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Zero-WAM: In-Context World-Action Modeling from Human Videos for Open-Ended Task Generalization (Aug
Title: Zero-WAM: In-Context World-Action Modeling from Human Videos for Open-Ended Task Generalization (Aug 2026)
Link: http://arxiv.org/abs/2608.26103v2
Date: August 2026
Summary:
This paper introduces Zero-WAM, a causal video-action model that performs unseen robotic manipulation tasks by using human demonstration videos as in-context task specifications. The authors construct HumanGen, a dataset of 74.2K semantically matched human–robot…
Link to Video :https://www.technology-in-business.net/zero-wam-in-context-world-action-modeling-from-human-videos-for-open-ended-task-generalization-aug/
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Zero-WAM: In-Context World-Action Modeling from Human Videos for Open-Ended Task Generalization (Aug
Title: Zero-WAM: In-Context World-Action Modeling from Human Videos for Open-Ended Task Generalization (Aug 2026)
Link: http://arxiv.org/abs/2608.26103v2
Date: August 2026
Summary:
This paper introduces Zero-WAM, a causal video-action model that performs unseen robotic manipulation tasks by using human demonstration videos as in-context task specifications. The authors construct HumanGen, a dataset of 74.2K semantically matched human–robot…
Link to Video :https://www.technology-in-business.net/zero-wam-in-context-world-action-modeling-from-human-videos-for-open-ended-task-generalization-aug/
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This 5B Model Just Shattered the Zero-Shot Robotics Frontier by 29.5%
Imagine a robot that can complete a brand-new, complex manipulation task it has never practiced before—simply by watching a quick video of a human doing it first
.
While large language models (LLMs) can learn new tricks on the fly through written prompts (called "in-context learning"), physical robots have historically struggled to generalize to…
Link to Video :https://www.technology-in-business.net/this-5b-model-just-shattered-the-zero-shot-robotics-frontier-by-29-5/
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This 5B Model Just Shattered the Zero-Shot Robotics Frontier by 29.5%
Imagine a robot that can complete a brand-new, complex manipulation task it has never practiced before—simply by watching a quick video of a human doing it first
.
While large language models (LLMs) can learn new tricks on the fly through written prompts (called "in-context learning"), physical robots have historically struggled to generalize to…
Link to Video :https://www.technology-in-business.net/this-5b-model-just-shattered-the-zero-shot-robotics-frontier-by-29-5/
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AGI Just Got Uncomfortably Close
Does AGI arrive as one giant breakthrough, or do we slowly realize it already happened?
CHAPTERS ?
00:00 – I Thought AGI Was Already Here
06:53 – This Humanoid Robot Unpacks Itself
08:33 – I Met Grok Bot, and It Was Not What I Expected
11:13 – If AI Makes Human Time Abundant, What…
Link to Video :https://www.technology-in-business.net/agi-just-got-uncomfortably-close/
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AGI Just Got Uncomfortably Close
Does AGI arrive as one giant breakthrough, or do we slowly realize it already happened?
CHAPTERS ?
00:00 – I Thought AGI Was Already Here
06:53 – This Humanoid Robot Unpacks Itself
08:33 – I Met Grok Bot, and It Was Not What I Expected
11:13 – If AI Makes Human Time Abundant, What…
Link to Video :https://www.technology-in-business.net/agi-just-got-uncomfortably-close/
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Unitree Just Built the CRAZIEST AI Robot Army… We Are NOT Ready For This!
Unitree is building one of the wildest AI robot lineups in the world, and this video breaks down why the company is becoming a major force in humanoid robots. From the voice-controlled Unitree G1 to the affordable R1, the record-breaking H1, the powerful H2, and the giant pilotable GD01 mecha, Unitree is creating a…
Link to Video :https://www.technology-in-business.net/unitree-just-built-the-craziest-ai-robot-army-we-are-not-ready-for-this/
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Unitree Just Built the CRAZIEST AI Robot Army… We Are NOT Ready For This!
