AUTOMATION HISTORY

By Ekemini Key Takeaways Spirit AI has increased its market value to over 10 billion yuan ($1.4 billion) after dual financing rounds valued at roughly $250 million. This company focuses on developing general-purpose embodied AI models that help robots understand and interact with the physical world. This particular investment shows the growing interest of investors in embodied AI and robotics as the next frontiers of artificial intelligence development. Spirit AI raised about $250 million (¥2 billion) in two successive financing rounds, one of the largest deals in the novel embodied intelligence field, in early 2026. The new investment round pushes Spirit’s valuation over 10 billion yuan (or $1.4 billion) and reinforces the company’s competitive positioning in the AI and robotics world. This round was led by several of the most prominent investment firms, including Yunfeng Capital, Sequoia China, and HongShan Capital, with new investments from urban state-owned investment funds in Chongqing and Hangzhou. Previous investors such as Fortune Capital and Prosperity7 Ventures, together with several early-stage investors, also focused their bets once again, indicating their belief in the company and its technology. Established in 2024, Spirit AI specializes in developing general-purpose embodied intelligence systems for the first time in robots with the ability to perceive and act within the real world using vision, language, and actions. The company’s Spirit v1.5 model, which integrates all of the aforementioned and mechanical capabilities, was open-sourced in early 2026 and has been part of several essential industry benchmarks for task generalization and complexity. Unlike other AI systems that focus on cleanly organized training data, Spirit AI takes a different approach by focusing on what their team calls “dirty data”, which consists of unfiltered, real-life, unorganized, sensed data and data from real interactions that capture the complexity of the real world. Source: Spirit AI This approach, according to the founders, improves robotic generalization and flexibility by teaching models to handle the unexpected across the continuum of manufacturing, logistics, and everyday life. Spirit AI has more than 200,000 hours of interaction data, and more than a million hours are expected by the end of 2026. To achieve this, the company uses its own wearable and sensor systems to capture this data at a much lower cost than traditional robotic teleoperation. This focus on real-world data has practical industrial validation. Spirit AI has partnered with battery manufacturing giant Contemporary Amperex Technology Co., Ltd. (CATL), where its robotic agents have demonstrated the ability to handle complex production tasks, such as manipulating flexible wire harnesses, with industry-leading precision and success rates. More News: NationGraph Raises $18M to Expand AI Public Sector Platform In addition to CATL, Spirit AI has also established some partnerships across other technologies and manufacturing sectors in China, such as JD.com, Huawei, and Xiaomi, which provide access to various ecosystems and engagers for the interaction datasets needed to train sophisticated embodied AI. Spirit AI has also recruited some members from the leading research teams at UC Berkeley, Tsinghua University, and Peking University. The combination of the two has propelled the company to a stage where it can rival the very best in the world in robotics and embodied intelligence. The ability to perceive, understand language, and physically act has become one of the most funded areas of research and development in the world. Many researchers and financiers see embodied AI as an essential and critical point in the evolution of artificial intelligence. It is seen as an evolution that goes beyond mere software development and one that will afford robots the opportunity to perform meaningful work in the physical world. The strong belief of the financiers that an AI system is on the horizon that can understand, reason, manipulate, and directly interact with the physical world is what led to the significant increase in capital raised by Spirit AI. The investment will also help Spirit AI to improve its scalable system. Ekemini I'm a crypto writer with 4+ years of experience passionate about turning big, technical ideas into content anyone can understand. From blockchain to stablecoins to everything in between, I enjoy helping readers stay informed in a space that never stops moving. 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Заявления Илона Маска о роботе Tesla Optimus поражают своей масштабностью. Он утверждал, что Optimus принесёт $10 триллионов долгосрочной прибыли для Tesla, что в конечном итоге робот составит 80% стоимости Tesla, и что он увеличит оценку компании до впечатляющих $25 триллионов. Однако предыдущие обещания не всегда сбывались: Маск говорил, что Tesla запустит пилотную производственную линию готового Optimus и произведёт 5000 единиц к концу 2025 года, но этого не произошло. Фактически, Tesla недавно анонсировала новую «готовую к производству» третью версию Optimus (что подразумевает, что версия, запланированная к производству в 2025 году, так и не была готова), и что к концу 2027 года производство начнётся на заводе Tesla во Фримонте, где ранее производились Model S и X. Возможно, стоит воспринимать эти громкие заявления с определённой долей скептицизма? Во время недавних отчётных звонков Tesla Маск упомянул нечто, что не только демонстрирует разрыв между реальностью и обещаниями, но и ставит вопросы о понимании технологии. На протяжении месяцев Tesla утверждала, что два робота Optimus работают на их заводах. Это было единственным свидетельством того, что Optimus может быть способен выполнять даже самые базовые задачи автономно. Важно понимать — вся концепция Optimus строится на убеждении инвесторов в том, что это нечто большее, чем просто телеуправляемый робот-аниматроник. Однако, похоже, информация была представлена не полностью. Во время недавнего отчётного звонка выяснилось, что ни один робот Optimus в настоящее время не выполняет продуктивную работу ни на одном из заводов Tesla. Маск заявил, что присутствие Optimus на заводе было «скорее для того, чтобы робот мог учиться», и он никак не помогал в производстве. Иными словами: робот, производство которого планировалось начать в прошлом году, даже не способен помогать на собственных заводах Tesla. Даже в простейших задачах? Он не может, скажем, поднять коробку с болтами и переместить её? Что ещё важнее, почему роботы проходят «обучение» на заводе в первую очередь? Об этом чуть позже. Если вас удивило это открытие, стоило следить внимательнее. Tesla отчаянно пыталась создать иллюзию автономности Optimus, но неоднократно терпела неудачу. Вспомните инцидент на мероприятии в Майами, где Tesla пыталась намекнуть, что роботы Optimus, раздающие бутылки с водой, делают это автономно, пока один из роботов не снял несуществующую гарнитуру, разрушив иллюзию (посмотрите видео здесь). Это ясно показало, что робот управлялся дистанционно. Хотя Tesla прямо не признала это, компания подтвердила, что демонстрационное видео Optimus, складывающего одежду с VR-оператором в кадре, и роботы на мероприятии We Are Robot действительно управлялись дистанционно. До сих пор Optimus не оправдал ожиданий как технологическая демонстрация, поэтому неудивительно, что Tesla не может заставить его помогать на своих заводах. Но последствия этого открытия гораздо глубже, чем может показаться. Для Tesla неудобно, что гуманоидные роботы уже работают на заводах по производству электромобилей. Как я недавно писал (подробнее здесь), BYD в настоящее время тестирует Walker S1 от UBTech на своих заводах, где он выполняет такие задачи, как базовый контроль качества, транспортировка компонентов по заводу и даже установка деталей. Это не должно сильно удивлять, поскольку UBTech продемонстрировал, как Walker S1 выполняет удивительно сложные задачи, такие как игра в теннис и успешное взаимодействие с оборудованием производственной линии. Он явно способен на такие испытания. Хотя, справедливости ради, он выполняет эти задачи не идеально. Как сообщила Financial Times, главный директор по бренду UBTech Майкл Там заявил, что Walker S1 «на 30-50 процентов производительнее людей и только в определённых задачах, таких как укладка коробок и контроль качества». Таким образом, он, скорее всего, всё ещё находится на стадии «технологической демонстрации», и китайским рабочим на заводах пока не о чем беспокоиться. Walker S1 явно более способен, чем Optimus, но даже он пока не может обосновать бизнес-кейс, близкий к заявлениям Маска об Optimus. Это также показывает, что Tesla на самом деле не является лидером рынка и функционально не имеет преимущества перед конкурентами. Так что, даже если гуманоидные роботы представляют собой многотриллионную возможность, компании вроде UBTech, а не Tesla, получат прибыль. Но гуманоидные роботы, вероятно, даже не являются жизнеспособной технологией, не говоря уже о революционной бизнес-возможности. На самом деле, мы давно знаем, что гуманоидные роботы имеют смысл только в научной фантастике. В реальности существует крайне мало случаев, когда гуманоидный робот имеет больше смысла, чем специализированный. Возьмём Walker S1. Простые, недорогие, специализированные роботы могут — и уже делают это — устанавливать детали, транспортировать компоненты по заводам и выполнять базовые проверки качества гораздо быстрее, точнее и экономичнее, чем когда-либо сможет гуманоидный робот. Кроме того, они дешевле и быстрее интегрируются в производственную линию в подавляющем большинстве случаев. Действительно, робототехническая индустрия довольно давно знает, что гуманоидные роботы — не оптимальное направление. Возьмём Криса Уолти, который фактически возглавлял разработку Optimus в Tesla. Он публично заявил, что гуманоидный форм-фактор «не является полезным форм-фактором» и что «мы не созданы для выполнения повторяющихся задач снова и снова. Так зачем брать гиперсубоптимальную систему, которая на самом деле не предназначена для повторяющихся задач, и заставлять её делать повторяющиеся задачи?» Или Брэда Портера, бывшего вице-президента по робототехнике в Amazon, который сказал, что «гуманоиды — неправильное решение для большинства задач» и что гораздо более простые решения, такие как колёса вместо двуногих ног, почти всегда дешевле и надёжнее. Затем есть Gartner, которая указывает, что гуманоидные роботы непригодны из-за их высокой стоимости, проблем с интеграцией, ненадёжности и недостаточных возможностей. Учитывая доступность лучших вариантов, таких как специализированные роботы или человеческие работники, так будет ещё долго. Если подумать, эта настойчивость имитировать человека имеет мало смысла. Если бы люди эволюционировали тысячелетиями для работы на автомобильном заводе, они бы не выглядели как мы. Точно так же, зачем тратить средства и усилия на то, чтобы заставить гуманоидного робота пылесосить, когда можно просто поручить это Roomba, который справится гораздо лучше? Настаивать на том, чтобы роботы выглядели и функционировали как люди — всё равно что проектировать автомобиль, напоминающий лошадь и работающий как лошадь. Это обратная логика. Конечно, нам нравится идея гуманоидных роботов, потому что мы можем их антропоморфизировать, но фактически использовать их, даже если они способны выполнять задачу, не имеет смысла. Помните тот момент, о котором я просил помнить? Тот факт, что Optimus «обучается» на заводе? Это своего рода индикатор проблем Optimus. Tesla использует два основных метода для «обучения» ИИ Optimus: обучение подражанием на основе видео и обучение через телеоперирование. Это потому, что Optimus основан на тех же ИИ и компьютерах ИИ, что и FSD Tesla, именно так они обучают ИИ FSD. И мы все знаем, как это идёт, не так ли? Но, как указал блестящий австралийский специалист по робототехнике Родни Брукс, эти методы обучения имеют серьёзные и очевидные недостатки. Начнём с обучения подражанием на основе видео. Это процесс «обучения» ИИ выполнению задач, которые вы хотите, чтобы робот выполнял, путём показа ИИ видео людей, выполняющих такие задачи. Брукс называет этот подход «чистым фантазированием». Почему? Потому что мы, люди, используем гораздо больше, чем просто визуальные данные для выполнения этих задач. Наше чувство осязания невероятно мощное. Наши руки имеют 17 000 специализированных, высокочувствительных тактильных рецепторов, способных обнаруживать изменения размером до 40 мкм со скоростью примерно один миллиард бит в секунду. Другими словами, одна человеческая рука передаёт нашему мозгу более двух гигабайт невероятно детальных данных каждую секунду! Мы полагаемся на это значительно больше, чем на визуальные данные, для выполнения даже самых базовых задач. Подумайте так: вы можете сложить рубашку с завязанными глазами довольно легко, но вам будет очень трудно сложить её, используя щипцы вместо рук. Брукс указывает, что обучение подражанием на основе видео обучает ИИ на неполных данных, оставляя у него огромное слепое пятно, что означает, что он не может эффективно воспроизвести человека из обучающих данных. Решение Маска для этой проблемы выравнивания данных, похоже, заключается в обучении через телеоперирование. Это когда вы используете VR для управления роботом для выполнения задачи и используете это как обучающие данные для ИИ. Таким образом, собранные данные теоретически лучше соответствуют тому, к чему имеет доступ ИИ, обеспечивая лучшее обучение. Но Брукс указывает на серьёзные недостатки и этого подхода. ИИ может работать только так же хорошо, как эти телеоператоры (или, что более реалистично, не так хорошо, как телеоператоры), и эти телеоператоры действительно с трудом выполняют даже базовые задачи при управлении роботом. VR-костюмы, которые используют эти телеоператоры, имеют очень ограниченный контроль пальцев и ещё меньше силовой обратной связи, серьёзно ограничивая чувство осязания телеоператора. Размеры робота могут отличаться от размеров телеоператора, нарушая их погружение. Восприятие глубины телеоператора может быть неточным из-за того, что две камеры, используемые для восприятия мира с восприятием глубины и для предоставления VR-видеоизображения, имеют разное межзрачковое расстояние. Чувство равновесия телеоператора и проприоцепция (ощущение того, где находятся ваши конечности в пространстве) постоянно отличаются от робота. Всё это означает, что этим телеоператорам действительно сложно телеоперировать гуманоидными роботами, поскольку данные, которые им передаются, часто сбивают с толку, а их чувства серьёзно притуплены. Эта проблема очевидна из-за постоянных неудач Optimus при телеоперировании. И вот в чём дело: если эти телеоператоры с трудом выполняют даже базовые задачи через Optimus, то и ИИ тоже будет, так как он может только плохо копировать их. Тот факт, что подход, похоже, полностью игнорирует эти фундаментальные основы обучения ИИ и предполагает, что видеоподражания и обучения телеоператора будет достаточно для того, чтобы Optimus взял на себя миллионы рабочих мест, вызывает вопросы. Это отсутствие понимания основной технологии, стоящей за Optimus, также может объяснить, почему Tesla обучает несколько роботов Optimus на своём заводе, а не проводит испытания, как Walker S2. Tesla почти наверняка пытается провести обучение видеоподражанием и телеоперированием базовым задачам производственной линии непосредственно на производственной линии. Таким образом, они могут получить доступ к людям и задачам, на которых они хотят обучить ИИ, и при этом сказать: «На заводе есть Optimus». Но Tesla обучает роботов Optimus как минимум три, если не четыре года. Тот факт, что Tesla ещё не провела испытания интеграции Optimus в производственные линии Tesla даже для поразительно базовых задач после всего этого времени, показателен. Подобные испытания являются критической частью разработки и доказательством концепции для инвесторов. Тот факт, что Tesla ещё даже не достигла этого фундаментального шага, настоятельно предполагает, что её подход к обучению ИИ гуманоидных роботов имеет фундаментальные проблемы и серьёзно ограничивает развитие, как и предсказывал Брукс. Говоря о методах обучения ИИ и их ограничениях — вы можете сами увидеть, насколько сложны эти технологии. Понимание того, как работают современные ИИ-модели, их сильных и слабых сторон, требует практического опыта. Сервисы вроде BotHub дают возможность экспериментировать с различными моделями ИИ — от языковых моделей до систем компьютерного зрения — чтобы понять на практике те самые проблемы обучения и ограничений, о которых мы говорим. Вы можете протестировать, как разные модели справляются с визуальными задачами, обработкой текста и другими функциями, которые критичны для робототехники. Для доступа не требуется VPN, можно использовать российскую карту. По ссылке вы можете получить 300 000 бесплатных токенов для первых задач и приступить к работе с нейросетями прямо сейчас! Optimus можно охарактеризовать как амбициозный, но проблемный проект. Заявления о бизнес-стороне гуманоидной робототехники не соответствуют реальности, а конкуренты значительно опережают Tesla. Кроме того, очевидны проблемы с пониманием ИИ и робототехники, поскольку разрыв между реальностью и ожиданиями значителен. Будет интересно наблюдать за развитием этой ситуации в ближайшие годы и увидеть, как технология будет развиваться дальше. 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But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1 05.12.25 08:35 into11 The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675) 05.12.25 08:48 Tonerdomark SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. 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Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected] 06.12.25 01:48 Tonerdomark SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. 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For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1 06.12.25 10:42 michaeldavenport238 I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. 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I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life 08.12.25 09:07 Tonerdomark SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. 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Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com 09.12.25 01:01 Tonerdomark SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com 09.12.25 05:44 swanky For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com 09.12.25 10:24 lane3215 It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675. 09.12.25 10:25 lane3215 It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. 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To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic. 13.12.25 08:22 Natasha Williams I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. 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I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101 13.12.25 15:29 Anthonymorphy30 ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? 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Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected] 13.12.25 18:52 James Robert I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101 13.12.25 18:54 James Robert I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101 18.12.25 12:12 Anthony Irvin I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page 18.12.25 13:24 Regency Victorian I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page 18.12.25 20:54 James Robert I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101 18.12.25 20:55 James Robert I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101 18.12.25 21:02 James Robert This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101 18.12.25 21:02 James Robert I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101 20.12.25 16:03 VERONICAFREDDIE809 Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035. 06.01.26 00:54 justineluscacio I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 06.01.26 15:05 justineluscacio I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 06.01.26 16:06 justineluscacio Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. 06.01.26 16:07 justineluscacio Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 06.01.26 16:14 justineluscacio I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 06.01.26 17:03 Matt Kegan Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com 09.01.26 17:11 VERONICAFREDDIE809 Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035. 10.01.26 14:28 justineluscacio I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 11.01.26 03:16 austinjarvis I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now. 12.01.26 16:24 VERONICAFREDDIE809 Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035. 19.01.26 13:04 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 19.01.26 13:05 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 19.01.26 15:53 VERONICAFREDDIE809 Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035. 22.01.26 07:48 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 22.01.26 07:50 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 22.01.26 10:42 Tonerdomark I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now. 22.01.26 19:25 Angela_Moore Help to recover money from elon musk giveaway scam I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now. 23.01.26 07:35 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 23.01.26 07:35 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 26.01.26 10:36 alksnismareks It all started when I decided to explore online trading as a way to grow my savings. Like many, I trusted what appeared to be a legitimate platform, only to find myself trapped in a nightmare. After making consistent trades and finally deciding to withdraw my profits, I was met with silence. My account was suddenly restricted—no warning, no explanation. Every attempt to contact the broker went unanswered or was met with vague, dismissive replies. For three long, agonizing months, I lived in uncertainty. I couldn’t sleep at night. I replayed every email, every transaction, wondering if I’d made a mistake. But deep down, I knew the truth: I hadn’t done anything wrong. The broker had simply decided to lock me out and keep my money. During that time, I felt completely powerless—like I was shouting into a void. The stress affected my health, my relationships, and my ability to focus on anything else. There were days I truly believed that $167,000 was gone forever, lost to the shadows of the unregulated online trading world. I even began to accept it as a painful lesson—one that would cost me dearly but might teach me to be more cautious in the future. But something inside me refused to surrender completely. That’s when I discovered TechY Force Cyber Retrieval. At first, I was cautious—after being scammed once, I didn’t want to fall victim again. But everything about TechY Force felt different. They were transparent from the start. No grand promises, no pressure tactics. Just clear, professional communication and a deep understanding of how these fraudulent brokers operate. Most importantly, they are a licensed specialist in binary options and forex fund recovery, which gave me the confidence to move forward. From our very first consultation, their team treated my case with urgency and empathy. They walked me through the entire process, explained the legal and technical avenues available, and assured me they would handle every detail. They collected documentation, analyzed transaction trails, and engaged directly with the payment processors and the broker using precise, strategic methods I never could have navigated on my own. What happened next was nothing short of miraculous. Within weeks, the broker—who had ignored me for months—began responding. And then, without any further drama or delays, my full $167,000 USD was returned to me. No deductions. No hidden fees. Just clean, complete recovery. The relief I felt was indescribable. It wasn’t just about the money—it was about reclaiming control, restoring trust, and proving that even in the face of deception, there are still good people who fight for what’s right. If you’ve been locked out of your trading account, scammed by a fake investment platform, or had your funds unjustly withheld, please know this: you are not alone, and your money may not be lost forever. Thanks to TechY Force Cyber Retrieval, I got my life back. Their expertise, integrity, and unwavering commitment turned my despair into deliverance. I cannot recommend them highly enough. To anyone reading this in distress: don’t give up. Reach out. Take that step. Because if someone like me—broken, doubtful, and nearly hopeless—can recover every dollar… so can you. WhatsApp them + 156 172 63 697 With heartfelt thanks and renewed hope, — A Recovered and Grateful Client 26.01.26 23:21 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 26.01.26 23:21 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 26.01.26 23:21 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 27.01.26 01:18 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 27.01.26 01:19 Kelvin Alfons Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101 27.01.26 09:29 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 27.01.26 09:29 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 27.01.26 09:32 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 29.01.26 05:03 joyo The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675) 30.01.26 08:23 joseph67t It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again! 31.01.26 00:55 harristhomas7376 "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 31.01.26 00:55 harristhomas7376 "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 02.02.26 18:52 Christopherbelle Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com. 03.02.26 08:05 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 03.02.26 08:05 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 04.02.26 16:23 borutaralf GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101 04.02.26 16:24 borutaralf GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101 04.02.26 17:11 wendytaylor015 My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1 05.02.26 12:07 Thomas Muller YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected] 05.02.26 15:46 feliciabotezatu Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. 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No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. 📧 Email: [email protected] 🌐 Visit: Official https://techyforcecyberretrieval.com Website] 🕒 Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven. 05.02.26 15:52 harryjones5 How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706 06.02.26 14:44 feliciabotezatu Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. 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No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. Email: [email protected] Visit: Official https://techyforcecyberretrieval.com Website] Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven. 07.02.26 00:44 marcushenderson624 Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 07.02.26 00:44 marcushenderson624 Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 07.02.26 04:43 Matt Kegan Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com 07.02.26 17:31 robertalfred175 CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 10.02.26 23:52 frankqq It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. 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[email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S APP https://wa.link/989vlf 12.02.26 23:56 brouwerspatrick8 I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. 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Techyforcecyberretrieval(@)consultant(.)com Telegram (@)TechCyberforc 22.02.26 03:48 harristhomas7376 "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 22.02.26 03:49 harristhomas7376 "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 22.02.26 18:58 Natasha Williams I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. 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I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101 23.02.26 23:26 chongfook As cryptocurrencies continue to reshape global finance in 2026, the risks have never been higher. From sophisticated phishing campaigns to fake wallet apps and investment scams, millions of investors face the devastating reality of lost or stolen digital assets. When your crypto vanishes, panic sets in—and that's when fraudsters strike again, posing as "recovery experts" to exploit your vulnerability. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com But there's a legitimate path forward. TECHY FORCE CYBER RETRIEVAL stands as the industry's most trusted crypto recovery company, combining advanced blockchain forensics, global partnerships, and a client-centric approach to help victims reclaim what was stolen. --- Why Recovery Is Possible—With the Right Team Cryptocurrency's decentralized, pseudonymous nature makes asset recovery complex—but not impossible. The blockchain is transparent. Every transaction leaves a trail. The challenge isn't finding the funds—it's having the expertise to follow that trail through mixers, bridges, and exchange deposits before they disappear forever. That's where TECHY FORCE CYBER RETRIEVAL excels. --- Our Proven Recovery Framework We don't believe in shortcuts, false promises, or upfront fees. Our process is built on transparency, forensic precision, and real results. Here's how we work: 1. Case Intake & Initial Assessment You begin by submitting a detailed report: compromised wallet addresses, transaction IDs, timestamps, and any communication with scammers. Our intake team reviews your case within hours to determine immediate next steps. 2. Blockchain Forensic Analysis Our specialists deploy proprietary tracking tools to map the movement of your stolen assets across multiple blockchains. We identify laundering patterns, exchange deposit addresses, and potential freezing points—building a clear investigative roadmap. 3. Global Partner Coordination Through established relationships with regulated exchanges, DeFi protocols, and compliance teams worldwide, we initiate direct communication to flag suspicious transactions and request asset freezes where legally permissible. 4. Legal & Regulatory Engagement When necessary, we collaborate with legal partners and law enforcement agencies to strengthen recovery efforts—especially in cases involving large-scale hacks or organized fraud rings. 5. Recovery Execution & Fund Return Once assets are secured, they're transferred directly to a new, secure wallet of your choice. We never hold your funds. And critically, we operate on a success-only model. You pay nothing unless we recover your assets. 6. Post-Recovery Security Guidance Recovery is only half the battle. We provide personalized recommendations to secure your remaining holdings—from hardware wallet setup to phishing awareness training—so you can move forward with confidence. --- What Sets TECHY FORCE CYBER RETRIEVAL Apart While countless "recovery services" flood the internet, few deliver legitimate results. Here's why we're consistently rated the best crypto recovery company in 2026: - Zero Upfront Fees – We only succeed when you do. No hidden charges. No bait-and-switch tactics. - Advanced Blockchain Intelligence – Our forensic tools track assets across Bitcoin, Ethereum, Solana, and 50+ other networks. - Global Reach – Partnerships with exchanges and regulatory bodies in North America, Europe, and Asia maximize recovery odds. - Client-First Communication – Weekly updates. Clear timelines. No ghosting. - Proven Track Record – Hundreds of successful recoveries in 2025–2026, with millions returned to rightful owners. --- Emerging Trends in 2026: What Victims Need to Know The threat landscape evolves constantly. This year's biggest risks include: - AI-Powered Phishing: Scammers now use deepfake voice and video to impersonate support staff. - Cross-Chain Bridge Exploits: Funds moved between networks are increasingly targeted. - Fake Recovery Services: Fraudsters pose as legitimate firms—always verify credentials before sharing information. TECHY FORCE CYBER RETRIEVAL stays ahead of these threats, continuously updating our tools and strategies to protect and serve our clients. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com --- Your Next Step If you've lost crypto to a scam, hack, or forgotten credentials, don't let despair—or another fraudster—steal your second chance. TECHY FORCE CYBER RETRIEVAL is accessible, transparent, and ready to help. Reach out today. Let our experts assess your case—and show you that even in 2026, stolen crypto doesn't have to stay lost forever. — TECHY FORCE CYBER RETRIEVAL Advanced Forensics. Global Reach. Your Recovery. 24.02.26 15:31 [email protected]` Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf 24.02.26 15:32 [email protected]` Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. 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Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf 232000Подписчиков 2005Видео 192860Members 21362Твита 3765Posts 9103Followers Копирование и распространение материалов с сайта pro-blockchain.com разрешено только с указанием активной ссылки на pro-blockchain.com Bitcoin - 18SAjcMDc5qAeQJBRv1dUAUKK3x6apcxej Ethereum - 0xF0dA58B9504A542220f085D438e3D827e5039c23 Copyright © 2026 pro-blockchain.com . All rights reserved. fy2nm3YtN

