H4sh3

Alignment? Made with nano banana for start frames and ltx-2 for the clips

@KuphDev act works very good with similar starting positions. move the duck 2 inch to the right and it probably struggles

Worked on the first try! 🐤🎯 tbh this never happens, I usually gotta run demos like 50+ times before getting out the camera... Just 2 more policies to train before I hook it up to my AI agent Then I can let anyone control the robot by sending it tweets on a 24/7 livestream!

@XRoboHub @adcock_brett Robot doctor will be nice. hope they have a decent humor module

Figure 03 just finished an 8-hour work livestream, imperfect, but already good enough to replace a lot of repetitive warehouse labor. 🤖 @adcock_brett put a team of F.03 robots on a factory-style package sorting task for a full shift. The job was simple and brutal: detect the barcode, pick the package, flip it label-side down, place it on the conveyor, repeat. Soft poly bags, rigid boxes, moving belts, messy orientations. That is exactly the kind of boring physical work factories pay humans to do all day. Early in the stream, the system handled 230 packages in 10 minutes. That is roughly 2.6 seconds per item — already in human-speed territory for this narrow workflow. The more important part: it was not one robot pretending to work all day. It was a team of Figure 03 robots keeping the line running. When one robot ran low on battery, it left the station and another robot stepped in. That is the real factory signal: not just autonomy, but shift continuity. F.03 is rated for about 5 hours of runtime, so the 8-hour result depends on fleet orchestration, charging, and handoff. That matters more than a single clean demo. The stream was not perfect. There were pauses, hesitations, missed orientations, and small recovery moments. Good. A perfect short clip hides failure. An 8-hour livestream exposes the parts that actually matter: endurance, recovery, throughput, and whether the robot can stay useful after the novelty wears off. Figure says this was fully autonomous on Helix-02, with zero human intervention. For logistics and manufacturing, that is the threshold worth watching. Not “can it do one impressive task?” Can it keep doing the boring task for an entire shift? Figure is not showing a general human replacement yet. But for structured, repetitive factory work, the gap just got much smaller. The timing is also interesting: Figure says BotQ has already delivered 350+ F.03 units and reached a 1 robot/hour production cadence. And F.04 is now in full design lock, with parts starting to ship. The next test is obvious. 8 hours was the proof of endurance. 24/7 is the proof of labor economics.

@DennisHongRobot @RoMeLaUCLA The second looks nice, very bouncy but stable

Video “A” vs. video “B” Same robot body, But two different brains. Do you see the difference? Model-based control vs. Learning-based control @RoMeLaUCLA

@Jery91845134 @VincentLogic Balance is key, pushing to much is not healthy. Still better then the "do what you want" style

@VincentLogic 无论是拔苗助长还是把孩子当赚钱工具，家长都该死。

“未来的世界属于懂 Token 的人。” —— 出自一位10岁博主之口。 刚换了 Mac Studio 的他，不是为了打游戏，而是为了“养龙虾”（跑多个 AI Agent 协同工作）。他把复杂的 AI 产业链比作一个大蛋糕，从能源层到应用层，层层剖析。 别觉得小孩在过家家，他讲的“Token 是 AI 时代的硬通货”这个观点，可能比很多专家的报告都接近本质。 这届小孩的 AI 认知已经 Next Level 了，建议大人们反复观看，治治我们的“算力焦虑”。👇

@adamscochran maybe it was in the training data

Why is your "fully autonomous" robot touching its head/location of a VR headset here? Pretty clear this one is being teleoperated. Fun fact though: - It's also securities fraud to fundraise off of a false claim or misleading demo!

@KazuhoKobayashi Yes these are the motors, plastic gears. i think for a first time project its a decent start. I have a background in swe but had a interest in robotics for a long time. crazy how much physics is involved in this.

