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2/ Recollect Automatic OCR scanning + page turning machine to digitize books and print media 🏅Hardware award Lawton Skaling Kaien Yang Jason Lin

Alex Reibman 🖇️

56,724 subscribers

335,882 views • 2 years ago •via X (Twitter)

Science & Technology News & Politics Education

Anya Rossi• Live Now

Private livecam show

12 Comments

Alex Reibman 🖇️2 years ago

Stanford just hosted a hackathon. Over 1000 students from around the world came to build for 36 hours straight. The reward? $100k+ in prizes. Here are the winners and crowd standouts we saw at TreeHacks ‘24 @hackwithtrees (🧵):

Alex Reibman 🖇️2 years ago

1/ Baymax Robot arm controlled by natural language and speech to provide medicine to the elderly/physically disabled. Every single robot control, including inverse kinematics, coded from scratch. 🏆Grand prize winner- $10,000 🏆Elderly citizens award- Free trip to Japan

Alex Reibman 🖇️2 years ago

3/ Good Samaritan Combining Apple Vision Pro with machine learning to help first responders administer first aid 🏆Healthcare impact grand prize @yashdulla @rayhotate @ShloakR @blu3mo

Alex Reibman 🖇️2 years ago

4/ Smart bike lock RFID bike lock jerry-rigged together with 9 volt batteries, electrical tape, a 3d printed chassis, and an arruino @SamDuong1

Alex Reibman 🖇️2 years ago

5/ Synthesis NLP data pipeline + classifier and LLM summarization tool to collate news from biased sources and distill truthful information Basically, @Ground_app, but AI 🏅 Editor’s (me) choice- for most sophisticated architecture @RonNachum

Alex Reibman 🖇️2 years ago

6/ Luna AI storyteller that live-generates photos while you’re telling a story Great for kids + fun novelty party game @Kellyyyeh @sfkunals

Alex Reibman 🖇️2 years ago

7/ Lingua Franca VR language learning game where you can learn new language by speaking with NPCs 🏅Prize winner

Alex Reibman 🖇️2 years ago

8/ Compost Chaos Overcooked-inspired Unity game to promote recycling @LuizAhumada

Alex Reibman 🖇️2 years ago

9/ Auto switch Cheap door switch with built in Bluetooth and motion sensors. Retrofits to lights by physically toggling the switch

Alex Reibman 🖇️2 years ago

10/ Breathe easy “Breathing” pillow that expands and contracts to match your own breathing pattern. Research suggests this leads to more restful sleep Inside: mechanical accordion. No need for wires or pumps

Alex Reibman 🖇️2 years ago

And that’s all I could film! There were wayyy too many projects (at least 400) This was the first student hackathon I’ve ever been to. I’m seriously impressed Huge shoutout to @MLHacks @hackwithtrees @Stanford Want to see more hacks, AI agents, and demos? Follow @AlexReibman

𝑰𝒓𝒂𝒛2 years ago

@LawtonSkaling @kaien_yang @jclin22009 Bro how many times has this one been done lmao

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Alex Reibman 🖇️

187,725 views • 1 year ago

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Mario Nawfal

1,834,957 views • 1 year ago

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Tech_baby

10,490 views • 1 month ago

Kim Peek was an American savant born with an abnormally large head and serious developmental challenges. Doctors discovered that the bundle of nerves connecting the two hemispheres of his brain was missing. They considered him mentally retarded and advised his parents to send him to a mental institution, but they refused. At six years old, doctors recommended a lobotomy to "cure" him, but his parents didn't consent. Despite this, Kim started to amaze them, reading and memorizing vast amounts of information in various subjects, such as history, literature, geography, and dates. It was recorded that he could accurately recall the contents of at least 12,000 books. Peek read by scanning the left page with his left eye and the right page with his right eye. He remains one of the greatest savants in history and inspired the 1988 Academy Award-winning film Rain Man.

Kim Peek was an American savant born with an abnormally large head and serious developmental challenges. Doctors discovered that the bundle of nerves connecting the two hemispheres of his brain was missing. They considered him mentally retarded and advised his parents to send him to a mental institution, but they refused. At six years old, doctors recommended a lobotomy to "cure" him, but his parents didn't consent. Despite this, Kim started to amaze them, reading and memorizing vast amounts of information in various subjects, such as history, literature, geography, and dates. It was recorded that he could accurately recall the contents of at least 12,000 books. Peek read by scanning the left page with his left eye and the right page with his right eye. He remains one of the greatest savants in history and inspired the 1988 Academy Award-winning film Rain Man.

Historic Vids

14,904,340 views • 3 years ago

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Ti Morse

45,243 views • 1 year ago

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🥇 Pragnya Gupta

22,848 views • 10 months ago

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Dr Jitendra Singh

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Please note that there is an added benefit where visitors to the exhibition are able to purchase a large print for selected photos for ₩49,000. Photos can be selected for printing by scanning a QR code. This information was not shared beforehand, and many fans have already left without knowing. “V TYPE 非 : ON-SITE IN SEOUL Large-Format Printing Service This is an on-site large print ordering service available to visitors attending V TYPE 非 : ON-SITE IN SEOUL. You can order large-format prints of selected exhibited works, including unreleased images How to Use •Scan the QR code displayed on the information panel inside the exhibition hall. •On the order page, select a photo and complete your purchase. •Once your order is ready, it will be shipped to the address you provide. Important Notes •This service is only available for selected works. •You may purchase up to 3 prints per order; there is no limit on the total number of orders. •This is a location-based service and can only be used within a 2 km radius of the exhibition venue. •This is a custom, print-on-demand service. Once an order is placed, cancellations, exchanges, or refunds are not allowed, including changes of mind. •Available print sizes and options vary by work; details must be checked on the order page. •If you experience any issues, contact [email protected] Additional Order Notice (shown during checkout) •Colors may differ between the screen and the printed product. •Once production starts, cancellation or refunds are not possible. •Price shown: 49,000 KRW (per large print).” Cr Sv__________v2

Taehyung Naver

19,227 views • 6 months ago

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IGAD Secretariat

11,503 views • 1 year ago

The Money Making Expert: The Exact Formula For Turning $100 Into $100k Per Month! 10x Your Income Without Working Harder! The Waiting List Hack That Will Make You Millions! Daniel Priestley is an award-winning serial entrepreneur who has built and sold several successful businesses and written 5 books on starting and scaling businesses. He knows just about everything when it comes to the world of business and is here today to share all… In this conversation Daniel and I talk about 👇🏽 💥 Why failing is the answer to success. 💥 How to build multi-million pound businesses. 💥 How to take your thoughts from an idea to reality. 💥 Why sales is one of the most important skills you could ever learn. 💥 Where and how to invest your money. This conversation is one that my 16 year old self would have loved to be able to hear. So, wherever you are on your entrepreneur journey, trust me when I say there is something in this episode for you. Open you notes page, and get ready… OUT NOW -