Заявления Илона Маска о роботе Tesla Optimus поражают своей масштабностью. Он утверждал, что Optimus принесёт $10 триллионов долгосрочной прибыли для Tesla, что в конечном итоге робот составит 80% стоимости Tesla, и что он увеличит оценку компании до впечатляющих $25 триллионов. Однако предыдущие обещания не всегда сбывались: Маск говорил, что Tesla запустит пилотную производственную линию готового Optimus и произведёт 5000 единиц к концу 2025 года, но этого не произошло. Фактически, Tesla недавно анонсировала новую «готовую к производству» третью версию Optimus (что подразумевает, что версия, запланированная к производству в 2025 году, так и не была готова), и что к концу 2027 года производство начнётся на заводе Tesla во Фримонте, где ранее производились Model S и X. Возможно, стоит воспринимать эти громкие заявления с определённой долей скептицизма? Во время недавних отчётных звонков Tesla Маск упомянул нечто, что не только демонстрирует разрыв между реальностью и обещаниями, но и ставит вопросы о понимании технологии. На протяжении месяцев Tesla утверждала, что два робота Optimus работают на их заводах. Это было единственным свидетельством того, что Optimus может быть способен выполнять даже самые базовые задачи автономно. Важно понимать — вся концепция Optimus строится на убеждении инвесторов в том, что это нечто большее, чем просто телеуправляемый робот-аниматроник. Однако, похоже, информация была представлена не полностью. Во время недавнего отчётного звонка выяснилось, что ни один робот Optimus в настоящее время не выполняет продуктивную работу ни на одном из заводов Tesla. Маск заявил, что присутствие Optimus на заводе было «скорее для того, чтобы робот мог учиться», и он никак не помогал в производстве. Иными словами: робот, производство которого планировалось начать в прошлом году, даже не способен помогать на собственных заводах Tesla. Даже в простейших задачах? Он не может, скажем, поднять коробку с болтами и переместить её? Что ещё важнее, почему роботы проходят «обучение» на заводе в первую очередь? Об этом чуть позже. Если вас удивило это открытие, стоило следить внимательнее. Tesla отчаянно пыталась создать иллюзию автономности Optimus, но неоднократно терпела неудачу. Вспомните инцидент на мероприятии в Майами, где Tesla пыталась намекнуть, что роботы Optimus, раздающие бутылки с водой, делают это автономно, пока один из роботов не снял несуществующую гарнитуру, разрушив иллюзию (посмотрите видео здесь). Это ясно показало, что робот управлялся дистанционно. Хотя Tesla прямо не признала это, компания подтвердила, что демонстрационное видео Optimus, складывающего одежду с VR-оператором в кадре, и роботы на мероприятии We Are Robot действительно управлялись дистанционно. До сих пор Optimus не оправдал ожиданий как технологическая демонстрация, поэтому неудивительно, что Tesla не может заставить его помогать на своих заводах. Но последствия этого открытия гораздо глубже, чем может показаться. Для Tesla неудобно, что гуманоидные роботы уже работают на заводах по производству электромобилей. Как я недавно писал (подробнее здесь), BYD в настоящее время тестирует Walker S1 от UBTech на своих заводах, где он выполняет такие задачи, как базовый контроль качества, транспортировка компонентов по заводу и даже установка деталей. Это не должно сильно удивлять, поскольку UBTech продемонстрировал, как Walker S1 выполняет удивительно сложные задачи, такие как игра в теннис и успешное взаимодействие с оборудованием производственной линии. Он явно способен на такие испытания. Хотя, справедливости ради, он выполняет эти задачи не идеально. Как сообщила Financial Times, главный директор по бренду UBTech Майкл Там заявил, что Walker S1 «на 30-50 процентов производительнее людей и только в определённых задачах, таких как укладка коробок и контроль качества». Таким образом, он, скорее всего, всё ещё находится на стадии «технологической демонстрации», и китайским рабочим на заводах пока не о чем беспокоиться. Walker S1 явно более способен, чем Optimus, но даже он пока не может обосновать бизнес-кейс, близкий к заявлениям Маска об Optimus. Это также показывает, что Tesla на самом деле не является лидером рынка и функционально не имеет преимущества перед конкурентами. Так что, даже если гуманоидные роботы представляют собой многотриллионную возможность, компании вроде UBTech, а не Tesla, получат прибыль. Но гуманоидные роботы, вероятно, даже не являются жизнеспособной технологией, не говоря уже о революционной бизнес-возможности. На самом деле, мы давно знаем, что гуманоидные роботы имеют смысл только в научной фантастике. В реальности существует крайне мало случаев, когда гуманоидный робот имеет больше смысла, чем специализированный. Возьмём Walker S1. Простые, недорогие, специализированные роботы могут — и уже делают это — устанавливать детали, транспортировать компоненты по заводам и выполнять базовые проверки качества гораздо быстрее, точнее и экономичнее, чем когда-либо сможет гуманоидный робот. Кроме того, они дешевле и быстрее интегрируются в производственную линию в подавляющем большинстве случаев. Действительно, робототехническая индустрия довольно давно знает, что гуманоидные роботы — не оптимальное направление. Возьмём Криса Уолти, который фактически возглавлял разработку Optimus в Tesla. Он публично заявил, что гуманоидный форм-фактор «не является полезным форм-фактором» и что «мы не созданы для выполнения повторяющихся задач снова и снова. Так зачем брать гиперсубоптимальную систему, которая на самом деле не предназначена для повторяющихся задач, и заставлять её делать повторяющиеся задачи?» Или Брэда Портера, бывшего вице-президента по робототехнике в Amazon, который сказал, что «гуманоиды — неправильное решение для большинства задач» и что гораздо более простые решения, такие как колёса вместо двуногих ног, почти всегда дешевле и надёжнее. Затем есть Gartner, которая указывает, что гуманоидные роботы непригодны из-за их высокой стоимости, проблем с интеграцией, ненадёжности и недостаточных возможностей. Учитывая доступность лучших вариантов, таких как специализированные роботы или человеческие работники, так будет ещё долго. Если подумать, эта настойчивость имитировать человека имеет мало смысла. Если бы люди эволюционировали тысячелетиями для работы на автомобильном заводе, они бы не выглядели как мы. Точно так же, зачем тратить средства и усилия на то, чтобы заставить гуманоидного робота пылесосить, когда можно просто поручить это Roomba, который справится гораздо лучше? Настаивать на том, чтобы роботы выглядели и функционировали как люди — всё равно что проектировать автомобиль, напоминающий лошадь и работающий как лошадь. Это обратная логика. Конечно, нам нравится идея гуманоидных роботов, потому что мы можем их антропоморфизировать, но фактически использовать их, даже если они способны выполнять задачу, не имеет смысла. Помните тот момент, о котором я просил помнить? Тот факт, что Optimus «обучается» на заводе? Это своего рода индикатор проблем Optimus. Tesla использует два основных метода для «обучения» ИИ Optimus: обучение подражанием на основе видео и обучение через телеоперирование. Это потому, что Optimus основан на тех же ИИ и компьютерах ИИ, что и FSD Tesla, именно так они обучают ИИ FSD. И мы все знаем, как это идёт, не так ли? Но, как указал блестящий австралийский специалист по робототехнике Родни Брукс, эти методы обучения имеют серьёзные и очевидные недостатки. Начнём с обучения подражанием на основе видео. Это процесс «обучения» ИИ выполнению задач, которые вы хотите, чтобы робот выполнял, путём показа ИИ видео людей, выполняющих такие задачи. Брукс называет этот подход «чистым фантазированием». Почему? Потому что мы, люди, используем гораздо больше, чем просто визуальные данные для выполнения этих задач. Наше чувство осязания невероятно мощное. Наши руки имеют 17 000 специализированных, высокочувствительных тактильных рецепторов, способных обнаруживать изменения размером до 40 мкм со скоростью примерно один миллиард бит в секунду. Другими словами, одна человеческая рука передаёт нашему мозгу более двух гигабайт невероятно детальных данных каждую секунду! Мы полагаемся на это значительно больше, чем на визуальные данные, для выполнения даже самых базовых задач. Подумайте так: вы можете сложить рубашку с завязанными глазами довольно легко, но вам будет очень трудно сложить её, используя щипцы вместо рук. Брукс указывает, что обучение подражанием на основе видео обучает ИИ на неполных данных, оставляя у него огромное слепое пятно, что означает, что он не может эффективно воспроизвести человека из обучающих данных. Решение Маска для этой проблемы выравнивания данных, похоже, заключается в обучении через телеоперирование. Это когда вы используете VR для управления роботом для выполнения задачи и используете это как обучающие данные для ИИ. Таким образом, собранные данные теоретически лучше соответствуют тому, к чему имеет доступ ИИ, обеспечивая лучшее обучение. Но Брукс указывает на серьёзные недостатки и этого подхода. ИИ может работать только так же хорошо, как эти телеоператоры (или, что более реалистично, не так хорошо, как телеоператоры), и эти телеоператоры действительно с трудом выполняют даже базовые задачи при управлении роботом. VR-костюмы, которые используют эти телеоператоры, имеют очень ограниченный контроль пальцев и ещё меньше силовой обратной связи, серьёзно ограничивая чувство осязания телеоператора. Размеры робота могут отличаться от размеров телеоператора, нарушая их погружение. Восприятие глубины телеоператора может быть неточным из-за того, что две камеры, используемые для восприятия мира с восприятием глубины и для предоставления VR-видеоизображения, имеют разное межзрачковое расстояние. Чувство равновесия телеоператора и проприоцепция (ощущение того, где находятся ваши конечности в пространстве) постоянно отличаются от робота. Всё это означает, что этим телеоператорам действительно сложно телеоперировать гуманоидными роботами, поскольку данные, которые им передаются, часто сбивают с толку, а их чувства серьёзно притуплены. Эта проблема очевидна из-за постоянных неудач Optimus при телеоперировании. И вот в чём дело: если эти телеоператоры с трудом выполняют даже базовые задачи через Optimus, то и ИИ тоже будет, так как он может только плохо копировать их. Тот факт, что подход, похоже, полностью игнорирует эти фундаментальные основы обучения ИИ и предполагает, что видеоподражания и обучения телеоператора будет достаточно для того, чтобы Optimus взял на себя миллионы рабочих мест, вызывает вопросы. Это отсутствие понимания основной технологии, стоящей за Optimus, также может объяснить, почему Tesla обучает несколько роботов Optimus на своём заводе, а не проводит испытания, как Walker S2. Tesla почти наверняка пытается провести обучение видеоподражанием и телеоперированием базовым задачам производственной линии непосредственно на производственной линии. Таким образом, они могут получить доступ к людям и задачам, на которых они хотят обучить ИИ, и при этом сказать: «На заводе есть Optimus». Но Tesla обучает роботов Optimus как минимум три, если не четыре года. Тот факт, что Tesla ещё не провела испытания интеграции Optimus в производственные линии Tesla даже для поразительно базовых задач после всего этого времени, показателен. Подобные испытания являются критической частью разработки и доказательством концепции для инвесторов. Тот факт, что Tesla ещё даже не достигла этого фундаментального шага, настоятельно предполагает, что её подход к обучению ИИ гуманоидных роботов имеет фундаментальные проблемы и серьёзно ограничивает развитие, как и предсказывал Брукс. Говоря о методах обучения ИИ и их ограничениях — вы можете сами увидеть, насколько сложны эти технологии. Понимание того, как работают современные ИИ-модели, их сильных и слабых сторон, требует практического опыта. Сервисы вроде BotHub дают возможность экспериментировать с различными моделями ИИ — от языковых моделей до систем компьютерного зрения — чтобы понять на практике те самые проблемы обучения и ограничений, о которых мы говорим. Вы можете протестировать, как разные модели справляются с визуальными задачами, обработкой текста и другими функциями, которые критичны для робототехники. Для доступа не требуется VPN, можно использовать российскую карту. По ссылке вы можете получить 300 000 бесплатных токенов для первых задач и приступить к работе с нейросетями прямо сейчас! Optimus можно охарактеризовать как амбициозный, но проблемный проект. Заявления о бизнес-стороне гуманоидной робототехники не соответствуют реальности, а конкуренты значительно опережают Tesla. Кроме того, очевидны проблемы с пониманием ИИ и робототехники, поскольку разрыв между реальностью и ожиданиями значителен. Будет интересно наблюдать за развитием этой ситуации в ближайшие годы и увидеть, как технология будет развиваться дальше. Творец контента в BotHub Ваш аккаунт Разделы Информация Услуги