Unitree is building one of the wildest AI robot lineups in the world, and this video breaks down why the company is becoming a major force in humanoid robots. From the voice-controlled Unitree G1 to the affordable R1, the record-breaking H1, the powerful H2, and the giant pilotable GD01 mecha, Unitree is creating a…
Link to Video :https://www.technology-in-business.net/unitree-just-built-the-craziest-ai-robot-army-we-are-not-ready-for-this/
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“ChatGPT Moment” for Robotics Is Coming. The Real Problem Isn’t Intelligence | Stanford, Catie Cuan
Catie Cuan, Stanford Roboticist, Robot Choreographer, and founder of ART Lab (AI Robot Technology), breaks down why the humanoid race led by 1X and Unitree may be a myopic vision of our robotic future, and how designing for delight and human interaction, not utility alone, will shape the billions of robots coming into our…
Link to Video :https://www.technology-in-business.net/chatgpt-moment-for-robotics-is-coming-the-real-problem-isnt-intelligence-stanford-catie-cuan/
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“ChatGPT Moment” for Robotics Is Coming. The Real Problem Isn’t Intelligence | Stanford, Catie Cuan
Catie Cuan, Stanford Roboticist, Robot Choreographer, and founder of ART Lab (AI Robot Technology), breaks down why the humanoid race led by 1X and Unitree may be a myopic vision of our robotic future, and how designing for delight and human interaction, not utility alone, will shape the billions of robots coming into our…
Link to Video :https://www.technology-in-business.net/chatgpt-moment-for-robotics-is-coming-the-real-problem-isnt-intelligence-stanford-catie-cuan/
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Why robots still can’t pick up an egg (and how we’re fixing it)
Handling delicate, irregular or unpredictable objects is one of the hardest problems left in automation, and one of the most important. It's what's holding back the next wave of robots from doing more in the real world.
That's why we're working with PSYONIC on a new approach. Their Ability Hand, worn by hundreds of…
Link to Video :https://www.technology-in-business.net/why-robots-still-cant-pick-up-an-egg-and-how-were-fixing-it/
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Why robots still can’t pick up an egg (and how we’re fixing it)
Handling delicate, irregular or unpredictable objects is one of the hardest problems left in automation, and one of the most important. It's what's holding back the next wave of robots from doing more in the real world.
That's why we're working with PSYONIC on a new approach. Their Ability Hand, worn by hundreds of…
Link to Video :https://www.technology-in-business.net/why-robots-still-cant-pick-up-an-egg-and-how-were-fixing-it/
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..
Why robots still can’t pick up an egg (and how we’re fixing it)
Handling delicate, irregular or unpredictable objects is one of the hardest problems left in automation, and one of the most important. It's what's holding back the next wave of robots from doing more in the real world.
That's why we're working with PSYONIC on a new approach. Their Ability Hand, worn by hundreds of…
Link to Video :https://www.technology-in-business.net/why-robots-still-cant-pick-up-an-egg-and-how-were-fixing-it/
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Why robots still can’t pick up an egg (and how we’re fixing it)
Handling delicate, irregular or unpredictable objects is one of the hardest problems left in automation, and one of the most important. It's what's holding back the next wave of robots from doing more in the real world.
That's why we're working with PSYONIC on a new approach. Their Ability Hand, worn by hundreds of…
Link to Video :https://www.technology-in-business.net/why-robots-still-cant-pick-up-an-egg-and-how-were-fixing-it/
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Awesome AI models on Flash Drive or SSD. GSN Offline.
This video explains a great way to run local AI models. This includes, text only, vision, thinking, and codeing models. Models sizes go from tiny text only to large opensource near fronrire level models.
Easy way to donwload and run offline AI models.
GSN Offline Website:
https://gsnoffline.com/
Example Models incldue, smollm2, gemma3, gemma4, granite4,…
Link to Video :https://www.technology-in-business.net/awesome-ai-models-on-flash-drive-or-ssd-gsn-offline/
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Awesome AI models on Flash Drive or SSD. GSN Offline.
This video explains a great way to run local AI models. This includes, text only, vision, thinking, and codeing models. Models sizes go from tiny text only to large opensource near fronrire level models.
Easy way to donwload and run offline AI models.