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Steven Bartlett

38,972 views • 2 years ago

How to Resurface Brake Rotors Like a Pro. Pure ASMR . Got a brake pedal that feels like a foot massage every time you slow down? It’s probably time to address those warped rotors. Instead of throwing them straight into the scrap bin, you can often give them a second life by turning them on a brake lathe. Here is the exact step-by-step process to get that perfectly smooth, true finish: Step 1: Mount the Rotor Place the brake rotor securely onto the lathe spindle. Slide on the correct-sized adapters to ensure the rotor centers perfectly on the shaft. Thread on the arbor nut and tighten it down to lock everything firmly in place. Step 2: Install the Silencer Band Don't skip this part unless you want your eardrums ringing. Wrap the rubber anti-chatter silencer band tightly around the outer edge of the rotor. Secure the spring hook. This dampens high-frequency vibrations and prevents high-pitched squealing while cutting. Step 3: Fire Up the Machine Flip the power switch to the ON position to get the rotor spinning. Take a quick second to make sure everything looks centered and isn't wobbling on the spindle. Step 4: Position Your Cutting Bits Use the handwheels to bring the twin cutting arms into position. Align the diamond-tipped cutting bits so they are just clearing both the inner and outer surfaces of the rotor. Step 5: Dial in the Depth of Cut Carefully adjust the micrometers on both sides to set your depth. For a standard scratch pass or light resurfacing, dial it in precisely to take off just enough material to clear the high spots and rust ridges. Step 6: Engage the Automatic Feed Turn up your speed control unit and engage the automatic feed mechanism. Sit back and let the machine work its magic as the cutting bits slowly move outward, cutting away imperfections and restoring a completely flat surface. Step 7: The Final Touch Once the automatic pass is complete, lightly run a piece of medium-grit sandpaper or a sanding block across the spinning rotor surfaces. This knocks down any microscopic ridges left by the bits and creates a clean, non-directional finish for optimal brake pad bedding. Step 8: Tear Down Shut the power off. Use your wrench to loosen the arbor nut, unhook the silencer band, and slide your perfectly resurfaced rotor off the machine.

How to Resurface Brake Rotors Like a Pro. Pure ASMR . Got a brake pedal that feels like a foot massage every time you slow down? It’s probably time to address those warped rotors. Instead of throwing them straight into the scrap bin, you can often give them a second life by turning them on a brake lathe. Here is the exact step-by-step process to get that perfectly smooth, true finish: Step 1: Mount the Rotor Place the brake rotor securely onto the lathe spindle. Slide on the correct-sized adapters to ensure the rotor centers perfectly on the shaft. Thread on the arbor nut and tighten it down to lock everything firmly in place. Step 2: Install the Silencer Band Don't skip this part unless you want your eardrums ringing. Wrap the rubber anti-chatter silencer band tightly around the outer edge of the rotor. Secure the spring hook. This dampens high-frequency vibrations and prevents high-pitched squealing while cutting. Step 3: Fire Up the Machine Flip the power switch to the ON position to get the rotor spinning. Take a quick second to make sure everything looks centered and isn't wobbling on the spindle. Step 4: Position Your Cutting Bits Use the handwheels to bring the twin cutting arms into position. Align the diamond-tipped cutting bits so they are just clearing both the inner and outer surfaces of the rotor. Step 5: Dial in the Depth of Cut Carefully adjust the micrometers on both sides to set your depth. For a standard scratch pass or light resurfacing, dial it in precisely to take off just enough material to clear the high spots and rust ridges. Step 6: Engage the Automatic Feed Turn up your speed control unit and engage the automatic feed mechanism. Sit back and let the machine work its magic as the cutting bits slowly move outward, cutting away imperfections and restoring a completely flat surface. Step 7: The Final Touch Once the automatic pass is complete, lightly run a piece of medium-grit sandpaper or a sanding block across the spinning rotor surfaces. This knocks down any microscopic ridges left by the bits and creates a clean, non-directional finish for optimal brake pad bedding. Step 8: Tear Down Shut the power off. Use your wrench to loosen the arbor nut, unhook the silencer band, and slide your perfectly resurfaced rotor off the machine.

Chuckling Charlie

91,000 views • 1 month ago

Full episode of the first-ever Math Academy podcast with Jason Roberts: 0:00 - Introduction 4:00 - Applying the MA Way to X Growth 7:40 - Status of the ML Course and its Kick-Ass Coding Projects (Part 1) 25:50 - Jason's Near-Infinite List of Important Things 34:20 - The ML Course Has Been a Massive Undertaking 42:10 - Breadth-First Development 44:30 - Status of the ML Course and its Kick-Ass Coding Projects (Part 2) 50:15 - Why Math Academy Needs To Do a CS Course 56:45 - The Never-Ending Stream of Confusion 1:00:30 - The Story of Eurisko, the Most Advanced Math/CS Track in the USA 1:24:20 - Intuition Through Repetition: Machine Learning Edition 1:29:40 - The Importance of Spaced Review 1:43:30 - Upcoming Course Roadmap 1:47:40 - Spaced Repetition 2.0: Accounting For and Discouraging Reference Reliance 1:54:45 - Overhelping: A Pathology of the Over-Involved Parent/Tutor 1:59:21 - Yes, You Need to be Automatic on Math Facts (and Yes, Rapid-Fire Training is Coming) 2:04:55 - What Happens When Students Don't Know Their Math Facts 2:05:50 - The Horror of Attempting to Teach a Class When Students Have Multi-Year Deficits in Fundamental Skills 2:11:30 - Integrating Coding Into the Math Curriculum 2:18:00 - Combining Math and Coding is the Closest Thing to a Real-Life Superpower 2:18:55 - Creating a Full Math Degree and Getting Full College Credit 2:22:15 - The Power of Pre-Learning: The Greatest Educational Life Hack