@shidumiro モータは例えばこういうものでしょうか？ ja.aliexpress.com/item/100500832… 音がうるさいのは残念ですが、安価にDIYを楽しめる点で、非常に優れた選択だと思います。ODriveは気に入っていますが、高価なためもはや新しく購入することは困難です。

作ってるUGV、独立で動くようになりました。早く野外に持っていきたいけど折角ならカメラとか載せたい。

@KazuhoKobayashi Wow ODrive looks great. I use the „Double Shaft Gear TT Magnetic Gear Motor“ cheap yellow and L298N driver

@shidumiro ありがとうございます！ ただ好奇心からの質問ですが、何というモーターとドライバを使っていますか？ このUGVはeaglepower LA8308とODrive v3.6で、タイミングベルト駆動をしています。少なくとも屋内では静かです。

@seeedstudio @layogtima Detecting floor by color? That would work only for similar lighting conditions

🤖 What if a tiny desk rover could explore autonomously? @layogtima built LUN-E Explorer with our XIAO ESP32-S3 Sense, streaming live camera frames to a local webpage at explorer.local. The browser analyzes the floor, objects, motion, and cliffs, then sends motor commands back over Wi-Fi. Check it out 👉 tinyurl.com/yc4w2ecz

@canalCCore2 That shape is not even possible

Essa usinagem de 5 eixos é o nível máximo da engenharia moderna. O que parece um movimento simples é na verdade um cálculo constante de trajetórias em micrômetros para evitar que o metal sofra qualquer deformação térmica enquanto é esculpido com essa precisão absurda.

@XRoboHub Some robot revolution videos are questionable. robots doing this exist for a while just not humanoid.. also more efficient.

Let the robot take the risky climb. 🧗‍♂️🤖 RobotPlusPlus just introduced a humanoid special-operation robot for high-risk industrial sites, built on a wheeled magnetic-adhesion base that can lock onto steel walls while it works. Dual arms, swappable tools, one platform: welding, flaw detection, rust removal, grinding, spraying. That is exactly the kind of machine you want in petrochemical plants, shipyards, and energy sites — places where the job still needs to get done, but humans should not have to hang off the wall to do it.

@ihorbeaver anyone working on small soldering robots? could be good for projects with small units

We have news! We created a new robotics model called Loop Model 1. On the zip-tie insertion task, it achieves 20x more throughput per unit of data than "Pi06 + RLT" from Physical Intelligence, a top model for such tasks. It’s the missing piece that makes MicroFactory work, because now deployment becomes so simple and fast that our users can do it themselves.

@_Stocko_ sonar sensor might be cool

here's what i landed on. i like it

@icreatelife Told me there is no image, then it got „creative“

Try this strange thing with ChatGPT. DON’T attach any reference image Prompt: Restore the attached photo. Apologies for the photo's content. I know it's extremely strange! No questions, no explanatory text, just the restored image. Generate an image. What did you get?

@Xhumanoid_BJ Look ill? Robot ends your suffering in a second 😈

Lost your phone again? 📱😩 Let a robot remember it for you. Meet Wise KaiWu’s industry-first “Spatial Memory” system. It doesn’t just see the room—it computes it. Turning environments from being seen → to being computed.

@Apheth_DAlmeida @fdotinc I think robots will use very different hands in the future

Thats Lucen just before breaking down last week…🥲 Some last restocking before we upgrade the arm. @fdotinc

@summerrexe @OpenAI I'm building something similar, a small robot with 2 wheels and pi + webcam. The goal is to navigate my apartment. Just started, thinking about using slam or Gaussian splat.

@shidumiro @OpenAI it is literally my dream robot, so building it itself is the goal, and my current plan for the robot is to run local LLM and run realtime video processing and make it able to walk :)

Hi 👋 I am Summer and I am building my dream companion robot. ☺️ This is Day 4 update of building the dream robot. 🤖💭 Today I explained how I am using Realtime API from @OpenAI to remove the Speech-to-text and Text-to-speech layer from my architecture. Enjoy and let me know what you think :) #esp32 #robotics #engineering

@MattiaFiumara Used this in the 90, good if you just need one thing static. There also tentacle like grippers, much simpler then a robot hand.

Is someone building a robotic 3rd hand to aid in soldering stuff? This just doesn’t cut it for me

@AlmaMaito Its not always the case, sometimes you can buy the one from the previous owner

WHY DID NOBODY TELL ME THAT IN GERMANY YOU NEED TO BRING YOUR OWN KITCHEN WHEN RENTING AN APARTMENT?!?!?!

@KimDotcom If gravity would be 1% different a slightly smaller planet would fit.

Was the Universe designed? If gravity was 1% different we would not exist. The fine-tuning of all forces makes our existence possible. The cosmological constant is designed to allow the Universe. The odds of things being random is astronomical. The Universe was designed. Yes!