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Insertion Verification of Ethernet Cable. It was trained and set up in minutes: This object detector and classifier can be used for robotic tasks or in assembly verification. This classifier checks whether a connector was fully inserted or not. Small automation problems like this are everywhere in manufacturing. The... show more

Ilir Aliu

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26,864 просмотров • 1 месяц назад •via X (Twitter)

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Modern drone production. An assembly line in China shows how far drone manufacturing has been industrialized. Conveyor systems move the airframes between stations. Each worker performs a narrowly defined step, closer to poka-yoke than to classic workshop assembly. • Highly standardized components • Tight process segmentation • Visual quality control at each station • Flow-line production, not batch builds This looks less like hobby robotics and more like automotive manufacturing from ten years ago. The open question is not how fast this scales, but where it plateaus. At what point does product complexity collide with this level of standardization. Credit: Chinalifenews —— Weekly robotics and AI insights. Subscribe free:

Modern drone production. An assembly line in China shows how far drone manufacturing has been industrialized. Conveyor systems move the airframes between stations. Each worker performs a narrowly defined step, closer to poka-yoke than to classic workshop assembly. • Highly standardized components • Tight process segmentation • Visual quality control at each station • Flow-line production, not batch builds This looks less like hobby robotics and more like automotive manufacturing from ten years ago. The open question is not how fast this scales, but where it plateaus. At what point does product complexity collide with this level of standardization. Credit: Chinalifenews —— Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

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Simple transfer plate that moves in… two directions. This kind of mechanism can enable flexible 2D movement for boxes or parts without complex robotics. Simple mechanical design. Can move items both X and Y. Easier than full mobile robots in many cases, and useful for storage and sorting systems Sometimes smart mechanics beats complex control. Credit: Festo —- Weekly robotics and AI insights. Subscribe free:

Simple transfer plate that moves in… two directions. This kind of mechanism can enable flexible 2D movement for boxes or parts without complex robotics. Simple mechanical design. Can move items both X and Y. Easier than full mobile robots in many cases, and useful for storage and sorting systems Sometimes smart mechanics beats complex control. Credit: Festo —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

36,861 просмотров • 6 месяцев назад

An ultra compact, high precision industrial robot arm. This one stood out to me because it targets a part of automation that is usually glossed over. Extreme precision in very small spaces. According to Oleksandr Stepanenko, the arm is designed from the ground up with fully custom electronics, software, and calibration, paired with industrial components from Harmonic Drive and maxon. Reported specs are notable: • Repeatability better than 0.001 mm • Payload 250 g • Reach 250 mm • Total mass 1.5 kg This kind of form factor opens up use cases that traditional industrial arms struggle with. Think PCB assembly, micro soldering, precision pick and place of irregular parts, and medical or micro robotics components. ❗️What I find interesting is not just the numbers, but the direction… Smaller, lighter, highly precise systems could unlock automation in environments where space, inertia, and tolerance are the real constraints. Credit to Oleksandr Stepanenko for the original work and post. —- Weekly robotics and AI insights. Subscribe free:

An ultra compact, high precision industrial robot arm. This one stood out to me because it targets a part of automation that is usually glossed over. Extreme precision in very small spaces. According to Oleksandr Stepanenko, the arm is designed from the ground up with fully custom electronics, software, and calibration, paired with industrial components from Harmonic Drive and maxon. Reported specs are notable: • Repeatability better than 0.001 mm • Payload 250 g • Reach 250 mm • Total mass 1.5 kg This kind of form factor opens up use cases that traditional industrial arms struggle with. Think PCB assembly, micro soldering, precision pick and place of irregular parts, and medical or micro robotics components. ❗️What I find interesting is not just the numbers, but the direction… Smaller, lighter, highly precise systems could unlock automation in environments where space, inertia, and tolerance are the real constraints. Credit to Oleksandr Stepanenko for the original work and post. —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

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A simple CNC machine. Wood. A rotating tool. And yet the pattern shifts from circles to perfect hexagons with a level of accuracy most factories still struggle to hit. I worked five years in manufacturing at Siemens, and this is the part people often overlook. The real magic is not new or loud. It is stability. Repeatability. Tool paths that were tuned forever. Precision that just keeps working. Robotics is in a hype cycle right now, but manufacturing has delivered quiet perfection long before anyone talked about foundation models. Sometimes the most interesting engineering is the part that does not ask for attention. —- Weekly robotics and AI insights. Subscribe free:

A simple CNC machine. Wood. A rotating tool. And yet the pattern shifts from circles to perfect hexagons with a level of accuracy most factories still struggle to hit. I worked five years in manufacturing at Siemens, and this is the part people often overlook. The real magic is not new or loud. It is stability. Repeatability. Tool paths that were tuned forever. Precision that just keeps working. Robotics is in a hype cycle right now, but manufacturing has delivered quiet perfection long before anyone talked about foundation models. Sometimes the most interesting engineering is the part that does not ask for attention. —- Weekly robotics and AI insights. Subscribe free:

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Yes, believe it or not, this was a real question (paraphrased but the question in all of it’s value was fully and properly represented)

Yes, believe it or not, this was a real question (paraphrased but the question in all of it’s value was fully and properly represented)

Sean

214,548 просмотров • 5 месяцев назад

Precision gap inspection with robots Vehicle body gap and flatness checks are now handled by robotic systems instead of manual gauges. In this setup, a KUKA robot carries high-resolution sensors to scan panel gaps and surface flatness automatically during production. • Consistent, repeatable measurements • Higher inspection reliability at line speed • Less dependence on manual quality checks This kind of inspection is becoming standard wherever tolerance windows are in the sub-millimeter range. Credit: NKF Intelligent Equipment Co., Ltd. —- Weekly robotics and AI insights. Subscribe free:

Precision gap inspection with robots Vehicle body gap and flatness checks are now handled by robotic systems instead of manual gauges. In this setup, a KUKA robot carries high-resolution sensors to scan panel gaps and surface flatness automatically during production. • Consistent, repeatable measurements • Higher inspection reliability at line speed • Less dependence on manual quality checks This kind of inspection is becoming standard wherever tolerance windows are in the sub-millimeter range. Credit: NKF Intelligent Equipment Co., Ltd. —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

51,564 просмотров • 6 месяцев назад

Heavy-duty robot arm handling a glowing hot forging on a trimming press. Humanoids might make sense to a certain degree in homes, and some startups are aggressively pushing the idea that they will become valuable in logistics or manufacturing. As someone who spends a lot of time on the shop floor talking to manufacturing engineers and plant managers, constantly hunting for real pain points and evaluating the right automation use cases for my robotic startup clients, I see this very clearly: In the brutal environment of forging (extreme heat, heavy parts, and high-force operations) specialized industrial robots are not just the better choice. They are the only practical and economical solution right now. Credit: WKB Systems (original source) ——- Weekly robotics and AI insights. Subscribe free:

Heavy-duty robot arm handling a glowing hot forging on a trimming press. Humanoids might make sense to a certain degree in homes, and some startups are aggressively pushing the idea that they will become valuable in logistics or manufacturing. As someone who spends a lot of time on the shop floor talking to manufacturing engineers and plant managers, constantly hunting for real pain points and evaluating the right automation use cases for my robotic startup clients, I see this very clearly: In the brutal environment of forging (extreme heat, heavy parts, and high-force operations) specialized industrial robots are not just the better choice. They are the only practical and economical solution right now. Credit: WKB Systems (original source) ——- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

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Allonic Robotics has introduced a new robotic hand built without screws, cables, or complex joints. It uses braided fibers to create both tendons and structure in a single automated step, making it strong, flexible, and smooth in motion. This approach could simplify manufacturing and speed up the production of robotic hands.

Allonic Robotics has introduced a new robotic hand built without screws, cables, or complex joints. It uses braided fibers to create both tendons and structure in a single automated step, making it strong, flexible, and smooth in motion. This approach could simplify manufacturing and speed up the production of robotic hands.

Space and Technology

292,326 просмотров • 3 месяцев назад

Just pin it! 🗜️ What a great idea for a gripper and custom-shape machine! Pin fixtures from Matrix are something else 😮‍💨! These tools help robots handle tricky tasks, like working with delicate or oddly shaped parts, by holding and positioning them precisely. They’re easy to set up and can be used in many manufacturing processes. Robotic arms can quickly and accurately grab, move, and work on parts with pin fixtures. This technology speeds up work and reduces mistakes, making production more reliable. Factories can create more advanced, flexible, and efficient systems by combining robots with tools like pin fixtures. P.S. Where would you use it in your factory? ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Just pin it! 🗜️ What a great idea for a gripper and custom-shape machine! Pin fixtures from Matrix are something else 😮‍💨! These tools help robots handle tricky tasks, like working with delicate or oddly shaped parts, by holding and positioning them precisely. They’re easy to set up and can be used in many manufacturing processes. Robotic arms can quickly and accurately grab, move, and work on parts with pin fixtures. This technology speeds up work and reduces mistakes, making production more reliable. Factories can create more advanced, flexible, and efficient systems by combining robots with tools like pin fixtures. P.S. Where would you use it in your factory? ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