Full episode of the first-ever Math Academy podcast with Jason Roberts: 0:00 - Introduction 4:00 - Applying the MA Way to X Growth 7:40 - Status of the ML Course and its Kick-Ass Coding Projects (Part 1) 25:50 - Jason's Near-Infinite List of Important Things 34:20 - The ML Course Has Been a Massive Undertaking 42:10 - Breadth-First Development 44:30 - Status of the ML Course and its Kick-Ass Coding Projects (Part 2) 50:15 - Why Math Academy Needs To Do a CS Course 56:45 - The Never-Ending Stream of Confusion 1:00:30 - The Story of Eurisko, the Most Advanced Math/CS Track in the USA 1:24:20 - Intuition Through Repetition: Machine Learning Edition 1:29:40 - The Importance of Spaced Review 1:43:30 - Upcoming Course Roadmap 1:47:40 - Spaced Repetition 2.0: Accounting For and Discouraging Reference Reliance 1:54:45 - Overhelping: A Pathology of the Over-Involved Parent/Tutor 1:59:21 - Yes, You Need to be Automatic on Math Facts (and Yes, Rapid-Fire Training is Coming) 2:04:55 - What Happens When Students Don't Know Their Math Facts 2:05:50 - The Horror of Attempting to Teach a Class When Students Have Multi-Year Deficits in Fundamental Skills 2:11:30 - Integrating Coding Into the Math Curriculum 2:18:00 - Combining Math and Coding is the Closest Thing to a Real-Life Superpower 2:18:55 - Creating a Full Math Degree and Getting Full College Credit 2:22:15 - The Power of Pre-Learning: The Greatest Educational Life Hack

Justin Skycak

66,588 views • 8 months ago

As a parent, lap reading is a joy. It’s a chance to cuddle your little one, while exposing them to rich vocabulary, concepts of print, and the wonder of books. When it comes to infants, however, lap reading can deprive babies of their favorite (and most important) sight: YOU. Which is why you might want to explore face-to-face reading as well. (With your baby facing toward you and the book simultaneously.) Developmentally, there are multiple benefits to allowing your baby to see you as you read together. Your little one is an expert at “reading” your face. This posture allows your baby to track your eyes to discover what you’re tuning in to. It also allows them to watch your mouth and learn how you’re making the words and sounds that accompany the pictures. This clever little one illustrates the case beautifully, creating a face-to-face experience of her own. Watch as our hero divides her attention between the book (and her important page turning responsibility!) and dad’s face - which she swivels her head to admire with equal (if not greater) interest. Kudos to dad, as well, as he balances book time and face time with his daughter - taking time to honor her interest in connection and observation. The logistics can obviously be a little trickier (consider reading face-to-face as your partner holds baby in their lap as one potential solution) - but the benefits are well worth the effort. Face-to-face reading for the win! This adorable father-daughter duo was shared to IG by mylittlemissameliaa.

As a parent, lap reading is a joy. It’s a chance to cuddle your little one, while exposing them to rich vocabulary, concepts of print, and the wonder of books. When it comes to infants, however, lap reading can deprive babies of their favorite (and most important) sight: YOU. Which is why you might want to explore face-to-face reading as well. (With your baby facing toward you and the book simultaneously.) Developmentally, there are multiple benefits to allowing your baby to see you as you read together. Your little one is an expert at “reading” your face. This posture allows your baby to track your eyes to discover what you’re tuning in to. It also allows them to watch your mouth and learn how you’re making the words and sounds that accompany the pictures. This clever little one illustrates the case beautifully, creating a face-to-face experience of her own. Watch as our hero divides her attention between the book (and her important page turning responsibility!) and dad’s face - which she swivels her head to admire with equal (if not greater) interest. Kudos to dad, as well, as he balances book time and face time with his daughter - taking time to honor her interest in connection and observation. The logistics can obviously be a little trickier (consider reading face-to-face as your partner holds baby in their lap as one potential solution) - but the benefits are well worth the effort. Face-to-face reading for the win! This adorable father-daughter duo was shared to IG by mylittlemissameliaa.

Dan Wuori

435,655 views • 7 months ago

Ken Griffin, founder of Citadel, explains how a 25-year-old used AI tools to turn a pet insurance business into a billion-dollar sale: Griffin tells the story of a friend who owned a pet insurance business and handed the keys over to his 25-year-old son to run. The son realised the tools now available to him changed what was possible for a small operator: "I can use social media. I can find when somebody posts a photo of a puppy on Facebook. I can determine the breed of dog through an AI image generation scanning mechanism. I can deliver a custom message to that consumer. If it's a woman, male, age, demographic, yes. Congratulations on your new golden retriever. You will love your dog for the rest of its life and it will love you. Be there for it when it needs you. Buy spot pet insurance." The result? "They sold the business a few weeks ago for a billion dollars." For Griffin, that story is a preview of where competition is heading. The advantages that used to protect big companies are now being handed to anyone with the right tools: "Competitive moats that large companies have depended upon are going to be filled in with AI tools. So the ability for small companies to take on incumbents will be higher than ever. This is a bit of a fantasy land for entrepreneurs." He traces the shift back to an earlier turning point: "Cloud computing was the first part of this narrative." Griffin uses his own industry to drive it home. Compute power used to be a fortress only the largest players could afford to build: "If you go back 10 years ago, for example, in finance, a startup could take us on in terms of having access to compute. We used to have data centers full of nine figures of hardware. We now use data centers full of billions of dollars of hardware, but a startup can lease the same hardware footprint if it wanted to." And the pattern, he says, only accelerates: "These moats to competition continually get eroded. It's a really incredible time to be an entrepreneur."

Ken Griffin, founder of Citadel, explains how a 25-year-old used AI tools to turn a pet insurance business into a billion-dollar sale: Griffin tells the story of a friend who owned a pet insurance business and handed the keys over to his 25-year-old son to run. The son realised the tools now available to him changed what was possible for a small operator: "I can use social media. I can find when somebody posts a photo of a puppy on Facebook. I can determine the breed of dog through an AI image generation scanning mechanism. I can deliver a custom message to that consumer. If it's a woman, male, age, demographic, yes. Congratulations on your new golden retriever. You will love your dog for the rest of its life and it will love you. Be there for it when it needs you. Buy spot pet insurance." The result? "They sold the business a few weeks ago for a billion dollars." For Griffin, that story is a preview of where competition is heading. The advantages that used to protect big companies are now being handed to anyone with the right tools: "Competitive moats that large companies have depended upon are going to be filled in with AI tools. So the ability for small companies to take on incumbents will be higher than ever. This is a bit of a fantasy land for entrepreneurs." He traces the shift back to an earlier turning point: "Cloud computing was the first part of this narrative." Griffin uses his own industry to drive it home. Compute power used to be a fortress only the largest players could afford to build: "If you go back 10 years ago, for example, in finance, a startup could take us on in terms of having access to compute. We used to have data centers full of nine figures of hardware. We now use data centers full of billions of dollars of hardware, but a startup can lease the same hardware footprint if it wanted to." And the pattern, he says, only accelerates: "These moats to competition continually get eroded. It's a really incredible time to be an entrepreneur."