Robots from Unitree have performed at China's Spring Festival Gala. The humanoid G1 robots performed a fast-paced robot cluster Kung Fu performance. Unitree's H2 humanoid robots were also on show, at both the Beijing main venue and the Yiwu sub-venue, clad in the Monkey King's heavy armor and riding a "somersault cloud" played by B2W quadruped robot dogs. The display was broadcast on state television during China's Spring Festival Gala. This is the country's biggest TV event of the year and is broadcast on the eve of the Lunar New Year. As part of the show, twenty-four Unitree G1 humanoid robots performed martial arts, parkour and breakdancing that was fast and impressive. The robots carried out synchronized punching, kicking and back-flipping. They also vaulted over obstacles and ran at up to nine miles an hour. The G1 robots also performed what the company describes as a "Cluster Cooperative Rapid Scheduling System" to form the Chinese characters for Happy New Year and the digits 2026. The Unitree G1 is described as an advanced, affordable humanoid robot designed for research, education, and AI development. Prices for it start at $13,500. It is around 127 cm tall and weighs around 35 kg. It has between 23 and 43 joints, 3D LiDAR, depth cameras, and 2 hours of battery life. The Unitree H2 stands 180 cm high and weights 70 kg. It was launched in October 2025 and is designed for advanced research, industrial applications, and human-robot interaction. It features 31 degrees of freedom for enhanced mobility, including arms that offer seven degrees of freedom and legs that have six degrees of freedom. According to Unitree, its motion control algorithms provide 31 degrees of freedom, 360N.m joint torque, and precise dynamic movement replication. It is powered by a 2070 TOPS chip, and "supports diverse intelligent models, enabling multiple work scenarios". The H2 is positioned as a high-end platform for AI development, capable of operating in warehouses, service roles, or research labs. It supports Python and C++, and has an SDK and supports the ROS2 framework. The H2 costs $29,900.00 USD, and there's a more expensive version that supports secondary development. Unitree Website Meet Figure 03: Dishwasher-Loading Robot Humanoid Alpha Learns To Wrap Xmas Presents A World First For Humanoid Robots To be informed about new articles on I Programmer, sign up for our weekly newsletter, subscribe to the RSS feed and follow us on Facebook or Linkedin. To be informed about new articles on I Programmer, sign up for our weekly newsletter, subscribe to the RSS feed and follow us on Facebook or Linkedin. A Virtual Visit To Computer History Museum06/02/2026The Computer History Museum has officially launched OpenCHM, a new digital portal designed to expand access to its its . It's well worth a visit for anyone with an interest in computer hardware a [ ... ] + Full Story What Happened At The OpenSSL Conference 202530/01/2026The OpenSSL Conference is the premier event for cryptography and secure communications professionals. In 2025, it ran between October 7-9 in Prague. We check the highlights. + Full StoryMore NewsVSCode CMake Tools Extension UpdatedGoogle Adds Vibe Querying To BigQueryThe GNU C Compiler Breaks SecurityMongoDB Releases Mongot Source CodeSETI @home No MoreWhat Happened At The PostgreSQL Conference Europe 2025Anders Hejlsberg On C# And TypeScriptShaw Foundation Announces Prize For Computer ScienceDeno Introduces Sandbox And Deploy ToolGitHub Adds Claude And Codex To Agent HQYouTube At 21 - The Technical HistoryGo 1.26 Refines Language Syntax The Computer History Museum has officially launched OpenCHM, a new digital portal designed to expand access to its its . It's well worth a visit for anyone with an interest in computer hardware a [ ... ] The Computer History Museum has officially launched OpenCHM, a new digital portal designed to expand access to its its . It's well worth a visit for anyone with an interest in computer hardware a [ ... ] The OpenSSL Conference is the premier event for cryptography and secure communications professionals. In 2025, it ran between October 7-9 in Prague. We check the highlights. The OpenSSL Conference is the premier event for cryptography and secure communications professionals. In 2025, it ran between October 7-9 in Prague. We check the highlights. Comments Make a Comment or View Existing Comments Using Disqus or email your comment to: comments@i-programmer.info Make a Comment or View Existing Comments Using Disqus or email your comment to: comments@i-programmer.info

