Every week, I organize 400 to 700 links into roughly 60 categories as part of my ongoing effort to learn about AI. This is my personal notebook, which I enjoy sharing with friends… a hobby and a labor of love, rather than a commercial publication or product.
If you arrived here through a search or shared link, this page collects the links I found for Robotics Embodiment for the week ending August 7, 2026.
As part of my learning process, I like to automate the category covers. It gives me a chance to learn Python and APIs.
This week’s cover prompt was written using Claude Opus 4.7, and the image was generated using Gemini 3.1 Flash Image Preview.
Category Cover Image Prompt: A lone humanoid robot sitting at rest on the mossy bank of a mirror-still night pond, knees drawn up and head tilted toward a vast field of stars, its matte metal body softly catching silver starlight and perfectly reflected in the dark water below. Painted in fine-art nocturne style with deep indigo sky, thin mist over the marsh, muted reed golds and slate grays, low horizon, generous negative space in the upper sky, and a faint distant warm glow at the far edge of the horizon.
This Week in Robotics Embodiment News
Summary by Claude Sonnet 5.5 based on this week’s links:
- Training data for robots: Google DeepMind's Kanishka Rao discussed whether a vision-language model backbone or a world model is the right base for solving robotics. Separately, Reka released RekaDaily-10k, 10,312 hours of unscripted first-person household footage recorded by paid collectors, on the argument that polished footage and synthetic environments aren't enough.
- Humanoids that climb: Figure's F.03 climbed a ladder fully autonomously, and Brett Adcock called wheeled robots a dead end. The Humanoid Hub framed the clip as the case for bipedal legs, since humanoids should go anywhere humans can.
- Cheaper ways to serve and run robot models: Georgia Tech researchers open-sourced a system for serving a large model like π0.5 to fleets of 10+ robots from a single GPU. AMD also launched its Kria AI Robotics Developer Platform, putting CPU, GPU, NPU and FPGA on one board to challenge NVIDIA's Jetson Thor at the edge.
This summary was generated by Claude Sonnet 5.5 to help you explore the links below. Rest assured, I select, organize, and check the links by hand in Google Sheets, and write the introduction and personal commentary in The Main Newsletters myself each week as a labor of love.
This week's links related to Robotics Embodiment
Today we’re introducing Hark Handoff Handoff has been independently verified as the best internet-use model ever built, outperforming ChatGPT 5.4 & Opus 4.8 While others focus on coding, we focus on everyday life: ordering food, booking flights, shopping, & navigating the web”
https://x.com/adcock_brett/status/2085018697312383349
Hark is building a digital humanoid that can navigate the internet like a human”
https://x.com/adcock_brett/status/2085219042701566071
We’re building toward a future where computers use computers for you We started with the internet, where ~75% of global computer use happens – and where fewer than 1 in 1,000 websites have a public API. The only way in is the human way: see the screen, target exact x and y”
https://x.com/adcock_brett/status/2085387227870457961
when you can figure out precisely where every photo was taken in 3d space, it unlocks some pretty cool possibilities”
https://x.com/bilawalsidhu/status/2084808973442548085
With the door to foreign robots closing, America needs its own startups building humanoids for developers and researchers.”
https://x.com/TheHumanoidHub/status/2083276139922075766
We’ve been heads down at Hark and tomorrow morning I get to show you something we’re really proud of. See you then”
https://x.com/adcock_brett/status/2084828963298553940
1/ We’re entering the era of agentic commerce, and we believe that world models are the missing engine. Instead of browsing static product pages, agents will let you interact with products inside your own world before making decisions. Today, @DecartAI we’re releasing Anywear👇”
https://x.com/AbermanKfir/status/2084816814593478714
VLM backbone or World Model? What’s the right kind of training data? Google DeepMind’s Kanishka Rao on how we might land on the recipe that solves robotics in the next 2-3 years.”
https://x.com/TheHumanoidHub/status/2083067365462528413
Must-read papers of the week ▪️ Wonder: Video World Model Done Better ▪️ DistillAlign: Coordinating Mode Covering and Mode Seeking in Autoregressive Video Distillation ▪️ Parallel Decoding Distillation for Fast Image and Video Generation ▪️ GPT-Red: Automated Red Teaming via”
https://x.com/TheTuringPost/status/2084450502503526618
This is really cool work building off our “Interpreting Physics in Video World Models” paper. People may not realize this yet, but unsupervised latent space simulators are a big deal.”