Big Brain AI

12,488 views • 1 month ago

My second book (of now five) was on contextual software at Written to get ahead of Salesforce's strategy (each of our five books were written for the same reason -- to get ahead of the big company strategists -- and each did exactly that). Marc Benioff (Salesforce's CEO) wrote the forward because he liked my work. Today I saw a piece of the future of X. So this post is for Elon Musk. Grok and X needs what I just saw. Two guys from India visited my house this morning to show it to me: Jibin Mathew and Jikku Jose, founders of StoryBrain. The everything app needs to move way past TikTok if it's really going to grow. So, everything here, especially company posts to sell people on things, must become more visual and personalized (companies here are a big deal, I've found 3,600 AI companies already here and mapped them all out at They showed me that their system can generate attractive videos from: 1. An Amazon product page. 2. A PDF. 3. A Walmart product page. Or really any product page. The AI ingests them, finds important things on them to present to sell the product, and generates media for doing just that. Now why does this matter? Well, these "adaptive media" pieces need: 1. To be translated to all languages. India, alone, has more than 20 languages depending on what part of the country you are in. 2. Get the key selling/story points. 3. Learn from users. If everyone buys more on product pages with red backgrounds, it can learn that and change everything to red. 4. Work on every device. Not just new iPhones. Old shitty Android phones (no AR). TV's. Laptops. Tablets. Even watches. 5. Be personalized for culture and better results. Their team is half AI developers and has been working on generative AI to do this for four years. AI generation changes the game. If X is going to be the everything app that Elon says he wants to turn X into, then it must move toward a much more visual interface, and, soon, into 3D as well due to Vision Pro and competitors. In other words, X needs something like this. Why? 30% of the human brain is for visual processing. They process visual pieces like this much faster than the text that GPT generates. There are many millions of people who can't read at all, too. Can someone who is selling, say, jewelry, or travel, or, "everything," easily make these new pieces to push to social media? In an "everything" app it needs to be super simple. Also, by generating these on the fly (with some precaching) you can ensure they are always up to date and topical. This was my second startup of the morning. Starting the week with a bang!

My second book (of now five) was on contextual software at Written to get ahead of Salesforce's strategy (each of our five books were written for the same reason -- to get ahead of the big company strategists -- and each did exactly that). Marc Benioff (Salesforce's CEO) wrote the forward because he liked my work. Today I saw a piece of the future of X. So this post is for Elon Musk. Grok and X needs what I just saw. Two guys from India visited my house this morning to show it to me: Jibin Mathew and Jikku Jose, founders of StoryBrain. The everything app needs to move way past TikTok if it's really going to grow. So, everything here, especially company posts to sell people on things, must become more visual and personalized (companies here are a big deal, I've found 3,600 AI companies already here and mapped them all out at They showed me that their system can generate attractive videos from: 1. An Amazon product page. 2. A PDF. 3. A Walmart product page. Or really any product page. The AI ingests them, finds important things on them to present to sell the product, and generates media for doing just that. Now why does this matter? Well, these "adaptive media" pieces need: 1. To be translated to all languages. India, alone, has more than 20 languages depending on what part of the country you are in. 2. Get the key selling/story points. 3. Learn from users. If everyone buys more on product pages with red backgrounds, it can learn that and change everything to red. 4. Work on every device. Not just new iPhones. Old shitty Android phones (no AR). TV's. Laptops. Tablets. Even watches. 5. Be personalized for culture and better results. Their team is half AI developers and has been working on generative AI to do this for four years. AI generation changes the game. If X is going to be the everything app that Elon says he wants to turn X into, then it must move toward a much more visual interface, and, soon, into 3D as well due to Vision Pro and competitors. In other words, X needs something like this. Why? 30% of the human brain is for visual processing. They process visual pieces like this much faster than the text that GPT generates. There are many millions of people who can't read at all, too. Can someone who is selling, say, jewelry, or travel, or, "everything," easily make these new pieces to push to social media? In an "everything" app it needs to be super simple. Also, by generating these on the fly (with some precaching) you can ensure they are always up to date and topical. This was my second startup of the morning. Starting the week with a bang!

Robert Scoble

21,177 views • 2 years ago

This guy spent several days teaching a tabletop robot arm to roll a burrito and when one could not do it he did not rewrite the controller he printed 2 more and launched a 3-arm setup for about $1,000. He does not rewrite the software, does not wait for a smarter model, does not update the imitation weights, he just prints another arm and connects it to the existing leader-follower through LeRobot, nonstop. And it got more interesting: the hardware of one arm is a DIY kit SO-101 for about $300 to $400 on STS3215 bus servos, coordination between the arms goes through leader-follower teleoperation in Hugging Face LeRobot, and replication goes through a Bambu Lab A1 for $399 that prints a copy in a day. It knows the position of the tortilla by the leader-arm coordinates at the start, knows the handoff moment between the arms by the fold phase, and knows the final rolling from the sequence of demonstrations from teleop sessions. And it even distributes the work between the arms, one does the initial folds, the second holds the tortilla still, the third performs the final rolling, depending on which phase the burrito is currently in. In one 57-second demonstration 3 arms rolled a burrito for the first time without human involvement, and the total stack cost less than $1,000 in hardware versus a UR5 at $25,000 or an industrial burrito machine Solbern BR-1500 that costs about $50,000. The viewer is not watching 3 robots rolling a burrito. The viewer is watching permission to believe in a future where a kitchen task on $1,000 of hardware is done by the same loop as an industrial one at $50,000. Here is what happens when the bottleneck stops being the intelligence of the controller and the quality of the imitation model, and becomes the number of arms in the setup, and for a maker with a 3D printer the number of arms is limited only by print time. 3 arms do not get tired between sessions, do not require retraining when a new one is added, do not degrade from repetition, and every next burrito goes through the same teleop pipeline at the same quality as the first. Imagine that multi-arm DIY setups are no longer built for one kitchen task, but printed for each one, burritos, sushi, tacos, pizza dough, pour-over coffee. We just watched hobby robotics shift from "retrain the controller" to "print 2 more": when one robot can not handle it, you do not make it smarter, you print 2 more. The viewer thinks they are watching a DIY experiment. They are watching a multi-agent robotics stack that in one 57-second demonstration rolled a burrito for the first time without human hands, and whose filling partially falls out on the final rolling. What will improve the final rolling, a softer silicone gripper, a 4th follower arm in the setup, or a different filling composition and a more moist tortilla?