Social robotics is a diverse, multidisciplinary research field aiming to design capable robotic agents.In particular, it addresses the challenges of human-robot interaction, in which robots operate not in isolated, controlled environments but alongside humans in performing dynamic andcomplex tasks.This domain poses numerous challenges, including multi-modal perception and action planning.This thesis explores a selection of essential tasks involved in building effective social robots, with a particular focus on their acoustic dimension.Specifically, we investigate Sound Source Localization (SSL) in both static and active contexts, as well as perceptually motivated robot navigation.To support this investigation, we first introduce a flexible and powerful acoustic simulation environment.It enables the virtual recording of signals in reverberant rooms, with the ability to model various microphone arrays, room geometries, and sound source configurations.Built upon state-of-the-art sound rendering libraries, this environment serves as a feature-rich sandbox for training and evaluating novel auditory algorithms.Since deep learning has enabled major advances in robotics but requires large volumes of data, often costly or impractical to collect with physical systems, simulation plays a key role in enabling scalable data generation.Within this simulated framework, we focus on auditory perception as a foundational capability.Among its various facets, SSL is especially critical for social robots.SSL involves identifying the location of one or more active speakers and is grounded in a long-standing body of research.We examine this problem from multiple perspectives and introduce a series of deep-learning-based methods to address its main challenges.After presenting a solution for the single-source case, we propose a more advanced multi-source localizer.Both models are thoroughly evaluated through extensive experiments conducted under varied conditions.However, in real-world social settings, robots rarely remain stationary.Their movement introduces new dimensions to the localization problem.To address this, we extend our SSL approach to dynamic scenarios, where motion is explicitly considered.We propose a novel method for aggregating predictions from our static multi-source localizer over time.This framework leverages the robot’s motion to refine its estimates of speaker positions.To support this, we extend our simulator to synthesize complete trajectories in virtual environments, enabling effective training and evaluation of this dynamic localization model.Having addressed perception, we then turn to action, the second pillar of robotic capability.We explore how modern Deep Reinforcement Learning (DRL) techniques can be applied to robot navigation, specifically to enhance auditory perception through movement.Recent Automatic Speech Recognition (ASR) models enable robots to transcribe human speech with high accuracy, but their performance can degrade significantly in reverberant environments.To mitigate this, we introduce a perceptually motivated navigation task in which a robot learns to position itself to minimize speech recognition errors.The agent’s decisions are based solely on audio captured by its microphone array.This final contribution builds directly upon our previous work in acoustic simulation and SSL, integrating perception and action to advance embodied auditory intelligence. La robotique sociale est un domaine de recherche vaste et multidisciplinaire, visant à concevoir des agents robotiques capables d’interagir efficacement.Elle traite notamment des défis posés par les interactions homme-robot, où les robots ne sont plus confinés à des environnements isolés, mais évoluent aux côtés des humains dans des contextes dynamiques et complexes.Ce domaine soulève de nombreux enjeux, notamment en perception multimodale et planification d’actions.Cette thèse explore un ensemble de tâches essentielles à la conception de robots sociaux efficaces, avec un accent particulier sur leur dimension acoustique.Plus précisément, nous étudions la localisation de sources sonores dans des contextes statiques et dynamiques, ainsi qu’une tâche de navigation robotique guidée par la perception auditive.Pour cela, nous introduisons un environnement de simulation acoustique flexible et performant.Il permet d'enregistrer virtuellement des signaux dans des pièces réverbérantes, en modélisant différentes configurations de microphones, de géométries de pièces et de sources sonores.Basé sur des bibliothèques de synthèse sonore de pointe, cet environnement constitue un espace d’expérimentation riche pour l’apprentissage et l’évaluation de nouveaux algorithmes auditifs.L’apprentissage profond a permis des avancées majeures en robotique, mais ces méthodes nécessitent de grandes quantités de données, souvent coûteuses ou difficiles à collecter dans des environnements physiques.La simulation joue ainsi un rôle clé dans la génération de données à grande échelle.Dans ce cadre virtuel, nous nous concentrons sur la perception auditive, considérée comme une capacité fondamentale.Parmi ses composantes, la localisation de sources sonores est essentielle pour les robots sociaux.Elle consiste à estimer la position d’un ou plusieurs locuteurs actifs, et repose sur une littérature scientifique riche et mature.Nous abordons ce problème sous plusieurs angles et proposons une série de méthodes fondées sur l’apprentissage profond pour en relever les principaux défis.Après une solution pour le cas à source unique, nous proposons un localisateur multi-sources plus avancé.Les deux modèles sont rigoureusement évalués au moyen d’expériences approfondies dans des conditions variées.Dans des contextes sociaux réels, les robots sont rarement immobiles.Leur mouvement introduit de nouvelles particularités dans le problème de localisation.Pour y répondre, nous étendons notre approche à des scénarios dynamiques, en tenant explicitement compte du déplacement du robot.Nous proposons une méthode d’agrégation temporelle des prédictions issues du localisateur multi-sources.Ce cadre exploite les déplacements du robot pour affiner les estimations de position des locuteurs.Le simulateur a été étendu pour générer des trajectoires complètes dans des environnements virtuels, facilitant un apprentissage et une évaluation efficaces de nos algorithmes dans ce contexte dynamique.Enfin, nous abordons l’action, second pilier des capacités robotiques.Nous appliquons des techniques d’apprentissage par renforcement profond à la navigation, afin d’améliorer la perception auditive par le mouvement.Les modèles récents de reconnaissance automatique de la parole permettent aux robots de transcrire la parole humaine avec précision, mais leurs performances peuvent se dégrader en présence de réverbération.Pour y remédier, nous introduisons une tâche de navigation guidée par la perception auditive, dans laquelle le robot apprend à se positionner pour minimiser les erreurs de reconnaissance.Les décisions de l’agent reposent uniquement sur les signaux audio captés par sa matrice de microphones.Cette dernière contribution s’appuie sur nos travaux précédents en simulation acoustique et en localisation, intégrant perception et action pour faire progresser l’intelligence auditive embarquée. Contact https://theses.hal.science/tel-05507206 Soumis le : jeudi 12 février 2026-14:20:01 Dernière modification le : mardi 24 février 2026-11:56:06 Contact Ressources Informations Questions juridiques Portails CCSD

The San Francisco Board of Supervisors, in an unprecedented move, has approved using remote-controlled robots armed with deadly explosives. The San Francisco Police Department claimed they would use such robots to breach buildings or “contact, incapacitate, or disorient violent, armed, or dangerous” suspects when lives are at stake, according to a spokesman for the department. The Board of Supervisors’ approval must now be passed in a second vote by the board and then get approved by San Francisco Mayor London Breed before the robots can be used. “Some of the supervisors said they are concerned police will disproportionately use lethal robots on Black and other people of color,” The Week reported. Supervisor Connie Chan stated, “According to state law, we are required to approve the use of these equipments. So here we are, and it’s definitely not a[n] easy discussion.” But Democrat Shamann Wilson, president of the Board of Supervisors, contended, “Most law enforcement weapons are used against people of color. I’m really just stunned that we’re here talking about this.” Only three senior police leaders have the power to authorize such actions, and they can only do so after other tactics have been attempted or the suspect cannot be subdued any other way. Former Los Angeles Police Department Lieutenant Adam Bercovici told The Washington Post, “If I was in charge, and I had that capability, it wouldn’t be the first on my menu. But it would be an option if things were really bad.” The Oakland Police Department had considered using similar robots but backtracked after the idea elicited harsh reaction. “The only known use of lethal robots by a U.S. police department was in Dallas in 2016, when police used a robot armed with explosives to kill a sniper who had ambushed and killed five officers,” The Week noted. That sniper was caught in a parking garage and killed by police with a robot-operated pound of C-4 explosive, which was guided by an extending arm toward the suspect. Dallas Police Chief David Brown stated, “You have to trust your people to make the calls. We believe that we saved lives by making this decision,” adding, “I appreciate critics, but they’re not on the ground, their lives are not being put at risk by debating what tactics to take.” Already have an account? Your information could be the missing piece to an important story. Submit your tip today and make a difference.

An unexpected sight at China’s iconic Shaolin Temple has taken the internet by surprise. Humanoid robots were filmed practicing Shaolin Kung Fu alongside monks at the centuries-old temple in Henan province. According to CGTN, the robots are part of a technology demonstration, not formal religious training. In the viral video, the humanoid machines are seen mirroring monks’ movements, striking kung fu stances, repeating drills, and performing choreographed routines within the temple complex. The robots follow the monks closely, imitating posture, balance, and timing much like human trainees learning under a master. Watch the video here: Shaolin Temple has started practicing kung fu with robots. pic.twitter.com/ypWxxJqk7o— Sharing Travel (@TripInChina) February 4, 2026 The clips have sparked intense reactions online. While many viewers expressed amazement at the precision and fluidity of the robots’ movements, others questioned the implications of machines entering a space deeply tied to spirituality and discipline. Shaolin Kung Fu is not merely a physical practice; it is rooted in Buddhist philosophy, meditation, and mental control, traditions passed down over centuries. CGTN noted that the demonstration showcases advances in robotics, artificial intelligence, and motion-learning technology, using martial arts as a complex test of coordination and control. The involvement of Shaolin monks, the report clarified, was part of a cultural and technological exchange rather than an attempt to replace or modernise traditional training methods. As the videos continue to circulate, the sight of robots training at Shaolin has become a global talking point. To some, it symbolises innovation learning from heritage; to others, it raises uncomfortable questions about how far technology should enter sacred spaces.- EndsPublished By: Srimoyee ChowdhuryPublished On: Feb 9, 2026

-1,236.11 -365.00 + 106.00 + 307.00 -263.00 -1,236.11 -365.00 -365.00 + 106.00 + 106.00 + 307.00 The platform supports simultaneous simulation of humanoid robots, autonomous mobile robots (AMRs), and stationary robotic arms operating within a shared virtual environment | Photo Credit: istock.com Indian AI start-up AuraML unveiled AuraSim, billed as India’s first multimodal world simulation model for robotics, built on NVIDIA’s Omniverse and Cosmos infrastructure. The announcement was made in New Delhi, coinciding with the India–AI Impact Summit 2026 under the Government of India’s India AI Mission. AuraSim allows developers to generate physics-ready, three-dimensional simulation environments from multiple input types, including text descriptions, 2D floorplans, video walkthroughs, depth maps, and point clouds. The platform is designed to reduce the time and cost of training autonomous robotic systems by creating high-fidelity digital twins before any hardware is deployed. The platform supports simultaneous simulation of humanoid robots, autonomous mobile robots (AMRs), and stationary robotic arms operating within a shared virtual environment. AuraML said its agentic automation pipeline can run thousands of scenario variations without human intervention, enabling rapid stress-testing of edge cases through simple text prompt modifications. Alongside AuraSim, AuraML is launching the Global Physical AI & Robotics Cohort in collaboration with NVIDIA Inception, an eight-week mentorship-driven training program for robotics engineers, AI researchers, and developers, offered with limited seats. “By launching the first multimodal world simulation model from India, powered by NVIDIA’s world-class simulation technology, we are providing a global toolset to accelerate the development of advanced robotics foundation models everywhere,” said Ayush Sharma, co-founder of AuraML. Tobias Halloran, Director of EMEAI start-ups and Venture Capital at NVIDIA, noted that India’s AI start-up ecosystem is is seeing strong momentum, with NVIDIA providing founders access to accelerated computing and scalable AI infrastructure through programs like NVIDIA Inception. AuraML describes itself as focused on building foundational world models for next-generation robotics using generative AI and physics-based simulation. Published on February 19, 2026 Copyright© 2026, THG PUBLISHING PVT LTD. or its affiliated companies. All rights reserved. BACK TO TOP Comments have to be in English, and in full sentences. They cannot be abusive or personal. Please abide by our community guidelines for posting your comments. We have migrated to a new commenting platform. If you are already a registered user of TheHindu Businessline and logged in, you may continue to engage with our articles. If you do not have an account please register and login to post comments. Users can access their older comments by logging into their accounts on Vuukle. Terms & conditions | Institutional Subscriber

From daily news and career tips to monthly insights on AI, sustainability, software, and more—pick what matters and get it in your inbox. Access expert insights, exclusive content, and a deeper dive into engineering and innovation. Engineering-inspired textiles, mugs, hats, and thoughtful gifts We connect top engineering talent with the world's most innovative companies. We empower professionals with advanced engineering and tech education to grow careers. We recognize outstanding achievements in engineering, innovation, and technology. All Rights Reserved, IE Media, Inc. Follow Us On Access expert insights, exclusive content, and a deeper dive into engineering and innovation. Engineering-inspired textiles, mugs, hats, and thoughtful gifts We connect top engineering talent with the world's most innovative companies We empower professionals with advanced engineering and tech education to grow careers. We recognize outstanding achievements in engineering, innovation, and technology. All Rights Reserved, IE Media, Inc. OpenMind is already collaborating with several Chinese firms – including Unitree Robotics, UBTech Robotics, AgiBot, and LimX Dynamics. As Chinese humanoid robot manufacturers ramp up international ambitions, OpenMind is positioning itself as a gateway to global markets. The US-based company develops OM1, an open-source, AI-native operating system designed specifically for robots, and sees an opportunity to provide the software layer and ecosystem support needed to scale abroad. China is unquestionably ahead of the US in robotics hardware, OpenMind CEO Jan Liphardt said, pointing to the country’s vertically integrated supply chains and fierce domestic competition that accelerates iteration cycles. He added that OpenMind is already collaborating with several Chinese firms – including Unitree Robotics, UBTech Robotics, AgiBot, LimX Dynamics, Booster Robotics and Engine AI – as they expand their focus beyond the Chinese market. Chinese robotics companies have established a significant footprint in Silicon Valley, reflecting their growing engagement with the US technology ecosystem, Liphardt added. In addition to leading OpenMind, Liphardt serves as a professor of bioengineering at Stanford University. He noted that closer coordination between OpenMind and Chinese robot manufacturers could help streamline regulatory, commercial and technical hurdles, making it easier for those firms to introduce and scale their products in the US market, the South China Morning Post reported. Liphardt emphasized that running software developed and hosted in the US, with local data storage and cloud infrastructure, can help Chinese robotics firms deal with complex regulatory environments. He framed the philosophy behind OpenMind’s work in simple terms: if humans are going to coexist with machines, understanding how they think is essential. OM1, the company’s AI-native operating system, is designed to be hardware-agnostic, enabling seamless deployment across a wide range of platforms, from quadrupeds and humanoids to wheeled robots and drones, giving developers flexibility to innovate without being tied to a specific robot chassis. OpenMind’s operating system integrates multimodal inputs – including vision, audio and spatial data – to create a unified model that determines a robot’s actions and converts them into precise hardware commands, Liphardt explained. The company prioritizes applications where robots interact directly with humans, such as in retail environments, hospitals, and schools. Liphardt was clear that OpenMind has no plans to enter the industrial robotics market, noting that companies like Amazon have already established widespread adoption of factory and warehouse robots, making that space highly mature. Moreover, OpenMind’s work with Chinese robotics companies goes beyond technology, extending into marketing support, said Gavin Wong, the company’s head of marketing based in San Francisco. Although several Chinese robotics firms are entering Western markets, many struggle to build brand recognition or cultivate a dedicated following outside Asia, Wong noted. He explained that the type of content these firms produce often differs significantly from what resonates with Western audiences. By collaborating with OpenMind, he said, they can leverage localized marketing strategies and campaigns to better engage global customers and amplify their presence on the international stage. Bojan Stojkovski is a freelance journalist based in Skopje, North Macedonia, covering foreign policy and technology for more than a decade. His work has appeared in Foreign Policy, ZDNet, and Nature. Exclusive content, expert insights and a deeper dive into engineering and tech. No ads, no limits. Exclusive content, expert insights and a deeper dive into engineering and tech. No ads, no limits. Premium Follow