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“AC this, wash dryer that, US woohoo, EU boohoo” - Why are we eating this brand-warfare from the outside about us up? Europe has the strongest precision manufacturing in the world, we have leading teams in AI, CV, robotics. Europe is a leader in Automation and Frontier Tech! Not a single NVIDIA chip could be produced without European machines. Not a single American cloud, robotics, or deep-tech firm would operate without European manufacturing or suppliers. But we are too humble. Brainwashed to never celebrate Europe. By outsiders and our local politicians. Time for a change. Europe is the birthplace of industrialization. The home of frontier tech. Time, we act like it. Welcome to the real Europe! 🔥🇪🇺

Andreas Klinger 🦾

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Most gripper are made to pick or grab just one type of object… often tool changing is the fastest and most efficient option. Gripper-cushion grips it all❗ Handles sheet metal, liquid tanks, nonwovens, and pipes: These gripper pads are revolutionizing material handling in manufacturing. ✅ Versatile: Capable of gripping diverse materials from sheet metal to pipes. ✅ Simplified Handling: Reduces the complexity of robotic programming. ✅ Self-Calibrating: Utilizes gravity for error-resistant gripping. ✅ No Special Design Needed: Eliminates the need for precise gripping points on components. Not something you see every day. Saw this at: —- Weekly robotics and AI insights. Subscribe free:

Most gripper are made to pick or grab just one type of object… often tool changing is the fastest and most efficient option. Gripper-cushion grips it all❗ Handles sheet metal, liquid tanks, nonwovens, and pipes: These gripper pads are revolutionizing material handling in manufacturing. ✅ Versatile: Capable of gripping diverse materials from sheet metal to pipes. ✅ Simplified Handling: Reduces the complexity of robotic programming. ✅ Self-Calibrating: Utilizes gravity for error-resistant gripping. ✅ No Special Design Needed: Eliminates the need for precise gripping points on components. Not something you see every day. Saw this at: —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu - eu/acc

37,033 просмотров • 7 месяцев назад

Elon Musk on AI, Robotics & Abundance: “With AI and robotics, this is the path to abundance for all If you want to solve global poverty or give everyone a very high standard of living, the only way to do that is AI and robotics That doesn’t mean it’s without risk. We have to be very careful… we don’t want to end up in a Terminator movie But if AI becomes ubiquitous and essentially free, and robotics is everywhere too, you’ll see an explosion in the global economy on a scale that’s hard to even comprehend” This is the future Elon is working toward

Elon Musk on AI, Robotics & Abundance: “With AI and robotics, this is the path to abundance for all If you want to solve global poverty or give everyone a very high standard of living, the only way to do that is AI and robotics That doesn’t mean it’s without risk. We have to be very careful… we don’t want to end up in a Terminator movie But if AI becomes ubiquitous and essentially free, and robotics is everywhere too, you’ll see an explosion in the global economy on a scale that’s hard to even comprehend” This is the future Elon is working toward

X Freeze

15,530 просмотров • 3 месяцев назад

A few months ago we set out to understand exactly how our models can be used to accelerate progress in robotics and other AI systems that don’t just represent the world, but are actually able to interact with it. We’ve been collaborating with leading companies in the space and we’ve developed an initial approach that we're now opening up to accelerate development across the industry. Our fifth announcement is GWM Robotics. GWM Robotics is a learned simulator that generates synthetic data for scalable robot training and policy evaluation, removing the bottlenecks of physical hardware.

A few months ago we set out to understand exactly how our models can be used to accelerate progress in robotics and other AI systems that don’t just represent the world, but are actually able to interact with it. We’ve been collaborating with leading companies in the space and we’ve developed an initial approach that we're now opening up to accelerate development across the industry. Our fifth announcement is GWM Robotics. GWM Robotics is a learned simulator that generates synthetic data for scalable robot training and policy evaluation, removing the bottlenecks of physical hardware.

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Folks can debate on whether or not this really was a Nazi salute. I think it was—but add the salute to the quote and decide for yourself… “The future of civilization is assured.” This is white supremacy at work and we are in danger.