This guy spent several days teaching a tabletop robot arm to roll a burrito and when one could not do it he did not rewrite the controller he printed 2 more and launched a 3-arm setup for about $1,000. He does not rewrite the software, does not wait for a smarter model, does not update the imitation weights, he just prints another arm and connects it to the existing leader-follower through LeRobot, nonstop. And it got more interesting: the hardware of one arm is a DIY kit SO-101 for about $300 to $400 on STS3215 bus servos, coordination between the arms goes through leader-follower teleoperation in Hugging Face LeRobot, and replication goes through a Bambu Lab A1 for $399 that prints a copy in a day. It knows the position of the tortilla by the leader-arm coordinates at the start, knows the handoff moment between the arms by the fold phase, and knows the final rolling from the sequence of demonstrations from teleop sessions. And it even distributes the work between the arms, one does the initial folds, the second holds the tortilla still, the third performs the final rolling, depending on which phase the burrito is currently in. In one 57-second demonstration 3 arms rolled a burrito for the first time without human involvement, and the total stack cost less than $1,000 in hardware versus a UR5 at $25,000 or an industrial burrito machine Solbern BR-1500 that costs about $50,000. The viewer is not watching 3 robots rolling a burrito. The viewer is watching permission to believe in a future where a kitchen task on $1,000 of hardware is done by the same loop as an industrial one at $50,000. Here is what happens when the bottleneck stops being the intelligence of the controller and the quality of the imitation model, and becomes the number of arms in the setup, and for a maker with a 3D printer the number of arms is limited only by print time. 3 arms do not get tired between sessions, do not require retraining when a new one is added, do not degrade from repetition, and every next burrito goes through the same teleop pipeline at the same quality as the first. Imagine that multi-arm DIY setups are no longer built for one kitchen task, but printed for each one, burritos, sushi, tacos, pizza dough, pour-over coffee. We just watched hobby robotics shift from "retrain the controller" to "print 2 more": when one robot can not handle it, you do not make it smarter, you print 2 more. The viewer thinks they are watching a DIY experiment. They are watching a multi-agent robotics stack that in one 57-second demonstration rolled a burrito for the first time without human hands, and whose filling partially falls out on the final rolling. What will improve the final rolling, a softer silicone gripper, a 4th follower arm in the setup, or a different filling composition and a more moist tortilla?

Blaze

61,030 views • 2 months ago

A QUICK TECH FIX TO BYPASS THE TEDIOUS MANUAL SEARCH IN SIR DRAFT ROLL–2026 Tired of manually scanning ~1,000 names in the SIR Draft Roll–2026 just to check whether your name exists? Here’s a simple workaround. 🔹 Download the PDF of the SIR–2026 Draft Roll for your Polling Station 🔹 Right-click → Open with the latest version of Google Chrome (Desktop/Laptop only) 🔹 Chrome magically makes the PDF searchable, even though the Spokesperson ECI had rendered it machine non-readable on almost all standard PDF readers, including Adobe. 👉 This means Ctrl + F works in Chrome, sparing you the eye-straining, page-by-page hunt. I am attaching screen recording. Trust me: I spent nearly 15 minutes manually scanning every page of the correct polling booth and still couldn’t find my name. This trick worked instantly. #GyaneshKumar certainly makes life “interesting” for those of us who enjoy pushing technology to its limits 😃 Background (Why this hack is needed): ✅ Since 2023, Election Commission of India has been issuing Electoral Rolls in machine non-readable PDFs. As a result, searching names using Ctrl+F is disabled on most PDF readers. ✅ Shockingly, even EPIC numbers are not searchable in the SIR Draft Roll PDFs, arguably in violation of directions of the #SupremeCourtofIndia, making verification unnecessarily cumbersome. ✅ Searching by EPIC number or personal details on only gives the serial number in the existing Electoral Roll, which may not match the serial number in the SIR Draft Roll–2026, because: Some voters above you may not have submitted enrolment forms, or Their data could not be mapped till now with the 2002–03 SIR database. ✅ Opening the PDF in the latest Chrome (Desktop) solves this problem. ✅ For Indian language rolls (including Hindi), use a Unicode-enabled keyboard such as the Microsoft Indic Language Input Tool or similar. ⚠️ Note: This workaround works on a PC/laptop only. The mobile version of Chrome doesn’t support this yet, maybe a future update will. So, Jagat Prakash Nadda Mallikarjun Kharge Mamata Banerjee M.K.Stalin - தமிழ்நாட்டை தலைகுனிய விடமாட்டேன் Rahul Gandhi Pinarayi Vijayan may also want to run some quick data analytics using this very trick. Incidentally, there are simple and well-established tools through which such electoral roll PDFs can be made fully machine-readable. This is precisely what Nitin Sethi and his team demonstrated while identifying over 14 lakh duplicate voters in #BiharSIR2025. In an era where data analytics, AI, and OCR tools are routine, it is difficult to comprehend why the Election Commission of India continues to insist on issuing non-searchable electoral rolls, by relying on a narrow interpretation of the Kamal Nath judgment (2018) on Electoral Rolls. Transparency, verifiability, and ease of access are core democratic values, not optional conveniences. Purity of electoral rolls must take precedence over individual privacy. After all, the Electoral Roll only has age and address. A democracy survives on one person–one vote, not on opacity disguised as data protection. Free and fair elections are a constitutional imperative and that requires a publicly verifiable Electoral Rolls. 🙏 CEO Uttar Pradesh CEO West Bengal Chief Electoral Officer, Chhattisgarh CEO RAJASTHAN Maneesh Garg IAS Rajdeep ThePrintIndia Chief Electoral Officer Tamil Nadu may also want to have a look.