Boston Dynamics показала, на что способен человекоподобный робот Atlas перед выходом в промышленность. В новом видео он с разбега делает колесо и сразу после этого выполняет сальто назад, уверенно приземляясь на ноги. Компания Boston Dynamics опубликовала ролик, в котором робот Atlas выполняет рондат и сальто назад. Видео быстро разошлось по соцсетям, после чего разработчики выложили расширенную версию — с неудачными попытками, падениями и ошибками перед удачным дублем. В длинном ролике Atlas теряет равновесие, падает и даже приземляется на голову. В описании к видео компания заявила, что это «последний забег» исследовательской версии робота. Впереди — переход к коммерческой платформе Atlas. Этот этап Boston Dynamics провела вместе с Институтом робототехники и искусственного интеллекта RAI, который ранее носил имя института ИИ Boston Dynamics. Его возглавляет основатель компании Марк Райберт. Задача команды — проверить пределы подвижности конструкции и алгоритмов управления. Разработчики отмечают, что акробатические трюки и плавная походка, которую Atlas показывал на CES 2026, выросли из одного и того же подхода к обучению. Робота тренировали с помощью системы, рассчитанной на так называемый «нулевой перенос» — когда модель поведения из симуляции сразу работает на физическом роботе без ручной донастройки. В Boston Dynamics считают, что этот результат приближает гуманоидных роботов к стабильному и универсальному поведению в реальной среде. Пока исследовательская версия Atlas снимается в эффектных видео, производственный вариант готовят к работе на заводах. Коммерческая версия получит 56 степеней свободы и четырёхпальцевые захваты с тактильными датчиками. Hyundai Motor Group уже подтвердила, что внедрит роботов Atlas на своём заводе в Джорджии к 2028 году. На первом этапе им поручат сортировку деталей. К 2030 году роботов планируют допустить к сборке узлов. Читать далее: Вселенная внутри черной дыры: наблюдения «Уэбба» подтверждают странную гипотезу Испытания ракеты Starship Илона Маска вновь закончились взрывом в небе Сразу четыре похожих на Землю планеты нашли у ближайшей одиночной звезды Обложка: YouTube | Boston Dynamics Пройдите, пожалуйста, мини-опрос, который поможет нам стать еще интереснее и полезнее для вас!

Artificial intelligence is one of the most important tech innovations of the decade, with most consumer electronics companies working on new AI features for their products, from chatbots to devices with built-in AI capabilities. These developments will lead to smarter AI models that power more advanced gadgets, including smart humanoid robots, many of which already exist as concepts or development prototypes. Several humanoid robots were shown at CES 2026, including Hyundai's Boston Dynamics Atlas robot. Unlike less mature products that aren't ready for a public roll-out, Atlas is already in production ahead of its planned deployment in Hyundai factories. Boston Dynamics explained on stage at CES 2026 that the entire 2026 Atlas production capacity will serve Hyundai. A strategic partnership with Google DeepMind was also announced, to "accelerate technological development for next-generation humanoid robots", per a Hyundai press release. Google's DeepMind has been doing its own robotics AI research in recent years, including the mind-blowing Gemini Robotics models that should allow robots to more naturally interact with the world around them. Boston Dynamics says its own Orbit platform will allow the Atlas to share learned skills with other Atlas robots. Production of the Atlas robots is set to start at Boston Dynamics' headquarters with plans in the works for Hyundai and Boston Dynamics to build a factory capable of turning out 30,000 humanoids annually. The commercial version of Atlas, which was shown on stage at CES, will be used for parts sequencing at the Hyundai Motor Group Metaplant America factory in Savannah, Georgia, beginning in 2028. Hyundai's subsidiary, Boston Dynamics, brought an Atlas prototype robot (white model) to the 2026 CES show to demo its features, as the commercial version (blue model) wasn't functional during the announcement. However, the two humanoid robots look almost identical and can perform similar actions. Boston Dynamics explained the Atlas's head features cameras on all sides for 360-degree vision. Atlas's body is also a technological breakthrough. It looks like a human, with a torso, hands, and feet, but has 56 degrees of freedom. This allows the robot to completely rotate its head, torso, hands, and fingers, which means it can interact with nearby objects more efficiently than a person. Atlas can also rise from a folded position, so it will take up less space when not working or performing an action. Speaking of work, Atlas has a battery life of about four hours, thanks to dual battery packs stored in the torso. When the batteries run low, the robot will swap them autonomously. Also, Atlas is water resistant and can work in a variety of weather conditions. Boston Dynamics said the robot can operate between -4° and 104°Fahrenheit. By 2030, "Atlas will also take on tasks involving repetitive motions, heavy loads, and other complex operations," according to Hyundai. Atlas stands 6.2 feet tall and weighs 198 pounds. It has a reach of 7.5 feet, hands that feature tactile sensing in the fingers and palms for dexterity, and can lift objects weighing up to 110 pounds. That's the instant lift capability, however, with sustained weight capacity listed at 66 pounds. And when Atlas is used for heavy lifting, the battery life will be cut in half, according to Boston Dynamics. Atlas can replace those batteries in three minutes, and the used packs can be recharged in an hour and a half. Put differently, Boston Dynamics' Atlas is much closer to commercial deployment than alternatives, including Tesla's Optimus, the general-purpose humanoid robot that Elon Musk showed off in 2024. That said, Atlas will not be available for general sale anytime soon. The robot will be used in manufacturing environments first, starting with Hyundai factories. Boston Dynamics has not yet announced a price for the robot, so don't get your hopes up if you're in the contingent who would happily buy a humanoid AI robot to do chores and help out with tedious or physically demanding tasks.

Hyundai-owned Boston Dynamics brought its humanoid robot, Atlas, onto a public stage at the CES tech showcase, marking a first for the company and the machine. The on-floor appearance signals a new push to move humanoids from lab videos to live demonstrations before customers, partners, and regulators. It also positions Hyundai’s robotics bet squarely in front of a global audience focused on automation, supply chains, and labor shortages. “Hyundai-owned Boston Dynamics has publicly demonstrated its humanoid robot Atlas for the first time at the CES tech showcase.” Boston Dynamics did not rely on a prerecorded reel alone. The company showed Atlas working through controlled motions in real time. The demo sought to answer a key question that has followed the field for years: can humanoids operate safely and predictably near people, outside research settings? Boston Dynamics has spent more than a decade refining Atlas as a high-mobility humanoid. Earlier versions appeared in tightly scripted videos that highlighted jumps, parkour, and precise manipulation tasks. Those clips drew broad interest, but they left open questions about reliability and practical use. Hyundai acquired a controlling stake in the company in 2021, shifting focus from pure research to applications in manufacturing and logistics. In 2024, Boston Dynamics introduced a new electric Atlas, moving away from hydraulics to pursue quieter operation and easier maintenance. The CES appearance adds a new chapter by placing the machine in a live setting with industry guests. A live demo, even a brief one, hints at progress in balance, control, and safety systems. It suggests more confidence in repeatability under bright lights and variable conditions. It also reflects an industry trend to show working prototypes near potential buyers rather than behind closed doors. The company appears to be signaling readiness for pilot programs where humans and robots share space. That includes tasks like moving totes, staging parts, or tending machines that need frequent, small adjustments. Atlas enters a busier field than in years past. Agility Robotics has tested Digit in warehouses. Tesla has shown progress on Optimus. Other startups are building general-purpose machines for repetitive work. Each group is chasing similar goals: safer motions, longer runtime, and useful grasping in tight spaces. Boston Dynamics brings a long track record in legged robots like Spot and Stretch. That history may help with traction, fall recovery, and reliability. But humanoids face limits that wheels and tracks avoid, including balance on uneven floors and energy demands from legged motion. For Hyundai, live demos support a strategy that blends vehicles, factories, and robotics. Automakers seek flexible automation that can shift jobs as product lines change. A humanoid that can handle varied tasks without major retooling is attractive, even if early units remain costly. Analysts expect testing to start with low-risk activities, such as moving empty containers or scanning inventory. If results are steady, tasks could expand to light assembly, machine tending, or end-of-line inspection. Insurance and safety audits will shape the pace of adoption. Public demonstrations carry new obligations. Companies must show fail-safes, clear emergency stops, and predictable behavior near people. Workers and unions also want transparency about job impacts and training. Policymakers are watching for standards on testing, reporting, and incident response. Experts often urge a phased approach. Small pilots with clear metrics can prove value and build trust. Regular updates on uptime, failure modes, and injury rates can help turn curiosity into acceptance. Key signals will come from pilot announcements, factory trials, and third-party testing. Battery life, service intervals, and parts availability will matter as much as agility. Pricing and support plans will determine whether companies test one unit or dozens. The CES appearance suggests Boston Dynamics is ready to move past viral clips and into customer-facing trials. If Atlas can work safely around people and handle routine tasks, demand could build in logistics and manufacturing. If not, wheeled and fixed automation will continue to dominate near-term spending. For now, the public debut sets a clearer bar for performance under pressure. The next step is proving that same performance, day after day, on factory floors and warehouse aisles. Editor in Chief of Under30CEO. I have a passion for helping educate the next generation of leaders. MBA from Graduate School of Business. Former tech startup founder. Regular speaker at entrepreneurship conferences and events. Under30CEO is a publication dedicated to young people dreaming big. Since its founding in 2008, the site has been committed to inspiring, educating, and featuring the doers of the world. Led by editor-in-chief, Kimberly Zhang, our editorial staff works hard to make each piece of content is to the highest standards. Our rigorous editorial process includes editing for accuracy, recency, and clarity. (C) COPYRIGHT | Privacy Site by Under 30 CEO Signup for our newsletter to get access to our proven pitch deck template.

Человекоподобный робот "Atlas" от компании "Boston Dynamics" теперь может выполнить рондад и полное сальто назад. Boston Dynamics выложила ролик, где робот Atlas с разбега делает рондат, сразу переходит в сальто назад и чётко приземляется на ноги. Помимо удачного дубля там показали и нарезку неудачных попыток — робот теряет равновесие, заваливается набок, приземляется на голову. За акробатикой стоит серьёзная работа. Трюки — финальный тест исследовательской версии Atlas перед тем, как коммерческая платформа займёт её место. Проводили его совместно с Институтом робототехники и искусственного интеллекта (RAI) под руководством основателя Boston Dynamics Марка Райберта. Задача — проверить абсолютные пределы мобильности конструкции и алгоритмов. Человекоподобный робот "Atlas" от компании "Boston Dynamics" теперь может выполнить рондад и полное сальто назад. Ключевая технология здесь — так называемый «нулевой перенос». Модель поведения сначала тренируют в симуляции, а затем переносят на физического робота без промежуточной настройки. Именно благодаря этому подходу Atlas и делает сальто, и демонстрирует плавную естественную походку. А производственный Atlas тем временем готовится к работе. У него 56 степеней свободы и четырёхпальцевые захваты с тактильными датчиками. Hyundai подтвердила, что к 2028 году роботы выйдут на завод в Джорджии — сначала на сортировку деталей, а к 2030-му планируют доверить им сборку узлов. Источник: !!! Оскорбления в комментариях автора поста или собеседника. Комментарий скрывается из ленты, автору выписывается бан на неделю. Допускаются более свободные споры в ленте с политикой, но в доступных, не нарушающих УК РФ, пределах. ! Мат на картинке/в комментарии. Ваш комментарий будет скрыт. При злоупотреблении возможен бан. ! Флуд - дублирующиеся комментарии от одного и того же пользователя в разных постах, систематические ложные вызовы модераторов с помощью функции @moderator, необоснованные обращения в техническую поддержку сайта, комментарии не несущие смысловой нагрузки и состоящие из хаотичного набора букв. Санкции - предупреждение с дальнейшим баном при рецидиве. ! Публикация рекламных постов. Несогласованное размещение рекламного материала, влечет незамедлительную приостановку действий учетной записи пользователя. ! Публикация материала, запрещенного на территории РФ и преследуемого УК РФ. Незамедлительная приостановка действия учетной записи пользователя. ! Мультиаккаунты. Использование нескольких активных аккаунтов, принадлежащих одному пользователю (исключение - дополнительный аккаунт для обращения в тех. поддержку при блокировке основного аккаунта) запрещено. За нарушение предусмотрено отключение основного аккаунта с возможной дальнейшей блокировкой любого аккаунта от данного пользователя. !!! Оскорбления в комментариях автора поста или собеседника. Комментарий скрывается из ленты, автору выписывается бан на неделю. Допускаются более свободные споры в ленте с политикой, но в доступных, не нарушающих УК РФ, пределах. ! Мат на картинке/в комментарии. Ваш комментарий будет скрыт. При злоупотреблении возможен бан. ! Флуд - дублирующиеся комментарии от одного и того же пользователя в разных постах, систематические ложные вызовы модераторов с помощью функции @moderator, необоснованные обращения в техническую поддержку сайта, комментарии не несущие смысловой нагрузки и состоящие из хаотичного набора букв. Санкции - предупреждение с дальнейшим баном при рецидиве. ! Публикация рекламных постов. Несогласованное размещение рекламного материала, влечет незамедлительную приостановку действий учетной записи пользователя. ! Публикация материала, запрещенного на территории РФ и преследуемого УК РФ. Незамедлительная приостановка действия учетной записи пользователя. ! Мультиаккаунты. Использование нескольких активных аккаунтов, принадлежащих одному пользователю (исключение - дополнительный аккаунт для обращения в тех. поддержку при блокировке основного аккаунта) запрещено. За нарушение предусмотрено отключение основного аккаунта с возможной дальнейшей блокировкой любого аккаунта от данного пользователя. На что жалуетесь?