Folks can debate on whether or not this really was a Nazi salute. I think it was—but add the salute to the quote and decide for yourself… “The future of civilization is assured.” This is white supremacy at work and we are in danger.

Christopher Webb

31,852 просмотров • 1 год назад

Today I assembled the first batch of reBot DevArm in the U.S! First one on the planet! 🇺🇸⚙️ But this isn’t about a robot arm. This is about what happens when open source hits robotics. For years: •Hardware was locked •Robotics was expensive •Embodied AI was out of reach Now? Anyone can get their hands on: •6 DOF manipulation •Real precision (<0.2 mm repeatability) •Full stack access (ROS, Isaac Sim, LeRobot) This is how movements start. Not in labs. Not behind paywalls. But in the hands of builders. Massive respect to Seeed Studio for pushing true open-source robotics forward! We’re about to see: → Thousands of robot arms trained like athletes → Real-world datasets explode → Physical AI built in garages, not just research labs At SoloTech , this is the unlock we’ve been waiting for, training and deploying Physical AI skill models on real hardware, anywhere. No sims. No vaporware. No excuses. Production Grade Physical AI. Want to get access? Check out the Physical AI Gym in San Francisco or DM me.

Today I assembled the first batch of reBot DevArm in the U.S! First one on the planet! 🇺🇸⚙️ But this isn’t about a robot arm. This is about what happens when open source hits robotics. For years: •Hardware was locked •Robotics was expensive •Embodied AI was out of reach Now? Anyone can get their hands on: •6 DOF manipulation •Real precision (<0.2 mm repeatability) •Full stack access (ROS, Isaac Sim, LeRobot) This is how movements start. Not in labs. Not behind paywalls. But in the hands of builders. Massive respect to Seeed Studio for pushing true open-source robotics forward! We’re about to see: → Thousands of robot arms trained like athletes → Real-world datasets explode → Physical AI built in garages, not just research labs At SoloTech , this is the unlock we’ve been waiting for, training and deploying Physical AI skill models on real hardware, anywhere. No sims. No vaporware. No excuses. Production Grade Physical AI. Want to get access? Check out the Physical AI Gym in San Francisco or DM me.

Dhruv Diddi

31,214 просмотров • 3 месяцев назад

ELON: “I DON’T BUY STOCKS, I BUILD THINGS” “I don’t really buy stocks. I’m not like an investor, I don’t look for things to invest in. I just try to build things. And then there happens to be stock of the company that I built. I don’t think about whether I should invest in a company or not. I don’t have a portfolio or anything. I guess AI and robotics are going to be very important. So I suppose it would be AI and robotics, that aren’t related to me. I think Google is going to be pretty valuable in the future. They’ve laid the groundwork for immense value creation from an AI standpoint. And Nvidia is obvious at this point. There’s an argument that companies doing AI, robotics, and maybe space flight are going to be overwhelming.” Source: Nikhil Kamath

ELON: “I DON’T BUY STOCKS, I BUILD THINGS” “I don’t really buy stocks. I’m not like an investor, I don’t look for things to invest in. I just try to build things. And then there happens to be stock of the company that I built. I don’t think about whether I should invest in a company or not. I don’t have a portfolio or anything. I guess AI and robotics are going to be very important. So I suppose it would be AI and robotics, that aren’t related to me. I think Google is going to be pretty valuable in the future. They’ve laid the groundwork for immense value creation from an AI standpoint. And Nvidia is obvious at this point. There’s an argument that companies doing AI, robotics, and maybe space flight are going to be overwhelming.” Source: Nikhil Kamath

Mario Nawfal

324,098 просмотров • 8 месяцев назад

ELON MUSK: "With Robotics and AI, this is really the path to abundance for all. If you say people often talk about solving global poverty, essentially, how do we make give everyone a very high standard of living? I think the only way to do this is AI and robotics. I mean this, we need to be very careful with AI. We need to be very careful with robotics. We don't want to find ourselves in a James Cameron movie. We don't want to be a Terminator, obviously. But if you have ubiquitous AI that is essentially free or close to it, and ubiquitous robotics, then you will have an explosion in the global economy and expansion the global economy that is truly beyond all precedent."