A QUICK TECH FIX TO BYPASS THE TEDIOUS MANUAL SEARCH IN SIR DRAFT ROLL–2026 Tired of manually scanning ~1,000 names in the SIR Draft Roll–2026 just to check whether your name exists? Here’s a simple workaround. 🔹 Download the PDF of the SIR–2026 Draft Roll for your Polling Station 🔹 Right-click → Open with the latest version of Google Chrome (Desktop/Laptop only) 🔹 Chrome magically makes the PDF searchable, even though the Spokesperson ECI had rendered it machine non-readable on almost all standard PDF readers, including Adobe. 👉 This means Ctrl + F works in Chrome, sparing you the eye-straining, page-by-page hunt. I am attaching screen recording. Trust me: I spent nearly 15 minutes manually scanning every page of the correct polling booth and still couldn’t find my name. This trick worked instantly. #GyaneshKumar certainly makes life “interesting” for those of us who enjoy pushing technology to its limits 😃 Background (Why this hack is needed): ✅ Since 2023, Election Commission of India has been issuing Electoral Rolls in machine non-readable PDFs. As a result, searching names using Ctrl+F is disabled on most PDF readers. ✅ Shockingly, even EPIC numbers are not searchable in the SIR Draft Roll PDFs, arguably in violation of directions of the #SupremeCourtofIndia, making verification unnecessarily cumbersome. ✅ Searching by EPIC number or personal details on only gives the serial number in the existing Electoral Roll, which may not match the serial number in the SIR Draft Roll–2026, because: Some voters above you may not have submitted enrolment forms, or Their data could not be mapped till now with the 2002–03 SIR database. ✅ Opening the PDF in the latest Chrome (Desktop) solves this problem. ✅ For Indian language rolls (including Hindi), use a Unicode-enabled keyboard such as the Microsoft Indic Language Input Tool or similar. ⚠️ Note: This workaround works on a PC/laptop only. The mobile version of Chrome doesn’t support this yet, maybe a future update will. So, Jagat Prakash Nadda Mallikarjun Kharge Mamata Banerjee M.K.Stalin - தமிழ்நாட்டை தலைகுனிய விடமாட்டேன் Rahul Gandhi Pinarayi Vijayan may also want to run some quick data analytics using this very trick. Incidentally, there are simple and well-established tools through which such electoral roll PDFs can be made fully machine-readable. This is precisely what Nitin Sethi and his team demonstrated while identifying over 14 lakh duplicate voters in #BiharSIR2025. In an era where data analytics, AI, and OCR tools are routine, it is difficult to comprehend why the Election Commission of India continues to insist on issuing non-searchable electoral rolls, by relying on a narrow interpretation of the Kamal Nath judgment (2018) on Electoral Rolls. Transparency, verifiability, and ease of access are core democratic values, not optional conveniences. Purity of electoral rolls must take precedence over individual privacy. After all, the Electoral Roll only has age and address. A democracy survives on one person–one vote, not on opacity disguised as data protection. Free and fair elections are a constitutional imperative and that requires a publicly verifiable Electoral Rolls. 🙏 CEO Uttar Pradesh CEO West Bengal Chief Electoral Officer, Chhattisgarh CEO RAJASTHAN Maneesh Garg IAS Rajdeep ThePrintIndia Chief Electoral Officer Tamil Nadu may also want to have a look.

Sanjeev Gupta

31,201 views • 6 months ago

Dear Mentee High School students who are going to University, please pay attention to this! If you have a child going to varsity, interpret this for him! If you stop being innovative, someone hungrier than you is going to take your core business and make it a freebie. Wangu always evolve and be consistently creative! I love things😍, now listen…. I bought my self 2 Iphone 15 pros, one is a pro and the other one is a pro-max…Are they different in anyway, mmm not at all, jus different in sizes☺️. I learnt that iPhone made use of the NFC function impressively, Notice….if 2 iPhones 15ns ( or any updated iphone 📱 with the latest Update of IOS 17) are placed together, they exchange contacts on their own instantly!!… this means death to business of printing cards😥, in few years digitalization would have taken over, big question? Is your business safe, and will you be relevant in the coming years ? Let me take you back in the day… Innovation messed up Kodak company for good, it really played a significant role in the contrasting fate of Kodak and Nokia. While Kodak was a pioneer in traditional photography, they failed to capitalize on the digital revolution and neglected to adapt to a changing market. On the other hand, Nokia recognized the potential of combining a phone with a camera and successfully introduced this innovative feature. Nokia was done the same by SAMSUNG! Be innovative or you go home empty handed!! The ability to innovate and embrace new technologies is crucial for companies to remain relevant and competitive in evolving industries. Other examples of innovation-driven success include Apple's revolutionary iPhone, which transformed the mobile industry🔥🔥🔥📱, and Tesla's disruptive approach to electric vehicles. Imagine you are a Fighter pilot, the truth is your job ain’t safe with the intro of fighter drones. People are now going to war in the comfort of their homes! Rapid advancements in creative technology and innovation are reshaping many industries, and certain professions are at risk of becoming obsolete. University students, avoid these degrees and professions, they are being replaced😢 1) Telemarketers, automated systems and AI chatbots are handling customer queries efficiently. Heheee I did customer service, wangu your job is not safe! 2) Bank tellers, online banking and self-service kiosks is reducing the need for manual transactions. Banking is necessary but banks are not !! 3) Print journalists, with the rise of digital media and online news platforms, ma journalist hakusisina chenyu uku, print media ma1 atanga. 4) Cashiers, self-checkout systems are becoming more prevalent, ma cashiers will def not be needed! 5) Taxi and truck drivers, autonomous vehicles are gaining traction. Kuma gonyeti chachaya… 6) Travel agents, did you notice how individuals now have access to online booking platforms. Soon there wont be need for them😢 7) Factory workers, automation and robotics are advancing. 😎 Data entry clerks basa rakupera, as machine learning algorithms can now interpret and input data more accurately. Hameno Jehova. 9) Retail employees, e-commerce is continuing to grow, retail employees will be replaced trust me 10) Customer service representatives, AI-powered chatbots and virtual assistants are now handling customer inquiries efficiently. Ma1 kani While these changes may result in job displacement, they also create opportunities for individuals to acquire NEW SKILLS and adapt to emerging professions. What you are doing now, will determine who you will be in the next 5 years !! Mentor The CEO Mudiwa Hood