GSN Offline Website:
https://gsnoffline.com/
Example Models incldue, smollm2, gemma3, gemma4, granite4,…
Link to Video :https://www.technology-in-business.net/awesome-ai-models-on-flash-drive-or-ssd-gsn-offline/
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The Invisible Infrastructure in the Sky | Adam Bry | TED
Drones aren't just weapons of war; they're becoming first responders, infrastructure inspectors and guardians of the grid. Adam Bry, who leads the top drone manufacturer in the US, shows how autonomous flying robots are transforming emergency response and public safety — from detecting faulty power lines and preventing wildfires to catching crime in real…
Link to Video :https://www.technology-in-business.net/the-invisible-infrastructure-in-the-sky-adam-bry-ted/
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The Invisible Infrastructure in the Sky | Adam Bry | TED
Drones aren't just weapons of war; they're becoming first responders, infrastructure inspectors and guardians of the grid. Adam Bry, who leads the top drone manufacturer in the US, shows how autonomous flying robots are transforming emergency response and public safety — from detecting faulty power lines and preventing wildfires to catching crime in real…
Link to Video :https://www.technology-in-business.net/the-invisible-infrastructure-in-the-sky-adam-bry-ted/
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Evolution of Robots (1495 – 2100) ? | 600 Years of Robotic Evolution
Evolution of Robots (1495 – 2100) ? | 600 Years of Robotic Evolution
Video Chapters:
00:00 Intro
00:08 The Birth of Robots (1495 – 1921)
00:48 Early Robotic Innovations (1939 – 1969)
01:36 Rise of Industrial & Humanoid Robots (1973 – 1999)
02:24 Robots Enter Everyday Life (2000 – 2015)
03:18 The AI Revolution…
Link to Video :https://www.technology-in-business.net/evolution-of-robots-1495-2100-🤖-600-years-of-robotic-evolution/
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Evolution of Robots (1495 – 2100) ? | 600 Years of Robotic Evolution
Evolution of Robots (1495 – 2100) ? | 600 Years of Robotic Evolution
Video Chapters:
00:00 Intro
00:08 The Birth of Robots (1495 – 1921)
00:48 Early Robotic Innovations (1939 – 1969)
01:36 Rise of Industrial & Humanoid Robots (1973 – 1999)
02:24 Robots Enter Everyday Life (2000 – 2015)
03:18 The AI Revolution…
Link to Video :https://www.technology-in-business.net/evolution-of-robots-1495-2100-🤖-600-years-of-robotic-evolution/
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Top 10 Global Industrial Automation Giants: Siemens Dominates, Inovance Only Chinese Brand | EVST
Top 10 global industrial automation ranking revealed: Germany dominates with 3 companies, China has only Inovance on the list. From PLCs to digital twins, who has the strongest system capability? And why isn't Xinje on the list?
The Top 10 (full-stack technical strength — PLC, servo, drives, robots, industrial software, industrial PCs):
#1 Siemens…
Link to Video :https://www.technology-in-business.net/top-10-global-industrial-automation-giants-siemens-dominates-inovance-only-chinese-brand-evst/
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Top 10 Global Industrial Automation Giants: Siemens Dominates, Inovance Only Chinese Brand | EVST
Top 10 global industrial automation ranking revealed: Germany dominates with 3 companies, China has only Inovance on the list. From PLCs to digital twins, who has the strongest system capability? And why isn't Xinje on the list?
The Top 10 (full-stack technical strength — PLC, servo, drives, robots, industrial software, industrial PCs):
#1 Siemens…
Link to Video :https://www.technology-in-business.net/top-10-global-industrial-automation-giants-siemens-dominates-inovance-only-chinese-brand-evst/
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Generalist’s $400M Bet on Robots That Can Actually Touch the World
Physical AI is moving fast.
But Andrew Barry says the next major breakthrough in robotics may come down to something deceptively hard: dexterity.
In this episode of Automated, Brian Heater speaks with Andrew Barry, co-founder and CTO of Generalist, about how the company is building general intelligence for the physical world.
They discuss why…
Link to Video :https://www.technology-in-business.net/generalists-400m-bet-on-robots-that-can-actually-touch-the-world/
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Generalist’s $400M Bet on Robots That Can Actually Touch the World
Physical AI is moving fast.
But Andrew Barry says the next major breakthrough in robotics may come down to something deceptively hard: dexterity.
In this episode of Automated, Brian Heater speaks with Andrew Barry, co-founder and CTO of Generalist, about how the company is building general intelligence for the physical world.
They discuss why…
Link to Video :https://www.technology-in-business.net/generalists-400m-bet-on-robots-that-can-actually-touch-the-world/
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China Has 63% of the Robot Supply Chain… But America Has the AI. Who Wins?
