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Clipless robotic radical prostatectomy. A surgical approach focused on meticulous dissection, precise vascular control, and preservation of surrounding structures — without the use of surgical clips. #RoboticSurgery #RoboticProstatectomy #ProstateCancer #Urology #clipless #uro

Carlos Alberto Toledo Martínez

1,472 subscribers

20,452 views • 18 days ago •via X (Twitter)

NSFW #RoboticSurgery #RoboticProstatectomy #ProstateCancer #Urology #clipless #uro

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Analysis of the Intervention Officer 1 breaks the safe distance without prior control or angled positioning and is immediately punched. Entering head-on without assessing the threat is unnecessarily risky. After the assault, Officer 2 also fails to take advantage of the numerical superiority to work in a 2-on-1 situation. There is no attempt to position the assailant behind their back, no clear division of roles, and no real coordination between the two officers. Both face each other, facilitating the struggle. During the intervention, a key error is repeated: attempting to manipulate tools without having physical control of the individual. Handcuffs and objects are dropped, creating distraction and risk. The approach is to control the individual first and then handcuff them. An attempted joint lock is performed without leverage or effective unbalancing, and there is no clear escalation in the use of force.

Analysis of the Intervention Officer 1 breaks the safe distance without prior control or angled positioning and is immediately punched. Entering head-on without assessing the threat is unnecessarily risky. After the assault, Officer 2 also fails to take advantage of the numerical superiority to work in a 2-on-1 situation. There is no attempt to position the assailant behind their back, no clear division of roles, and no real coordination between the two officers. Both face each other, facilitating the struggle. During the intervention, a key error is repeated: attempting to manipulate tools without having physical control of the individual. Handcuffs and objects are dropped, creating distraction and risk. The approach is to control the individual first and then handcuff them. An attempted joint lock is performed without leverage or effective unbalancing, and there is no clear escalation in the use of force.

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😱 Humanoid robots just performed surgery on live animals for the first time ever At UC San Diego, two humanoid robots successfully removed gallbladders from pigs. In one procedure, a robot assisted a human surgeon. In the second, two robots operated together at the table. Important note: The robots didn’t make any independent decisions — they were fully teleoperated by real doctors. But unlike bulky traditional surgical robots, these humanoids weigh just ~30 kg, move freely around the OR, and use the exact same instruments as human surgeons. This is a major milestone. The next step? Autonomy. Once achieved, these robots could become true surgical assistants, handling routine parts of procedures without constant human control. Medicine is entering a wild new era. What do you think — exciting or slightly terrifying?

😱 Humanoid robots just performed surgery on live animals for the first time ever At UC San Diego, two humanoid robots successfully removed gallbladders from pigs. In one procedure, a robot assisted a human surgeon. In the second, two robots operated together at the table. Important note: The robots didn’t make any independent decisions — they were fully teleoperated by real doctors. But unlike bulky traditional surgical robots, these humanoids weigh just ~30 kg, move freely around the OR, and use the exact same instruments as human surgeons. This is a major milestone. The next step? Autonomy. Once achieved, these robots could become true surgical assistants, handling routine parts of procedures without constant human control. Medicine is entering a wild new era. What do you think — exciting or slightly terrifying?

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NO WORDS 🚨 Ukraine: “11 tortured boys who returned without organs” “Ukrainian moms are mad as hell. — sons being dragged off to war — They are fed up and they want answers as to who's been HARVESTING THE ORGANS of their sons and their husbands.” “Ukrainian moms are going to conscription offices and raising hell about their sons being dragged off to war” Harvesting the organs “Who died on the battlefield after they were conscripted and thrown into the meat grinder? When they received their bodies, there were surgical marks and surgical removal of their organs Oh my god. Sold off on the black market. We write, we hide, the information is deleted. (See video) We will make a poster for all of Kyiv for all cities. And we are not alone. We are 11 tortured boys who returned without organs.

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Bare imitation learning without robotic pre-training is an unfairly overlooked area. (it doesn't even have a name) When done right, it has the advantages of programming. It’s reliable, predictable, easy to modify and debug. The only difference is that the source of truth is a small dataset instead of code. And it is glued together by a vision encoder and a transformer model instead of being compiled. It's hard to imagine how Claude Code could appear without a ton of production-grade source code hardened over years of real use. Same for robotic models. Here is the robustness of such a model. It was trained on orange zip ties with no lighting changes.

Bare imitation learning without robotic pre-training is an unfairly overlooked area. (it doesn't even have a name) When done right, it has the advantages of programming. It’s reliable, predictable, easy to modify and debug. The only difference is that the source of truth is a small dataset instead of code. And it is glued together by a vision encoder and a transformer model instead of being compiled. It's hard to imagine how Claude Code could appear without a ton of production-grade source code hardened over years of real use. Same for robotic models. Here is the robustness of such a model. It was trained on orange zip ties with no lighting changes.

Igor Kulakov (MicroFactory)

20,234 views • 1 month ago