Dear Mentee High School students who are going to University, please pay attention to this! If you have a child going to varsity, interpret this for him! If you stop being innovative, someone hungrier than you is going to take your core business and make it a freebie. Wangu always evolve and be consistently creative! I love things😍, now listen…. I bought my self 2 Iphone 15 pros, one is a pro and the other one is a pro-max…Are they different in anyway, mmm not at all, jus different in sizes☺️. I learnt that iPhone made use of the NFC function impressively, Notice….if 2 iPhones 15ns ( or any updated iphone 📱 with the latest Update of IOS 17) are placed together, they exchange contacts on their own instantly!!… this means death to business of printing cards😥, in few years digitalization would have taken over, big question? Is your business safe, and will you be relevant in the coming years ? Let me take you back in the day… Innovation messed up Kodak company for good, it really played a significant role in the contrasting fate of Kodak and Nokia. While Kodak was a pioneer in traditional photography, they failed to capitalize on the digital revolution and neglected to adapt to a changing market. On the other hand, Nokia recognized the potential of combining a phone with a camera and successfully introduced this innovative feature. Nokia was done the same by SAMSUNG! Be innovative or you go home empty handed!! The ability to innovate and embrace new technologies is crucial for companies to remain relevant and competitive in evolving industries. Other examples of innovation-driven success include Apple's revolutionary iPhone, which transformed the mobile industry🔥🔥🔥📱, and Tesla's disruptive approach to electric vehicles. Imagine you are a Fighter pilot, the truth is your job ain’t safe with the intro of fighter drones. People are now going to war in the comfort of their homes! Rapid advancements in creative technology and innovation are reshaping many industries, and certain professions are at risk of becoming obsolete. University students, avoid these degrees and professions, they are being replaced😢 1) Telemarketers, automated systems and AI chatbots are handling customer queries efficiently. Heheee I did customer service, wangu your job is not safe! 2) Bank tellers, online banking and self-service kiosks is reducing the need for manual transactions. Banking is necessary but banks are not !! 3) Print journalists, with the rise of digital media and online news platforms, ma journalist hakusisina chenyu uku, print media ma1 atanga. 4) Cashiers, self-checkout systems are becoming more prevalent, ma cashiers will def not be needed! 5) Taxi and truck drivers, autonomous vehicles are gaining traction. Kuma gonyeti chachaya… 6) Travel agents, did you notice how individuals now have access to online booking platforms. Soon there wont be need for them😢 7) Factory workers, automation and robotics are advancing. 😎 Data entry clerks basa rakupera, as machine learning algorithms can now interpret and input data more accurately. Hameno Jehova. 9) Retail employees, e-commerce is continuing to grow, retail employees will be replaced trust me 10) Customer service representatives, AI-powered chatbots and virtual assistants are now handling customer inquiries efficiently. Ma1 kani While these changes may result in job displacement, they also create opportunities for individuals to acquire NEW SKILLS and adapt to emerging professions. What you are doing now, will determine who you will be in the next 5 years !! Mentor The CEO Mudiwa Hood

MUDIWA

30,395 views • 2 years ago

🚨 JAKE HOFFMAN EXPOSED: One Child Goes MISSING In Hoffman’s District Every 48 Hours — The REAL Reason Jake Hoffman Left The "Dept. Of Child Safety" LEADERLESS for 2 Years. While the mainstream media looks the other way, WolvesAndFinance just dropped a new video exposing Jake Hoffman and the seddy world of AZ politics; Uncovering a web of UPS store mailboxes, quid pro quo, multimillion-dollar payments from Turning Point, and a legislative record that raises the most disturbing questions imaginable. Here is the breakdown of the Arizona "Musical Chairs" and what it means for the most vulnerable. Turning Point reportedly sent millions of dollars to 1:10 LLC, a company operated by Jake Hoffman out of a UPS Store mailbox. When questioned about whether this was a bribe, Turning Point didn't just deny it—they sent a Cease and Desist specifically telling investigators to stop asking about that specific transaction. What are they hiding? Hoffman’s rise to power wasn’t an accident. It was a carefully orchestrated game of "political musical chairs" with Andy Biggs, Warren Petersen, and Eddie Farnsworth. In 2012, Hoffman dropped out of a race so Petersen and Farnsworth could run unopposed. In exchange, the machine cleared his path to the school board and eventually the State Senate. Warren Petersen (a land developer) sold Hoffman a home in Queen Creek at a $25,000 loss to the seller just in time for Hoffman to meet residency requirements for the Town Council. This was while Petersen had a massive lawsuit pending against the town—a lawsuit Hoffman would eventually be in a position to vote on. That is a MASSIVE conflict of interest. Hoffman represents Queen Creek, home to Canyon State Academy and Desert Lily Academy. These facilities house at-risk and foster youth—many sent from California. Between Jan 2024 and Dec 2025, 327 children went missing from these two campuses. That is one child going missing every two days. The QC police chief (hired by Hoffman) admitted these "runaways" often turn into sex trafficking and exploitation cases. In one instance, 31-year-old Wendell White was sentenced to 20 years for trafficking girls out of Desert Lily to a Phoenix hotbed known as "The Blade." When Governor Katie Hobbs tried to appoint Matthew Stewart—a man with a decade of hands-on experience in the Dept. of Child Safety—to fix the agency, Hoffman blocked him. Hoffman kept the Department of Child Safety in leaderless chaos for two years. He finally confirmed Catherine Patak, the agency's General Counsel, specifically because she promised "consistent and reliable operations." Translation: He wanted the status quo. He wanted the management that allowed a child to go missing every 48 hours to remain in power. Jake Hoffman is at the center of the Turning Point money machine. He has used his power to maintain a "status quo" in a district where children are being plucked from state care and sold on the streets of Phoenix. Is he a representative, or is he a gatekeeper for a much darker industry? This is just a piece of the much larger puzzl connecting these powerful politicians in AZ who all work together to mak sure homegrown child sexual exploitation continues. Be sure to go watch the FULL video from WolvesAndFinance linked below.

🚨 JAKE HOFFMAN EXPOSED: One Child Goes MISSING In Hoffman’s District Every 48 Hours — The REAL Reason Jake Hoffman Left The "Dept. Of Child Safety" LEADERLESS for 2 Years. While the mainstream media looks the other way, WolvesAndFinance just dropped a new video exposing Jake Hoffman and the seddy world of AZ politics; Uncovering a web of UPS store mailboxes, quid pro quo, multimillion-dollar payments from Turning Point, and a legislative record that raises the most disturbing questions imaginable. Here is the breakdown of the Arizona "Musical Chairs" and what it means for the most vulnerable. Turning Point reportedly sent millions of dollars to 1:10 LLC, a company operated by Jake Hoffman out of a UPS Store mailbox. When questioned about whether this was a bribe, Turning Point didn't just deny it—they sent a Cease and Desist specifically telling investigators to stop asking about that specific transaction. What are they hiding? Hoffman’s rise to power wasn’t an accident. It was a carefully orchestrated game of "political musical chairs" with Andy Biggs, Warren Petersen, and Eddie Farnsworth. In 2012, Hoffman dropped out of a race so Petersen and Farnsworth could run unopposed. In exchange, the machine cleared his path to the school board and eventually the State Senate. Warren Petersen (a land developer) sold Hoffman a home in Queen Creek at a $25,000 loss to the seller just in time for Hoffman to meet residency requirements for the Town Council. This was while Petersen had a massive lawsuit pending against the town—a lawsuit Hoffman would eventually be in a position to vote on. That is a MASSIVE conflict of interest. Hoffman represents Queen Creek, home to Canyon State Academy and Desert Lily Academy. These facilities house at-risk and foster youth—many sent from California. Between Jan 2024 and Dec 2025, 327 children went missing from these two campuses. That is one child going missing every two days. The QC police chief (hired by Hoffman) admitted these "runaways" often turn into sex trafficking and exploitation cases. In one instance, 31-year-old Wendell White was sentenced to 20 years for trafficking girls out of Desert Lily to a Phoenix hotbed known as "The Blade." When Governor Katie Hobbs tried to appoint Matthew Stewart—a man with a decade of hands-on experience in the Dept. of Child Safety—to fix the agency, Hoffman blocked him. Hoffman kept the Department of Child Safety in leaderless chaos for two years. He finally confirmed Catherine Patak, the agency's General Counsel, specifically because she promised "consistent and reliable operations." Translation: He wanted the status quo. He wanted the management that allowed a child to go missing every 48 hours to remain in power. Jake Hoffman is at the center of the Turning Point money machine. He has used his power to maintain a "status quo" in a district where children are being plucked from state care and sold on the streets of Phoenix. Is he a representative, or is he a gatekeeper for a much darker industry? This is just a piece of the much larger puzzl connecting these powerful politicians in AZ who all work together to mak sure homegrown child sexual exploitation continues. Be sure to go watch the FULL video from WolvesAndFinance linked below.