China Has 63% of the Robot Supply Chain… But America Has the AI. Who Wins?
Who will dominate the next trillion?dollar industry – humanoid robots?
China has the world’s most complete supply chain (63% global share) and the largest application market. The US leads in AI chips, foundation models, and software. One is strongest…
Link to Video :https://www.technology-in-business.net/china-has-63-of-the-robot-supply-chain-but-america-has-the-ai-who-wins/
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China Has 63% of the Robot Supply Chain… But America Has the AI. Who Wins?
China Has 63% of the Robot Supply Chain… But America Has the AI. Who Wins?
Who will dominate the next trillion?dollar industry – humanoid robots?
China has the world’s most complete supply chain (63% global share) and the largest application market. The US leads in AI chips, foundation models, and software. One is strongest…
Link to Video :https://www.technology-in-business.net/china-has-63-of-the-robot-supply-chain-but-america-has-the-ai-who-wins/
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Figure AI, Spot & Robot Window Cleaners: 5 Big Stories You Missed
Welcome to the new RobotShift Rapid Fire. Today, we are stripping away the polished corporate investor reels and PR-managed marketing loops to audit the real-world friction of automating physical labor.
As hardware companies rapidly scale production, the actual deployment on live job sites is forcing immediate, unpolished operational compromises. In this week's episode, we…
Link to Video :https://www.technology-in-business.net/figure-ai-spot-robot-window-cleaners-5-big-stories-you-missed/
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Figure AI, Spot & Robot Window Cleaners: 5 Big Stories You Missed
Welcome to the new RobotShift Rapid Fire. Today, we are stripping away the polished corporate investor reels and PR-managed marketing loops to audit the real-world friction of automating physical labor.
As hardware companies rapidly scale production, the actual deployment on live job sites is forcing immediate, unpolished operational compromises. In this week's episode, we…
Link to Video :https://www.technology-in-business.net/figure-ai-spot-robot-window-cleaners-5-big-stories-you-missed/
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ALL OF Signals and Systems Explained
A complete, easy-to-follow explanation of Signals and Systems, covering core concepts like signals, systems, convolution, Fourier Transform, Laplace Transform, filters, sampling, and frequency response.
00:00 Fourier Transform
01:58 Signal Convolution
03:49 Laplace Transform
05:49 Linear Systems
07:53 Nyquist Sampling
10:07 Z Transform
11:52 Bode Plots
13:47 Signal Filters
15:44 Feedback Control
17:47 Signal Modulation…
Link to Video :https://www.technology-in-business.net/all-of-signals-and-systems-explained/
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ALL OF Signals and Systems Explained
A complete, easy-to-follow explanation of Signals and Systems, covering core concepts like signals, systems, convolution, Fourier Transform, Laplace Transform, filters, sampling, and frequency response.
00:00 Fourier Transform
01:58 Signal Convolution
03:49 Laplace Transform
05:49 Linear Systems
07:53 Nyquist Sampling
10:07 Z Transform
11:52 Bode Plots
13:47 Signal Filters
15:44 Feedback Control
17:47 Signal Modulation…
Link to Video :https://www.technology-in-business.net/all-of-signals-and-systems-explained/
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Train AI Robots Without Writing Code! (Introducing LeLab)
Welcome to LeLab, the official graphical user interface (GUI) for the LeRobot library!
LeLab Documentation & Install Command: https://huggingface.co/docs/lerobot/main/en/lelab
In this video, we show you how to take your AI robotics projects from assembly to autonomy without writing a single line of code. LeLab makes it incredibly easy to configure your arms, teleoperate, collect…
Link to Video :https://www.technology-in-business.net/train-ai-robots-without-writing-code-introducing-lelab/
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Train AI Robots Without Writing Code! (Introducing LeLab)
Welcome to LeLab, the official graphical user interface (GUI) for the LeRobot library!
LeLab Documentation & Install Command: https://huggingface.co/docs/lerobot/main/en/lelab
In this video, we show you how to take your AI robotics projects from assembly to autonomy without writing a single line of code. LeLab makes it incredibly easy to configure your arms, teleoperate, collect…
Link to Video :https://www.technology-in-business.net/train-ai-robots-without-writing-code-introducing-lelab/
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The Robot Takeover: How China Conquered Global Automation (90% Export Surge)
The Robot Takeover: How China Conquered Global Automation (90% Export Surge)
For decades, “Made in China” meant toys, clothes, and cheap electronics. Then came smartphones and EVs. Now, a new export wave is reshaping global supply chains — industrial robots.