Разделы Генеральный директор Boston Dynamics после 30 лет работы в компании на различных должностях уходит в отставку. Он превратил компанию из исследовательской лаборатории в успешный бизнес, известный разработками Spot, Stretch и Atlas. Он покинет пост в конце февраля 2026 г. Генеральный директор Boston Dynamics Роберт Плейтер (Robert Plater) объявил об отставке, пишет The Verge. Он покидает пост в феврале 2026 г. Руководитель Boston Dynamics Роберт Плейтер официально объявил о своем уходе в отставку. Он покинет пост в конце февраля 2026 г., завершив свою шестилетнюю каденцию на посту руководителя. Господин Плейтер посвятил компании более трех десятилетий, пройдя путь от разработок в лаборатории до создания глобального бизнеса, который сейчас принадлежит южнокорейской группе Hyundai Motor Group. Роберт Плейтер является настоящим ветераном Boston Dynamics, ведь он начал работать в ней еще в те времена, когда она была лишь небольшой лабораторией в Массачусетском технологическом институте (MIT). Роберт Плейтер вспоминает, что нынешние достижения компании значительно превзошли его ожидания с периода работы в подвальной лаборатории MIT Media Lab. Именно при его руководстве Boston Dynamics трансформировалась из исследовательского центра в успешное коммерческое предприятие, сменив владельца с SoftBank на Hyundai Motor Group в 2021 г. «Роберт Плейтер является иконой мировой индустрии робототехники, и вся команда Boston Dynamics желает выразить ему искреннюю благодарность за его лидерство. От самых первых дней прыгающих роботов, до первых в мире четвероногих, до ведущей роли во всей отрасли гуманоидной робототехники, он оставил свой след как пионер инноваций. Он превратил Boston Dynamics из небольшой научно-исследовательской лаборатории в успешный бизнес, который сейчас с гордостью называет себя мировым лидером в области мобильной робототехники. Мы будем очень скучать по нему, но надеемся, что он наслаждается заслуженным отдыхом. Спасибо, Роб!», — комментарий для Automate от Boston Dynamics. По словам вице-президента по маркетингу Николаса Ноэля (Nicholas Noel), Роберт Плейтер превратил Boston Dynamics в мирового лидера мобильной робототехники. Сам бывший руководитель считает наиболее значимыми достижениями разработку роботов Spot, Stretch и Atlas. История Boston Dynamics началась в 1992 г., когда компания отделилась от MIT. Свои первые шаги будущий лидер робототехники делал в подвальной лаборатории MIT Media Lab. На начальных этапах разработки финансировались Управлением перспективных исследовательских проектов Министерства обороны США, что позволило создать таких роботов, как BigDog. Однако настоящее мировое признание пришло к компании благодаря виральным видео в интернете, главными звездами которых стали человекоподобный робот Atlas, способный делать сальто назад, и четвероногий робот-пес Spot. Долгое время разработки оставались чисто исследовательскими, но в июне 2020 г. Boston Dynamics начала продавать модель Spot по цене $74,5 тыс. Spot предлагали бизнесу для патрулирования и инспекции складов, а также тестировали в различных сферах: от выпаса овец до помощи медикам во время пандемии. Несмотря на медийную популярность, компания в течение многих лет оставалась убыточной, теряя миллионы долларов ежегодно. В 2021 г. Hyundai Motor Group приобрела контрольный пакет акций Boston Dynamics в размере 80% у SoftBank за $880 млн. Hyundai Motor Group уже использует роботов Spot компании Boston Dynamics на своих предприятиях для проведения работ по производственному контролю и профилактическому обслуживанию, о чем информировал CNews. Вице-председатель Hyundai Motor Group Джэхун Чан (Jaehoon Chang) заявил тогда о том, что Boston Dynamics и робототехнический искусственный интеллект (ИИ) будут играть решающую роль в выполнении задач компании, позволив вывести бизнес на новый уровень. Роберт Плейтер добавил, что сотрудничество с Hyundai Motor Group позволит ей лучше понять производственные потребности автопроизводителя и то, как роботы смогут помочь ему повысить производительность и эффективность. После того как Роберт Плейтер покинет свой пост в конце февраля 2026 г., временно исполнять обязанности генерального директора Boston Dynamics будет Аманда Макмастер (Amanda McMaster), которая сейчас является финансовым директором компании. Антон Денисенко ВЭБ.РФ создал защищенный мобильный контур для удаленной экспертизы многомиллиардных проектов Глобализация пошла не по плану. Украинца бросили в тюрьму на долгие годы за помощь КНДР в краже данных у США CNewsMarket опубликовал новый рейтинг российских виртуальных АТС ИИ в облаке Amazon удалил почти весь код, чтобы переписать его с нуля Александр Светкин, Microsoft: Роль ИИ смещается от обнаружения аномалий к помощи в устранении инцидентов ИТ-гигант заставляет руководителей использовать ИИ, угрожая оставить без продвижения Рассчитать стоимость кластеров Kubernetes От 0.52 руб./месяц Подобрать тариф на IP-телефонию и виртуальную АТС От 1 046 руб./месяц Подобрать систему управления бизнес-процессами BPM От 1 250 руб./месяц Выбрать тариф для резервного копирования данных От 0.03 руб./месяц Обзор: ИТ-тренды в России 2026 erid: Рекламодатель: ИНН/ОГРН: Сайт: https://www.cnews.ru/reviews/it-trendy_v_rossii_2026 Обзор: Российские ВКС-платформы erid: Рекламодатель: ИНН/ОГРН: Сайт: Андрей Нестеров ИТ-директор аэропорта Пулково erid: Рекламодатель: ИНН/ОГРН: Сайт: Обзор: Российские ВКС-платформы erid: Рекламодатель: ИНН/ОГРН: Сайт: Обзор: ИТ-тренды в России 2026 erid: Рекламодатель: ИНН/ОГРН: Сайт: Андрей Омельчук замглавы Минобрнауки erid: Рекламодатель: ИНН/ОГРН: Сайт: Материалы, помеченные знаком ■, являются рекламой Все права защищены © 1995 – 2026 Сетевое издание «CNews» («СиНьюс») зарегистрировано Федеральной службой по надзору в сфере связи, информационных технологий и массовых коммуникаций 09.11.2018 за номером Эл № ФС77 – 74283 Нажимая кнопку «Подписаться», вы даете свое согласие на обработку и хранение персональных данных. 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Генеральный директор Boston Dynamics после 30 лет работы в компании на различных должностях уходит в отставку. Он превратил компанию из исследовательской лаборатории в успешный бизнес, известный разработками Spot, Stretch и Atlas. Он покинет пост в конце февраля 2026 г. Генеральный директор Boston Dynamics Роберт Плейтер (Robert Plater) объявил об отставке, пишет The Verge. Он покидает пост в феврале 2026 г. Руководитель Boston Dynamics Роберт Плейтер официально объявил о своем уходе в отставку. Он покинет пост в конце февраля 2026 г., завершив свою шестилетнюю каденцию на посту руководителя. Господин Плейтер посвятил компании более трех десятилетий, пройдя путь от разработок в лаборатории до создания глобального бизнеса, который сейчас принадлежит южнокорейской группе Hyundai Motor Group. Роберт Плейтер является настоящим ветераном Boston Dynamics, ведь он начал работать в ней еще в те времена, когда она была лишь небольшой лабораторией в Массачусетском технологическом институте (MIT). Роберт Плейтер вспоминает, что нынешние достижения компании значительно превзошли его ожидания с периода работы в подвальной лаборатории MIT Media Lab. Именно при его руководстве Boston Dynamics трансформировалась из исследовательского центра в успешное коммерческое предприятие, сменив владельца с SoftBank на Hyundai Motor Group в 2021 г. «Роберт Плейтер является иконой мировой индустрии робототехники, и вся команда Boston Dynamics желает выразить ему искреннюю благодарность за его лидерство. От самых первых дней прыгающих роботов, до первых в мире четвероногих, до ведущей роли во всей отрасли гуманоидной робототехники, он оставил свой след как пионер инноваций. Он превратил Boston Dynamics из небольшой научно-исследовательской лаборатории в успешный бизнес, который сейчас с гордостью называет себя мировым лидером в области мобильной робототехники. Мы будем очень скучать по нему, но надеемся, что он наслаждается заслуженным отдыхом. Спасибо, Роб!», — комментарий для Automate от Boston Dynamics. По словам вице-президента по маркетингу Николаса Ноэля (Nicholas Noel), Роберт Плейтер превратил Boston Dynamics в мирового лидера мобильной робототехники. Сам бывший руководитель считает наиболее значимыми достижениями разработку роботов Spot, Stretch и Atlas. История Boston Dynamics началась в 1992 г., когда компания отделилась от MIT. Свои первые шаги будущий лидер робототехники делал в подвальной лаборатории MIT Media Lab. На начальных этапах разработки финансировались Управлением перспективных исследовательских проектов Министерства обороны США, что позволило создать таких роботов, как BigDog. Однако настоящее мировое признание пришло к компании благодаря виральным видео в интернете, главными звездами которых стали человекоподобный робот Atlas, способный делать сальто назад, и четвероногий робот-пес Spot. Долгое время разработки оставались чисто исследовательскими, но в июне 2020 г. Boston Dynamics начала продавать модель Spot по цене $74,5 тыс. Spot предлагали бизнесу для патрулирования и инспекции складов, а также тестировали в различных сферах: от выпаса овец до помощи медикам во время пандемии. Несмотря на медийную популярность, компания в течение многих лет оставалась убыточной, теряя миллионы долларов ежегодно. В 2021 г. Hyundai Motor Group приобрела контрольный пакет акций Boston Dynamics в размере 80% у SoftBank за $880 млн. Hyundai Motor Group уже использует роботов Spot компании Boston Dynamics на своих предприятиях для проведения работ по производственному контролю и профилактическому обслуживанию, о чем информировал CNews. Вице-председатель Hyundai Motor Group Джэхун Чан (Jaehoon Chang) заявил тогда о том, что Boston Dynamics и робототехнический искусственный интеллект (ИИ) будут играть решающую роль в выполнении задач компании, позволив вывести бизнес на новый уровень. Роберт Плейтер добавил, что сотрудничество с Hyundai Motor Group позволит ей лучше понять производственные потребности автопроизводителя и то, как роботы смогут помочь ему повысить производительность и эффективность. После того как Роберт Плейтер покинет свой пост в конце февраля 2026 г., временно исполнять обязанности генерального директора Boston Dynamics будет Аманда Макмастер (Amanda McMaster), которая сейчас является финансовым директором компании. Ваш емейл адрес не будет опубликован. Обязательные поля отмечены * Сохранить моё имя, email и адрес сайта в этом браузере для последующих моих комментариев. Электронные компоненты Современная светотехника Политика в отношении обработки персональных данных Контакты

Robotik dünyasının öncü ismi Boston Dynamics, efsanevi insansı robotu Atlas’ın yeteneklerini laboratuvar ortamından gerçek üretim sahalarına taşıdı. CBS News kanalında yayınlanan görüntülerde, tamamen elektrikli yeni nesil Atlas’ın Hyundai’nin Georgia eyaletindeki fabrikasında gerçek dünya görevlerini başarıyla yerine getirdiği görülüyor. Bu gelişme, yapay zeka destekli robotların endüstriyel üretime entegrasyonu açısından kritik bir dönüm noktası olarak kabul ediliyor. “İnsansılar Geliyor” başlıklı medya sunumunda tanıtılan Atlas, yapay zeka yardımıyla fabrika işlerini yapmayı öğreniyor. 360 derece dönebilen eklemleri ve gelişmiş makine öğrenimi yetenekleri sayesinde robot; otomobil parçalarını kaldırma, parçaları ayırma ve araç kapılarının montajı gibi zorlu fiziksel görevleri otonom olarak gerçekleştiriyor. Görüntü sensörleri sayesinde çevresindeki değişikliklere anında uyum sağlayabilen robot, insan müdahalesi olmadan karmaşık işlemleri tamamlayabiliyor. Hyundai’nin 2021 yılında SoftBank’tan satın aldığı Boston Dynamics, Atlas’ı ticari bir ürün haline getirmeyi hedefliyor. “Yazılım Tanımlı Fabrika” stratejisi çerçevesinde Hyundai, üretim tesislerine on binlerce robot yerleştirmeyi planlıyor. Georgia’daki tesiste montaj işlemlerinin yaklaşık yüzde 40’ının robotlar tarafından yapılması hedeflenirken, bu teknolojinin insanların yerine geçmekten ziyade tehlikeli ve ergonomik açıdan zorlayıcı görevleri üstlenerek iş güvenliğini artıracağı belirtiliyor. Yeni nesil Atlas, 5 Ocak tarihinde Las Vegas’ta düzenlenecek olan CES 2026 fuarında ilk kez halka açık bir şekilde sahneye çıkacak. Boston Dynamics yöneticileri, önümüzdeki birkaç yıl içinde Atlas’ın tamamen ticari kullanıma sunulacağını ifade ediyor. Bu hamleyle beraber robotik pazarında Tesla’nın Optimus ve Figure AI’nın Figure 02 gibi modelleri arasındaki rekabetin daha da artması bekleniyor. Fabrikalarda çalışmaya başlayan insansı robotlar hakkında siz neler düşünüyorsunuz? Sizce robotik iş gücü otomotiv sektörünü nasıl değiştirecek? İsmimi bu tarayıcıya kaydet Δ