https://x.com/soniajoseph_/status/2084157222892806197
Useful world models need something different from just more video. New CG-World is a large computer-graphics-derived dataset and protocol that proposes a new approach to training data for world models. ▪️ Its idea is that pixels are observations generated by an underlying”
https://x.com/TheTuringPost/status/2083342704281583668
it’s the summer of World Models”
https://x.com/taiuti/status/2084286971774664922
Synchronized robots, tested in 3D, to boost uptime and cut integration errors: This setup uses RobotStudio to simulate dual-robot coordination with precise axis timing and collision checks. Every move is validated in a digital twin before going live. benefits: ✅ Full axis”
https://x.com/IlirAliu_/status/2085273713520308644
On SpaceX’s first earnings call, Elon Musk and Gwynne Shotwell argued robotics and humanoids will drive massive connectivity demand, with Starlink built to serve it. Elon also said robots will make AI satellite factories on the moon. $SPCX”
https://x.com/TheHumanoidHub/status/2084765298704732435
🎙️ Ep 104 | How to Train 99.9% Reliable Robots for $5 My conversation with @ihorbeaver, Co-Founder & CEO of MicroFactory: Igor started out as an indie game developer in Ukraine, spent 9 years building a photography hardware startup, and realized firsthand how brutal manual”
https://x.com/IlirAliu_/status/2085350679066071507
🚨 JUST IN: Nucleus Robotics is coming out of stealth… With humanoids deployed already in manufacturing. And they did all of this in under 90 days! Most robot learning startups wait for full autonomy, trying to build the perfect model in simulation before ever touching a”
https://x.com/IlirAliu_/status/2084917265678405804
At @22Astronauts_ , we now help startups not only with go-to-market, distribution, and fundraising… but also with recruiting❗️ Because the talent war in robotics is brutal. I know so many exceptional founders building ambitious companies, and so many brilliant people looking”
https://x.com/IlirAliu_/status/2084228531026805078
How should a single GPU serve a policy to many robots? (📌 open-sourced & ready for π0.5 deployment) A new system from Georgia Tech robotics researchers for serving large vision-language-action models like π0.5 to fleets of 10+ robots from a single GPU or cloud/edge setup! How?”
https://x.com/IlirAliu_/status/2084186514968191157
Jensen is back in the house!! Jensen and Nvidia have been phenomenal partners. I’m excited to be working closely together as we massively scale up this year”
https://x.com/adcock_brett/status/2085449061096898674
At Advancing AI 2026, AMD went after the humanoid “robot brain,” directly challenging NVIDIA’s Jetson Thor at the edge. Its new Kria AI Robotics Developer Platform is an open, turnkey system putting CPU, GPU, NPU and FPGA on one board. The X100 chip is the robot’s “brain,
https://x.com/TheHumanoidHub/status/2083243649039774134
Robotics Fundamentals’ – Viam just put their entire course online. No hardware required. Free. 📌 The 101 walks you through building a real robotics application, start to finish, in about 90 minutes. → Course Overview → Obstacles and WorldState → Understanding Poses →”
https://x.com/IlirAliu_/status/2085429898383159560
Introducing Hark Handoff | Hark
https://hark.com/articles/introducing-hark-handoff
F.03 can now climb a ladder, fully autonomous”
https://x.com/adcock_brett/status/2083576071635820660
Figure had to build our own supply chain. There was no off the shelf humanoid parts We own our destiny and now have some crazy hardcore engineers because of this”
https://x.com/adcock_brett/status/2084481032066392202
This is why bipedal legs matter. Humanoids should be able to go anywhere humans can. Figure 03 climbing a ladder.”