In April 2026, China shipped over 25,000 industrial robots overseas in just one month.…
Link to Video :https://www.technology-in-business.net/the-robot-takeover-how-china-conquered-global-automation-90-export-surge/
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The Robot Takeover: How China Conquered Global Automation (90% Export Surge)
The Robot Takeover: How China Conquered Global Automation (90% Export Surge)
For decades, “Made in China” meant toys, clothes, and cheap electronics. Then came smartphones and EVs. Now, a new export wave is reshaping global supply chains — industrial robots.
In April 2026, China shipped over 25,000 industrial robots overseas in just one month.…
Link to Video :https://www.technology-in-business.net/the-robot-takeover-how-china-conquered-global-automation-90-export-surge/
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Ces machines chinoises coûtent MOINS CHER qu’un salaire
? Un projet en Chine ? Découvrez toutes nos solutions avec une équipe française sur place
? https://bit.ly/4uPaVyu
? Transport Chine – France : obtenez votre devis gratuit et personnalisé sous 24h
? https://bit.ly/4nwfM5c
La Chine ne copie plus, elle innove au micron près.
Sébastien s'est rendu au salon ITES de Shenzhen pour vous…
Link to Video :https://www.technology-in-business.net/ces-machines-chinoises-coutent-moins-cher-quun-salaire/
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Ces machines chinoises coûtent MOINS CHER qu’un salaire
? Un projet en Chine ? Découvrez toutes nos solutions avec une équipe française sur place
? https://bit.ly/4uPaVyu
? Transport Chine – France : obtenez votre devis gratuit et personnalisé sous 24h
? https://bit.ly/4nwfM5c
La Chine ne copie plus, elle innove au micron près.
Sébastien s'est rendu au salon ITES de Shenzhen pour vous…
Link to Video :https://www.technology-in-business.net/ces-machines-chinoises-coutent-moins-cher-quun-salaire/
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Asimov v1 Open-Source Humanoid Robot: Full GitHub Walkthrough
Asimov v1 is a 1.2m, 35kg open-source humanoid robot — and every file you need to build one is on GitHub right now. In this video, I walk through the full asimovinc/asimov-v1 repository and show you exactly how to use the Bill of Materials (BOM) to source the real parts yourself.
If I get…
Link to Video :https://www.technology-in-business.net/asimov-v1-open-source-humanoid-robot-full-github-walkthrough/
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Asimov v1 Open-Source Humanoid Robot: Full GitHub Walkthrough
Asimov v1 is a 1.2m, 35kg open-source humanoid robot — and every file you need to build one is on GitHub right now. In this video, I walk through the full asimovinc/asimov-v1 repository and show you exactly how to use the Bill of Materials (BOM) to source the real parts yourself.
If I get…
Link to Video :https://www.technology-in-business.net/asimov-v1-open-source-humanoid-robot-full-github-walkthrough/
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New GEN 3 Humanoid Robot Full Body E-SKIN Does This (AI NEWS)
New humanoid robot full-body electronic skin technology with 0.01N tactile sensitivity, high-precision fingertip sensing, and full-palm teleoperation hits mass production | Netflix open-sources VOID AI framework for physics-aware video object removal | Menlo Research open-sources Asimov agent-native humanoid robot DIY kit at $15K | NVIDIA-backed CaP-X framework lets AI write its own robot control…
Link to Video :https://www.technology-in-business.net/new-gen-3-humanoid-robot-full-body-e-skin-does-this-ai-news/
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New GEN 3 Humanoid Robot Full Body E-SKIN Does This (AI NEWS)
New humanoid robot full-body electronic skin technology with 0.01N tactile sensitivity, high-precision fingertip sensing, and full-palm teleoperation hits mass production | Netflix open-sources VOID AI framework for physics-aware video object removal | Menlo Research open-sources Asimov agent-native humanoid robot DIY kit at $15K | NVIDIA-backed CaP-X framework lets AI write its own robot control…
Link to Video :https://www.technology-in-business.net/new-gen-3-humanoid-robot-full-body-e-skin-does-this-ai-news/
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