From daily news and career tips to monthly insights on AI, sustainability, software, and more—pick what matters and get it in your inbox. Access expert insights, exclusive content, and a deeper dive into engineering and innovation. Engineering-inspired textiles, mugs, hats, and thoughtful gifts We connect top engineering talent with the world's most innovative companies. We empower professionals with advanced engineering and tech education to grow careers. We recognize outstanding achievements in engineering, innovation, and technology. All Rights Reserved, IE Media, Inc. Follow Us On Access expert insights, exclusive content, and a deeper dive into engineering and innovation. Engineering-inspired textiles, mugs, hats, and thoughtful gifts We connect top engineering talent with the world's most innovative companies We empower professionals with advanced engineering and tech education to grow careers. We recognize outstanding achievements in engineering, innovation, and technology. All Rights Reserved, IE Media, Inc. Roboto Origin achieves speeds of 3 m/s, using RoboParty’s AMP gait algorithm for smooth, stable, and natural humanoid movement. Beijing-based startup RoboParty has open-sourced its flagship bipedal humanoid, Roboto Origin, just months after completing R&D in 120 days. As the world’s first full-stack open-source bipedal humanoid prototype, it has quickly earned 1,000+ GitHub Stars and nearly 100 kit pre-orders. The firm, backed by $10M from MPCi, Xiaomi, and Galbot, RoboParty aims to advance embodied AI, with its next model featuring a Behavior Foundation Model (BMF). In April 2025, the Beijing-based startup, founded by 21-year-old Huang Yi, launched to build open-source bipedal humanoids, securing a seven-figure seed round from top investors. RoboParty’s journey began with founder Yi Huang at Harbin Institute of Technology, where he won a national tech competition in 2023 with an amphibious drone and built AlexBot, a $2,300 open-source bipedal robot in his dorm. This early work drew sponsorship from Fourier Intelligence and attention from Boston Dynamics founder Marc Raibert. Frustrated by the industry’s inefficiencies, Huang graduated early and launched RoboParty in 2025. The team developed Robot Origin in just 120 days (April–August 2025), a 1.25m, 75-pound (34 kilograms) prototype designed to validate end-to-end humanoid robotics workflows—not commercialization. Using decoupled parallel development, they iterated quickly, aligning hardware and software, testing Sim2Real feasibility, and demonstrating small-team agility. Rejecting short-term orders, RoboParty fully open-sourced Roboto Origin in January 2026, sharing hardware designs, software, and engineering insights to democratize humanoid robotics. The launch included a global developer co-creation program, creating a reproducible, extensible, and verifiable system. Roboto Origin runs at 3 m/s, powered by RoboParty’s self-developed AMP anthropomorphic gait algorithm for stable, natural motion. Its open-source scope spans the entire industrial chain: hardware (structural drawings, EBOM, SOP, supplier lists), software (low-level control code, SMPL-X human model adaptation), and engineering (Sim2Real gap solutions, debugging experience). According to RoboParty, with 1,000+ GitHub Stars and a growing developer community, Roboto Origin exemplifies collaborative progress in Embodied Infrastructure, setting a new standard for open, full-stack humanoid robotics. RoboParty’s open-source approach tackles the robotics industry’s three main challenges—high costs, fragmented designs, and disunified architectures—by creating a shared Embodied Infrastructure foundation. This model is expected to reduce development costs for humanoid robotics by up to 80 percent. According to the company, Roboto Origin has attracted top global talent, from university researchers to Fortune 500 engineers and startup technical teams, forming a collaborative network that accelerates innovation beyond individual organizations. A statement details that RoboParty maintains a global “Hands-On Humanoid Robot Problem List,” converting individual trial-and-error into collective knowledge. By open-sourcing full-link verification capabilities, the company empowers small teams and independent developers with equal access to high-performance foundational resources, democratizing embodied intelligence development. RoboParty’s roadmap: 2026—expand developer community, refine Roboto Origin, enable small-scale education and research use. 2027–2028—launch BMF robot, monetize components, support 500+ applications. Post-2029—build a universal humanoid platform for large-scale embodied AI deployment. “The ultimate endgame of humanoid robots lies in open collaborative Embodied Infrastructure. Our goal is to let the best robot solutions be born from this ecosystem, serving the whole world,” said Yi Huang, founder of RoboParty, in a statement. Jijo is an automotive and business journalist based in India. Armed with a BA in History (Honors) from St. Stephen's College, Delhi University, and a PG diploma in Journalism from the Indian Institute of Mass Communication, Delhi, he has worked for news agencies, national newspapers, and automotive magazines. In his spare time, he likes to go off-roading, engage in political discourse, travel, and teach languages. Exclusive content, expert insights and a deeper dive into engineering and tech. No ads, no limits. Exclusive content, expert insights and a deeper dive into engineering and tech. No ads, no limits. Premium Follow

Quest’anno a Pechino si è tenuta la primissima edizione dei Word Humanoid Robot Games che ha regalato davvero un sacco di emozioni. Questa competizione è considerato come il primo evento competitivo destinato esclusivamente ai robot umanoidi. Si tratta infatti di un’idea geniale nata proprio per mostrare al pubblico tutti i progressi e le applicazioni che la robotica può avere nei campi dello sport e del movimento in generale. A questa prima edizione i partecipanti sono stati numerosi, le squadre a partecipare sono state 280 provenienti da 16 paesi diversi, e nei prossimi anni ci si aspetta una partecipazione ancora più numerosa. Per quanto riguarda le discipline presenti, invece, ci si è sfidati in ben 26 eventi, comprendenti atletica, con le gare di staffette, corsa ostacoli, e varie gare di velocità, e sport come il calcio, il ballo e la boxe. Le gare messe in atto hanno sicuramente offerto uno spettacolo unico, mettendo in scena robot umanoidi che si sfidano in discipline fino a questo momento appannaggio degli esseri umani. Come detto in precedenza, la partecipazione è stata senz’altro notevole, ma c’è stato un vincitore assoluto della competizione. Infatti, Unitree Robotics, azienda cinese, ha sbaragliato la concorrenza grazie ai suoi modelli H1. I suoi robot umanoidi sono riusciti a conquistare ben 11 medaglie in totale, di cui quattro d’oro. Le discipline in cui sono state conquistate le quattro medaglie d’oro sono i 100 m ostacoli, i 400 m piani, i 1500 m e la staffetta 4X100. Il successo evidente dei giochi di Pechino ha permesso agli organizzatori di confermare già la prossima edizione, che si terrà nell’agosto del 2026 e si svolgerà sempre a Pechino. Il segnale che si intende mandare è che la robotica umanoide, vista finora probabilmente soltanto confinata nei laboratori, in futuro potrà sicuramente avere un ruolo molto importante nella vita quotidiana degli esseri umani. Studentessa di Medicina con la passione per la scienza, i libri e le serie tv 2012 – 2023 Tecnoandroid.it – Gestito dalla STARGATE SRLS – P.Iva: 15525681001 Testata telematica quotidiana registrata al Tribunale di Roma CON DECRETO N° 225/2015, editore STARGATE SRLS. Tutti i marchi riportati appartengono ai legittimi proprietari. Questo articolo potrebbe includere collegamenti affiliati: eventuali acquisti o ordini realizzati attraverso questi link contribuiranno a fornire una commissione al nostro sito. Inserisci qualcosa di speciale: Tienimi connesso fino a quando non esco Password dimenticata? Ti sarà inviata una nuova password via email. Hai ricevuto una nuova password? Accedi qui.

(ECNS) -- A humanoid robot from Unitree Robotics clinched the gold medal in the 1500-meter race on Friday with 6 minutes and 34.40 seconds at the ongoing 2025 World Humanoid Robot Games in Beijing, the Chinese robotics firm announced on Friday. This marked the first gold medal awarded at the games. The award-winning Unitree H1 robot is the same model that performed during the 2025 Chinese Spring Festival Gala. The 2025 World Humanoid Robot Games kicked off on Thursday in Beijing, capital of China, showcasing the cutting-edge achievements of humanoid robots in intelligent decision-making and collaborative movement. (By Zhang Dongfang)

Unitree Robotics has officially introduced the G1-D, its first wheeled humanoid robot designed for advanced data collection and model training. The robot serves as the centerpiece of a full-stack solution that combines high-performance humanoid hardware with a scalable software platform for data acquisition, AI training, and real-world deployment. The G1-D is available in two versions: Standard and Flagship. Both models stand between 1260 mm and 1680 mm tall and weigh up to 80 kg. The Standard version is stationary, while the Flagship version features a mobile base that supports differential drive and can move at speeds of up to 1.5 meters per second. The mobile base includes sensors such as LiDAR, depth cameras, and collision detection units. Unitree has equipped the G1-D with 17 degrees of freedom on the Standard model and 19 on the Flagship model, excluding the end effectors. Each arm has seven degrees of freedom and supports a payload of up to 3 kg. The robot’s waist joint allows motion along the Z-axis up to ±155 degrees and along the Y-axis between -2.5 and +135 degrees. The platform supports a vertical working range of 0 to 2 meters. The robot features a high-definition binocular camera on its head and an additional HD camera on each wrist. It supports various end effectors, including a two-finger gripper, three-finger dexterous hands with or without tactile sensors, and a five-finger dexterous hand. Unitree has powered the G1-D with an Nvidia Jetson Orin NX module that delivers up to 100 TOPS of AI performance. The Flagship version offers a battery life of up to six hours. The G1-D is designed for a wide range of real-world applications. It can perform repetitive manual tasks in industrial and service environments, assist in warehouse automation, collect and annotate data for AI training, and even interact with retail or consumer settings using its onboard vision and mobility. The robot’s dexterous hands and mobile base allow it to manipulate objects, conduct inspections, or serve as a data-gathering agent in complex environments. Alongside the hardware, Unitree has launched a comprehensive software stack that manages the entire AI workflow. This includes data acquisition tools, task management, annotation systems, and real-time tracking. The platform supports distributed training and integrates with popular open-source frameworks such as GROOT and PI. It also includes a simulation environment for model evaluation and supports seamless export and deployment of trained models. In related news, Alibaba has recently unveiled its first self-developed AI glasses featuring swappable batteries, a POV camera, and the Qwen assistant. Meanwhile, an LSE study predicts that by 2028, Gen Alpha will rely on voice rather than keyboards at work. For more daily updates, please visit our News Section. Stay ahead in tech! Join our Telegram community and sign up for our daily newsletter of top stories! 💡 (Source)

From daily news and career tips to monthly insights on AI, sustainability, software, and more—pick what matters and get it in your inbox. Access expert insights, exclusive content, and a deeper dive into engineering and innovation. Engineering-inspired textiles, mugs, hats, and thoughtful gifts We connect top engineering talent with the world's most innovative companies. We empower professionals with advanced engineering and tech education to grow careers. We recognize outstanding achievements in engineering, innovation, and technology. All Rights Reserved, IE Media, Inc. Follow Us On Access expert insights, exclusive content, and a deeper dive into engineering and innovation. Engineering-inspired textiles, mugs, hats, and thoughtful gifts We connect top engineering talent with the world's most innovative companies We empower professionals with advanced engineering and tech education to grow careers. We recognize outstanding achievements in engineering, innovation, and technology. All Rights Reserved, IE Media, Inc. The company’s humanoids recently performed complex kung fu routines and somersaults at the Lunar New Year Gala. Chinese company Unitree Robotics plans to ship around 20,000 humanoid robots in 2026, almost four times the 5,500 it shipped last year. The firm’s chief executive, Wang Xingxing, drew global attention after revealing the company’s goals for this year. Unitree’s humanoids made headlines for their dazzling participation in Monday night’s annual Lunar New Year Gala. Last year, Unitree humanoids attracted attention after showcasing basic movements. This year, the machines performed complex actions, such as martial arts routines and leaping from trampolines, underscoring the progress they have made over the past twelve months. Unitree’s WuBot robot performed the martial arts sequence at the event. The H1 robots came next, performing table-vaulting parkour, 3-meter aerial flips, and single-leg flips. The robots also showcased an air flare grand spin of seven-and-a-half rotations and other high-difficulty movements, which marked a significant upgrade from the Yangko dance they performed at the 2025 event. Unitree’s G1 robots performed the kung fu segment without any human intervention at the backend. They also performed trampoline somersaults reaching 3 meters and a running speed of 4 m/s. The H2 humanoids also took part in the event, along with B2-W robot dogs. The Chinese firm implemented systematic upgrades across algorithms, hardware, and systems to deliver the kung fu routine at the event. “These innovations are very practical and will facilitate large-scale group deployment of robots in the future,” Wang told 36Kr, adding that a robot’s fall during the performance had been pre-planned and was a part of the routine. Wang views real-world deployment as the next major challenge for China’s robotics industry. Unitree is already working to embed several embodied AI technologies to develop models that can act as “brains” to help robots navigate complex environments autonomously. Market research firm Omdia estimated that Unitree shipped over 5,500 humanoid robots last year, surpassing the combined output of U.S. competitors including Tesla, Figure AI, and Agility Robotics. Chinese technology analyst Patrick Zhang noted that the Spring Festival Gala provided an ideal stage to showcase humanoid robots at their current level of development, thanks to its controlled setting, flat surfaces, and predictable airflow. “Robots may struggle in real-world environments, but on stage they hold all the advantages,” he said in his Geopolitechs newsletter. The 2026 gala underscores how engineers have advanced beyond basic walking algorithms and achieved movements that resemble human motion. It also demonstrated that the hardware can withstand intense, high-speed operation without mechanical failure. While the leap seems impressive, it’s worth noting that these robots are still operating in controlled entertainment environments. The precision shown on Monday suggests they are ready to be deployed on demanding, real-world tasks. Still, it remains to be seen whether their projected potential matches reality after deployment. Atharva is a full-time content writer with a post-graduate degree in media & amp; entertainment and a graduate degree in electronics & telecommunications. He has written in the sports and technology domains respectively. In his leisure time, Atharva loves learning about digital marketing and watching soccer matches. His main goal behind joining Interesting Engineering is to learn more about how the recent technological advancements are helping human beings on both societal and individual levels in their daily lives. Exclusive content, expert insights and a deeper dive into engineering and tech. No ads, no limits. Exclusive content, expert insights and a deeper dive into engineering and tech. No ads, no limits. Premium Follow

Fluvo Robot for Children doesn’t start with rules. It starts with feelings. At home, moral education usually falls into two extremes: parents are too busy, or screens take over. Kids learn what’s “right” by being told what not to do, or by avoiding punishment. Over time, morality turns into a checklist instead of something you actually feel. Fluvo was designed to interrupt that pattern. Instead of explaining what kindness is, Fluvo reacts to it. The idea behind the robot is simple but kind of uncomfortable in a good way: children learn empathy better when they see how their actions affect someone else. Even if that “someone” happens to be a robot. Fluvo responds emotionally to how it’s treated, happy, sad, distant, comforted, and those emotional changes become the lesson. Not through instructions, but through experience. This makes Fluvo feel less like a teaching tool and more like a presence. A companion that can be hurt, reassured, ignored, or cared for. And that emotional back-and-forth is where learning happens. The design leans heavily into softness. Rounded forms, no sharp edges, nothing that looks technical or intimidating. It’s shaped to feel approachable, almost instinctively huggable. That matters more than it sounds, kids are more likely to open up emotionally when they don’t feel like they’re being evaluated. Under the fabric skin, Fluvo uses an LED surface to show expressions, simple graphics, eyebrows, emoji-like reactions. It’s surprisingly effective. The emotions are readable without being overly realistic, which keeps things playful instead of uncanny. Cameras and sensors sit right at eye level, so when a child looks at Fluvo, it actually feels like eye contact, not interaction with a gadget. The arms are another quiet design win. They move forward and back easily, but all the joints are hidden under fabric. No exposed mechanics, no hard edges. It’s safer for kids, sure, but it also helps parents trust the object. Inside, elastic materials prevent harsh creases when the arms bend, and the palms stretch just enough to make holding objects feel natural despite the simple hand shape. One of the most human details is the warmth. Fluvo has a heating element in its chest, so when a child hugs it, it actually feels warm. That single choice shifts the robot from “toy” to “companion.” It’s subtle, but emotionally powerful. The body can also bend forward about 30 degrees to pick things up, and that motion is synced with facial expressions, which gives the robot a strange sense of intention. Even the charger isn’t treated as an afterthought. It doubles as a projector, turning charging time into something calm and imaginative, forests, space, nature scenes. Docking Fluvo becomes part of a routine: play, put things back, rest. It quietly teaches care without saying a word. Fluvo Emotional-Learning Play Robot doesn’t try to replace parents or teachers. It fills the emotional gaps that happen when kids are alone too often, or when morality is reduced to rules and warnings. By letting children experience emotional cause and effect, even through a robot, it reframes “being good” as something you feel, repair, and grow into. And that feels like a much healthier place to start. Designers: Youngjae Jeong, Kim Joonwoo, Hanwool Park, and Sungmin Shin Your email address will not be published. Required fields are marked * Comment * Name * Email * Website Save my name, email, and website in this browser for the next time I comment. Δ This site uses Akismet to reduce spam. Learn how your comment data is processed.