https://x.com/TheHumanoidHub/status/2083577979620487524
Wheeled robots are an utter dead end”
https://x.com/adcock_brett/status/2083761520983540180
A conversation with the Google DeepMind Robotics team about our latest Gemini Robotics 2 model, the arc of robotics progress, and where we go next 🤖”
https://x.com/OfficialLoganK/status/2083291516689322483
Xiaomi Open-Sources Embodied AI Foundation Model Xiaomi-Robotics-1
https://insideai.news/news/robotics/xiaomi-open-sources-embodied-ai-foundation-model-xiaomi-robotics-1/7082/
If you are an EE/MechE with strong robotics background located near Münster or AIE anywhere within 🇩🇪 who wants to build general purpose robots for every home and factory… Talk to @neurosp1ke!”
https://x.com/IlirAliu_/status/2083564230393876781
The Jetsons front-ran the humanoid liability question 64 years ago, in the very first episode. The liability framework is still largely unresolved for home robots that are teleoperated or that make their own decisions.”
https://x.com/TheHumanoidHub/status/2083256911399649667
AI in robotics gets all the attention right now, but sometimes the most interesting work is very practical. Viet built a small vision system that counts potatoes on a conveyor belt. No giant dataset. No huge model. Just a clear problem and a smart setup. He used Ultralytics’”
https://x.com/IlirAliu_/status/2085063787921690646
💡 𝗩𝗘𝗥𝗦𝗔𝗧𝗜𝗟𝗜𝗧𝗬 𝗢𝗡 𝗪𝗛𝗘𝗘𝗟𝗦 𝗔𝗡𝗗 𝗟𝗘𝗚𝗦: 𝗥𝗢𝗕𝗢𝗧 𝗖𝗛𝗔𝗦𝗦𝗜𝗦 𝗕𝗥𝗘𝗔𝗞𝗧𝗛𝗥𝗢𝗨𝗚𝗛 🤖 A new era of mobility in robotics. > Hybrid design with wheels and legs > Gravity compensation for balance > Adaptable across terrains and surfaces Hybrid”
https://x.com/IlirAliu_/status/2083099379510968534
AI sorts your trash for you – AWESOME! Benefits I see: > Just 1 bin (not 3-4) > Gets it right, every time > Not lazy, no “don’t care” Cool stuff”
https://x.com/IlirAliu_/status/2083614533294129238
Is robotics a blessing or a curse for the workforce? What doesn’t work: 1. Believing automation only “steals” jobs. 2. Ignoring the real labor shortages. 3. Overlooking unsafe, repetitive tasks humans are forced to do. What does work: > Solving highly repetitive and”
https://x.com/IlirAliu_/status/2083461750419013851
KoalaLifter… A robot to fix wind turbines Quite interesting, with an autonomous crane system ⁉️ Wind energy is a crucial renewable energy source This solution might help: > Erect turbine and replace spare parts without a crane > No height limits, no wind speed limits >”
https://x.com/IlirAliu_/status/2083824147361116305
This robot does parkour all by itself… On terrain it’s never seen before! { 📌 Save the blog for later } This humanoid robot demonstrates autonomous parkour on unseen terrain, performing vaults, climbs, stair traversal, and narrow balance maneuvers using real-time decisions”
https://x.com/IlirAliu_/status/2084550405242175821
👨⚕️ 𝗙𝗶𝘃𝗲 𝗪𝗮𝘆𝘀 𝗥𝗼𝗯𝗼𝘁𝘀 𝗔𝘀𝘀𝗶𝘀𝘁 𝗗𝗼𝗰𝘁𝗼𝗿𝘀 𝗮𝗻𝗱 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺 𝗛𝗲𝗮𝗹𝘁𝗵𝗰𝗮𝗿𝗲 🤖 TL;DR: 1️⃣ Provide unparalleled precision in surgery 2️⃣ Enhance training through simulation 3️⃣ Reduce time in performing complex tasks 4️⃣ Offer consistent and tireless”
https://x.com/IlirAliu_/status/2083976940537491546
.@SwannAiden made a robotics model 40% more efficient using Silico. Turns out you can remove a LOT of attention layers without impacting performance (1/6)”
https://x.com/eric_ho/status/2084672029274554620
To train physical AI, synthetic environments and polished, tripod-mounted footage aren’t enough. You need the actual mess of the real world. 🚀Releasing RekaDaily-10k: 10,312 hours of unscripted, first-person household footage as collected, recorded by paid collectors in real”
https://x.com/RekaAILabs/status/2085413707157471505
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