ELON MUSK: "With Robotics and AI, this is really the path to abundance for all. If you say people often talk about solving global poverty, essentially, how do we make give everyone a very high standard of living? I think the only way to do this is AI and robotics. I mean this, we need to be very careful with AI. We need to be very careful with robotics. We don't want to find ourselves in a James Cameron movie. We don't want to be a Terminator, obviously. But if you have ubiquitous AI that is essentially free or close to it, and ubiquitous robotics, then you will have an explosion in the global economy and expansion the global economy that is truly beyond all precedent."

DogeDesigner

34,755 просмотров • 6 месяцев назад

One smartphone at the core of a robot. The idea is simple but interesting: use a used smartphone as the main controller for a hobby robot, in this case a hexapod. Instead of adding separate boards and sensors, the phone already brings a lot of what robots need: - IMU and environmental sensors - WiFi, Bluetooth, and cellular connectivity - Multiple cameras and GPS - Battery, display, GPU, and a fairly powerful processor All of this is already calibrated and supported by mature software tools and frameworks. What makes this approach worth looking at is not just convenience. It also reuses hardware that would otherwise end up as e-waste. Billions of smartphones are discarded every year. Nice example of leveraging existing consumer hardware for robotics. Project by Mehdi Alizadeh from YouTube: —- Weekly robotics and AI insights. Subscribe free:

One smartphone at the core of a robot. The idea is simple but interesting: use a used smartphone as the main controller for a hobby robot, in this case a hexapod. Instead of adding separate boards and sensors, the phone already brings a lot of what robots need: - IMU and environmental sensors - WiFi, Bluetooth, and cellular connectivity - Multiple cameras and GPS - Battery, display, GPU, and a fairly powerful processor All of this is already calibrated and supported by mature software tools and frameworks. What makes this approach worth looking at is not just convenience. It also reuses hardware that would otherwise end up as e-waste. Billions of smartphones are discarded every year. Nice example of leveraging existing consumer hardware for robotics. Project by Mehdi Alizadeh from YouTube: —- Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

150,850 просмотров • 7 месяцев назад

At first glance, this looks straight out of a sci-fi movie. But what makes it fascinating is that projects like this are increasingly being built by small engineering teams and independent creators not giant defense contractors. Custom robotics is evolving fast tracked mechs, insect-inspired movement, ducted fan propulsion, advanced mobility systems… all built with accessible modern tools and components. The line between “garage project” and “advanced robotics lab” is starting to blur. Genius engineering creativity… or unnecessarily overengineered? ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

At first glance, this looks straight out of a sci-fi movie. But what makes it fascinating is that projects like this are increasingly being built by small engineering teams and independent creators not giant defense contractors. Custom robotics is evolving fast tracked mechs, insect-inspired movement, ducted fan propulsion, advanced mobility systems… all built with accessible modern tools and components. The line between “garage project” and “advanced robotics lab” is starting to blur. Genius engineering creativity… or unnecessarily overengineered? ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

CTO ROBOTICS Media

28,491 просмотров • 2 месяцев назад

robotics demo are aaaalways flawless. a warehouse? not so much. Everyone deploying knows, that gap has been the open secret of the industry for years: Perfect lighting, perfect items, perfect choreography on stage. Then the truck backs in with a thousand mismatched SKUs and the system? Not working so smoothly anymore. Operator (Ultra ) is built for the messy version… the repetitive work that wears people down by hour eight: packing, sorting, kitting. Stationary design, so it can run up to 24 hours without tipping risk or battery swaps. What the promise? Roll it up, plug it in, turn it on. No fixed infrastructure, no multi-week integration. Worth watching how this kind of approach holds up in real facilities, looking forward to the more of this. Congrats to Jon Miller Schwartz and the entire Ultra team 👋 Credit: —— Weekly robotics and AI insights. Subscribe free:

robotics demo are aaaalways flawless. a warehouse? not so much. Everyone deploying knows, that gap has been the open secret of the industry for years: Perfect lighting, perfect items, perfect choreography on stage. Then the truck backs in with a thousand mismatched SKUs and the system? Not working so smoothly anymore. Operator (Ultra ) is built for the messy version… the repetitive work that wears people down by hour eight: packing, sorting, kitting. Stationary design, so it can run up to 24 hours without tipping risk or battery swaps. What the promise? Roll it up, plug it in, turn it on. No fixed infrastructure, no multi-week integration. Worth watching how this kind of approach holds up in real facilities, looking forward to the more of this. Congrats to Jon Miller Schwartz and the entire Ultra team 👋 Credit: —— Weekly robotics and AI insights. Subscribe free:

Ilir Aliu

21,198 просмотров • 3 месяцев назад