Project Constitution

54,476 views • 4 months ago

🚨BOMBSHELL: TPUSA is Laundering YOUR Data Through a "Neutral" SHELL Company— Here's The PROOF VoteOnline LLC is a Secret TPUSA Front!😱 If you’re planning on heading to the "Build the Red Wall" rally in Phoenix on April 17th to see President Trump and Erika Kirk, you need to read the fine print. Turning Point USA and Tyler Bowyer have launched a new operation designed to suck up your personal data—and they’re using yet another shell company as thefront to do it. TPUSA is requiring everyone who wants to attend the rally to "check their voter registration status." But they aren't sending you to a government site. They are funneling you through a mysterious new nonprofit called VoteOnline LLC The Disguise: The site is branded in purple and green with zero TPUSA logos. It looks like a non-partisan civic tool. The Reality: Buried in the privacy policy, the address for VoteOnline is the exact same building as TPUSA headquarters in Phoenix. The Leadership: The CEO of VoteOnline is Amy Smith, a longtime TPUSA employee. 🕵️‍♂️ THE AUSTIN SMITH CONNECTION It gets darker. Amy Smith is married to Austin Smith, the former state lawmaker and TPUSA Senior Director who was caught forging signatures for his own election. He pleaded guilty to attempted fraud, yet he’s reportedly back in the TPUSA fold. As Republican strategist Tyler Montague put it: "They don’t give a rip about his fraud and cheating." They are using the same people who got caught rigging petitions to manage your private data. 📊 WHAT ARE THEY STEALING? When you "check your status" on their form, you aren't just giving them your name. You are handing over: Your physical address and birth date. Your phone number. How you plan to vote. Because VoteOnline is a 501(c)3, they claim they won't share data with "campaigns," but there is nothing stopping them from handing that entire database over to Turning Point Action—the political arm now run by Erika Kirk. 🧊 THE "HANDLERS" ARE WATCHING This is exactly what we’ve been warning you about, they are building a profile on every person in the country. They want to know who is a "high-propensity" donor so they can target you for cash and manipulation. While Erika Kirk talks about "transactional" relationships, her organization is treating your data like a commodity. They are using the President’s name to build a massive digital dragnet. Don't let them harvest your data under the guise of "patriotism." Why is TPUSA masquerading as a "non-partisan" site? Why are they using fraud-linked directors to run it? Gemini said 🚨 THE DATA HARVEST: TPUSA’S NEW "SILENT" SCAM EXPOSED. 🚨 If you’re planning on heading to the "Build the Red Wall" rally in Phoenix on April 17th to see President Trump and Erika Kirk, you need to read the fine print. Turning Point USA and Tyler Bowyer have launched a new operation designed to suck up your personal data—and they’re using a "neutral" front to do it. 🕸️ THE VOTE (.) ONLINE TRAP TPUSA is requiring everyone who wants to attend the rally to "check their voter registration status." But they aren't sending you to a government site. They are funneling you through a mysterious new nonprofit called VoteOnline. The Disguise: The site is branded in purple and green with zero TPUSA logos. It looks like a non-partisan civic tool. The Suspicious Pivot: In the past, TPUSA tried to boost its voter data machine using branded apps and tools with the organization’s name and logo. It failed because people were suspicious of the partisan branding. They learned their lesson—now they’re hiding behind a "non-partisan" mask to trick you into lowering your guard. The Reality: Buried in the privacy policy, the address for VoteOnline is 4945 E. Wilder Rd, Phoenix, AZ—the exact same building that houses Turning Point USA’s headquarters. The Leadership: The CEO of VoteOnline is Amy Smith, a longtime TPUSA employee and wife of Austin Smith—the man caught forging signatures on petitions. The Team: Staffers like Jonah Bodmer and Analise Alexander also appear in the directory—both are former employees of TPUSA and Turning Point Action. The Data Loophole: How it Works This is where the "scam" comes into play. Because VoteOnline is a (c)(3), it can harvest your most sensitive data under the guise of "voter registration" and "civic duty." The Harvesting: By requiring a "registration check" for events like the April 17th Phoenix rally, they gather your legal name, address, birth date, phone number, and—most importantly—voter intent (e.g., "How do you plan to vote this year?"). ⛓️ THE HAND-OFF: SMOKING GUN PROOF We’ve found the "legal" loophole they are using to strip you of your privacy. While (c)(3) nonprofits are supposed to be non-partisan, VoteOnline’s own privacy policy states they share data with "Partner organizations" that embed their portal. The Proof: We have secured the evidence. Turning Point USA’s own student website (tpusastudents(.)com/vote) has the VoteOnline portal embedded directly into their page. The Connection: This confirms that TPUSA is an official "Partner Organization." When you enter your data into VoteOnline, they are handing your profile directly over to Turning Point Action. The Operatives: Your data is going straight to an organization run by Erika Kirk and Tyler Bowyer. The Result: Your private info is scrubbed of its "non-partisan" label and turned into a weaponized political database used for targeting, fundraising, and manipulation. 🕵️‍♂️ THE PATTERN OF FRAUD One thing is certain: ethics are obstacle Tyler Bowyer cleared a long time ago. From forged signatures to data dragnets, fraud is the consistent thread in his career. Bowyer and Erika Kirk are the new architects of Turning Point, and they’ve pivoted from Charlie’s original vision to a high-stakes intelligence operation. This isn’t a leadership change at TPUSA; it’s a hostile takeover. They aren’t protecting the "Red Wall"—they’re harvesting the people who build it. They have hijacked Charlie’s legacy and are now using it as a cold-blooded cash grab, liquidating your privacy and selling your data to the highest bidder. The Red Wall is being built on your data. Spread the word before April 17th. 👇

Project Constitution

16,403 views • 3 months ago