understand the task ⚙️ Repeat & adapt in reality From “copy me” comes the foundation of real physical intelligence. #DeepTech #Robotics

YangoRobotics's tweet image. Imitation Learning is the first step to #PhysicalAI.

Robots learn like we do:

👁 Watch a human act
💬 Understand the task
⚙️ Repeat &amp;amp; adapt in reality

From “copy me” comes the foundation of real physical intelligence.

#DeepTech #Robotics
YangoRobotics's tweet image. Imitation Learning is the first step to #PhysicalAI.

Robots learn like we do:

👁 Watch a human act
💬 Understand the task
⚙️ Repeat &amp;amp; adapt in reality

From “copy me” comes the foundation of real physical intelligence.

#DeepTech #Robotics
YangoRobotics's tweet image. Imitation Learning is the first step to #PhysicalAI.

Robots learn like we do:

👁 Watch a human act
💬 Understand the task
⚙️ Repeat &amp;amp; adapt in reality

From “copy me” comes the foundation of real physical intelligence.

#DeepTech #Robotics

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