Inicio » Tecnología » Robots para construir y programar en Educación Primaria Desarrollar el pensamiento lógico y la orientación espacial, fomentar la creatividad o apostar por el aprendizaje basado en el ensayo y el error. Estos son algunos de los beneficios que aportan estos robots educativos para Primaria en el aula y en casa. Gracias a los kits para montar robots educativos para Primaria, los estudiantes pueden adentrarse en la robótica y la programación de una manera divertida y práctica. No solo en el aula, donde los docentes pueden plantear proyectos relacionados con materias como ciencia, tecnología, ingeniería o matemáticas; también en casa, como una actividad a compartir en familia y con los amigos. Aún recuerdo cómo mi hija, cuando era más pequeña —ahora tiene 13 años—, se lo pasaba en grande con muchos de los kits que recibía por su cumpleaños o traían los Reyes Magos. Resolviendo cada reto con entusiasmo y creatividad, disfrutaba además de otros muchos beneficios: mejoraba su orientación espacial, aumentaba el nivel de atención y potenciaba su capacidad de razonamiento al enfrentarse a desafíos que requerían soluciones ingeniosas. Esta selección incluye algunos de los mejores robots educativos para Primaria. Índice de contenido: Es posible construir cinco tipos de robots: un coche impulsado por el viento, un tanque, un planeador, un robot que se arrastra y otro que gira automáticamente. Gracias a los motores incluidos y a las herramientas necesarias para el montaje, el alumnado a partir de 6 años se inicia de forma práctica en la mecánica y comprende cómo funcionan conceptos básicos como la transmisión del movimiento, los engranajes o el equilibrio. Ofrece tres opciones de montaje: un tanque, un dinosaurio y un robot con ojos luminosos y articulaciones flexibles capaces de adoptar diferentes poses, lo que permite experimentar con estructuras y movimientos variados. Con más de 460 piezas y recomendado a partir de 8 años, incorpora una batería recargable que proporciona hasta 40 minutos de autonomía. Puede controlarse tanto desde una aplicación móvil que permite explorar modos de conducción y primeras nociones de codificación como mediante un control remoto tradicional. Con este set pueden construir hasta 12 modelos diferentes de robots gracias a sus piezas modulares y a un panel solar que convierte la luz en electricidad, eliminando por completo la necesidad de pilas. Está recomendado para edades entre 7 y 12 años. Se trata de un set de construcción para que los estudiantes, a partir de 9 años, lleven a cabo 32 proyectos disponibles en la wiki de Elecfreaks. Cuentan para ellos con 400 piezas de construcción, una tabla de expansión Wukong, dos motores, un servomotor, sensores de seguimiento de líneas, sensor de ultrasonidos y detector de nivel del agua. Go Kubo! es un robot educativo diseñado para aprender a programar sin necesidad de utilizar pantallas. A través de experiencias prácticas y cercanas a su realidad, los estudiantes desarrollan el pensamiento computacional y lo aplican a la programación. El robot lee unas fichas denominadas TagTiles que contienen un chip en su interior. Así, cuando se coloca sobre ellas, procesa la información que recibe y ejecuta los movimientos indicados. Permite montar hasta 12 robots gracias a sus 230 piezas. Pero esta no es la única característica que lo diferencia de otras propuestas: también incluye un panel solar que aprovecha la luz del sol para que los robots se desplacen y no dependan de una batería. Mientras los estudiantes los montan, tienen la oportunidad de aprender sobre fuentes de energía renovables o cómo se transforma la energía solar en energía eléctrica. Recomendado a partir de 8 años. Indicado a partir de 5 años, este robot imita al Triceratops, un tipo de dinosaurio que se caracteriza por tener una cabeza cubierta de crestas y cuernos en la zona de la frente y la nariz. Una vez montado, las herramientas se incluyen en su caja, unos mecanismos especiales le permiten realizar diferentes movimientos. Está inspirado en la metodología STEM para que los estudiantes a partir de 8 años, además de desarrollar su capacidad de razonamiento, estimulen su creatividad y habilidades manuales. Para ello, este juego les propone construir un robot de 35 piezas y programarlo para que gire a derecha e izquierda, avance y retroceda. Incluye un reloj inteligente con sensor de gravedad para que lo controlen a distancia. Este robot educativo de Makeblock Education está formado por más de 10 módulos electrónicos programables que le permiten realizar movimientos giratorios, seguir líneas, sortear obstáculos… Distribuido por ROBOTIX Hands-on Learning, está equipado con sensores de sonido y de luz, una pantalla matriz de LEDs, un receptor y transmisor de rayos infrarrojos, y giroscopio y acelerómetro. En lo que respecta a su programación, emplea un software por bloques basado en el lenguaje Scratch 3. También se puede integrar con el lenguaje Phyton y cambiar entre ambos. Bloques magnéticos, un temporizador, un micrófono, un ventilador, un zumbador, un motor servo, un inversor, un driver o conductor, una tira de luces LED, plantillas de varias formas… Estos son algunos de los componentes incluidos en este kit de robótica educativa STEM (lo distribuye Ro-bótica) que no precisa de conocimientos en programación. Los alumnos solo tienen que sacar su lado más creativo y combinar sus piezas hexagonales con las herramientas de electricidad, sonido y luz incluidas. Con un programador remoto que transmite los comandos, su programación le permite ejecutar una serie de pasos, desplazarse por una pista de obstáculos mientras los esquiva o desbloquear funciones adicionales que permanecen ocultas. Incluye 40 tarjetas de codificación con las que, además, es posible crear una línea que el robot puede seguir gracias al sensor que integra en su base. Los niños cuentan también con una guía de actividades. Ver en Amazon Este kit, recomendado a partir de 10 años, incluye más de 500 piezas LEGO, un hub de gran tamaño, dos motores, tres sensores (distancia, fuerza y color) y dos ruedas que minimizan la fricción y mejoran la precisión de los desplazamientos. Además, viene con un contenedor de almacenamiento y dos bandejas de clasificación con etiquetas para guardar de forma organizada todos los componentes. Se utiliza junto con la aplicación SPIKE Prime, que ofrece más de 40 actividades y permite programar de manera intuitiva gracias a un entorno basado en Scratch. Es una evolución del robot mBot de Makeblock Education que incluye, además, un entorno de programación y varias actividades. En concreto, los alumnos pueden iniciarse en la programación con bloques y de manera progresiva avanzar a la programación orientada a objetos como Python. El cerebro de este robot, distribuido por ROBOTIX Hands-on Learning, es el microcontrolador Cyber-Pi que ofrece capacidades de red, pantalla a color, sensores y una batería recargable. El aprendizaje que adquieren no solo está relacionado con la robótica y la programación, sino con otras áreas como la inteligencia artificial, la ciencia de los datos y las materias STEAM. En este vídeo se puede comprobar cómo funciona. Reúne más de un centenar de piezas para que los más pequeños puedan dejar volar su imaginación y monten un robot según sus gustos. Con un motor que permite que se desplace por sí solo, incluye un manual ilustrado donde se sugieren varias ideas para ayudarles a conocer algunos de los principios básicos no solo de la robótica, sino de la física y la ingeniería. La familia Surface crece con seis nuevos dispositivos ¡Estos son los mejores monitores interactivos para el aula! Ampliar la cobertura de Internet es sencillo con esta selección de sistemas PLC 1 Comentario Muy interesante el articulo sobre los robots para construir programas en educación primaria, ya que los niños de la actualidad traen consigo el manejo y manipulación de las tecnologías, además estos artículos promueven la creatividad y fomentan la motivación de los alumnos. Por otro lado, son herramientas valiosas para el docente ya que puede crear proyectos enfocados a la ingeniería, la matemática y la robótica. Una desventaja que veo en estos robots es el presupuesto con el que cuenta cada institución, considero que es una gran barrera para poder acceder a estos artículos. Tu dirección de correo electrónico no será publicada. Los campos obligatorios están marcados con * Comentario * Nombre * Correo electrónico * Δ Somos el medio de comunicación líder en innovación educativa. Nuestro objetivo es acompañar a la comunidad educativa en la necesaria transformación de la educación para adaptarse a la nueva realidad de la sociedad del siglo XXI. Política de privacidad | Política de cookies | Aviso legal

OK Go, para quien no lo conozca, es un grupo de rock alternativo y pop americano la cual, además de por sus melodiosas y con buena letra canciones, destaca por los videoclips que muchas veces acompañan a estas, siendo varios de ellos de los más ingeniosos y difíciles de rodar que hemos visto.RobotsMejores robots aspiradoresHistoria de los robots aspiradoresXiaomi CyberdogY de planear, porque eso es precisamente lo que los distingue, ya que suelen estar grabados en una sola toma; a veces con varios planos como Needing/Getting, pero de una vez.Por recomendar, cualquiera es digno de vuestra atención y tiempo, pero si tenemos que quedarnos con alguno, o algunos porque es imposible elegir un único clip, tienen que ser A Million Ways y Here It Goes Again. Lo sabemos, somos clásicos.Pero también elegiríamos sin despeinarnos su último clip hasta la fecha, el que acompaña al tema Love, perteneciente al álbum And the Adjacent Possible, de 2025, su primer disco en más de 10 años.Cómo se hizoRodado en una enorme estación de tren de Budapest y planteado, como es habitual en el grupo, en un único plano secuencia, el videoclip lleva el concepto de coreografía técnica a un nuevo nivel gracias al uso de más de 30 brazos robóticos perfectamente sincronizados con la música.El videoclip de Love estuvo codirigido por Damian Kulash, Aaron Duffy y Miguel Espada, y desde el inicio se concibió como una pieza basada en espejos y múltiples reflejos. La idea era sencilla en apariencia: utilizar superficies reflectantes para multiplicar la imagen y generar la sensación de infinito. El problema es que, para que ese efecto funcione, los espejos deben estar colocados con una precisión absoluta, pues un mínimo desajuste rompería la ilusión.Fuera del alcance de la mano del hombreAhí es donde entraron en juego los robots de Universal Robots. Según explica Espada, lograr ese nivel de exactitud con métodos analógicos tradicionales no era viable, especialmente cuando los espejos debían moverse y transformarse durante el plano. La solución fue recurrir a brazos robóticos colaborativos, capaces de posicionarse con extrema precisión y de hacerlo, además, de forma segura en un set lleno de personas, cámaras y superficies frágiles.Antes del rodaje definitivo se realizaron varios talleres de pruebas, primero solo con robots y después combinándolos con espejos, para diseñar y ajustar cada movimiento. La facilidad de uso fue clave: los robots podían ser programados manualmente por el propio equipo mediante un modelo de enseñanza intuitivo, lo que permitió una colaboración constante entre técnicos, realizadores y la propia banda.La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando Y de planear, porque eso es precisamente lo que los distingue, ya que suelen estar grabados en una sola toma; a veces con varios planos como Needing/Getting, pero de una vez.Por recomendar, cualquiera es digno de vuestra atención y tiempo, pero si tenemos que quedarnos con alguno, o algunos porque es imposible elegir un único clip, tienen que ser A Million Ways y Here It Goes Again. Lo sabemos, somos clásicos.Pero también elegiríamos sin despeinarnos su último clip hasta la fecha, el que acompaña al tema Love, perteneciente al álbum And the Adjacent Possible, de 2025, su primer disco en más de 10 años.Cómo se hizoRodado en una enorme estación de tren de Budapest y planteado, como es habitual en el grupo, en un único plano secuencia, el videoclip lleva el concepto de coreografía técnica a un nuevo nivel gracias al uso de más de 30 brazos robóticos perfectamente sincronizados con la música.El videoclip de Love estuvo codirigido por Damian Kulash, Aaron Duffy y Miguel Espada, y desde el inicio se concibió como una pieza basada en espejos y múltiples reflejos. La idea era sencilla en apariencia: utilizar superficies reflectantes para multiplicar la imagen y generar la sensación de infinito. El problema es que, para que ese efecto funcione, los espejos deben estar colocados con una precisión absoluta, pues un mínimo desajuste rompería la ilusión.Fuera del alcance de la mano del hombreAhí es donde entraron en juego los robots de Universal Robots. Según explica Espada, lograr ese nivel de exactitud con métodos analógicos tradicionales no era viable, especialmente cuando los espejos debían moverse y transformarse durante el plano. La solución fue recurrir a brazos robóticos colaborativos, capaces de posicionarse con extrema precisión y de hacerlo, además, de forma segura en un set lleno de personas, cámaras y superficies frágiles.Antes del rodaje definitivo se realizaron varios talleres de pruebas, primero solo con robots y después combinándolos con espejos, para diseñar y ajustar cada movimiento. La facilidad de uso fue clave: los robots podían ser programados manualmente por el propio equipo mediante un modelo de enseñanza intuitivo, lo que permitió una colaboración constante entre técnicos, realizadores y la propia banda.La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando Por recomendar, cualquiera es digno de vuestra atención y tiempo, pero si tenemos que quedarnos con alguno, o algunos porque es imposible elegir un único clip, tienen que ser A Million Ways y Here It Goes Again. Lo sabemos, somos clásicos.Pero también elegiríamos sin despeinarnos su último clip hasta la fecha, el que acompaña al tema Love, perteneciente al álbum And the Adjacent Possible, de 2025, su primer disco en más de 10 años.Cómo se hizoRodado en una enorme estación de tren de Budapest y planteado, como es habitual en el grupo, en un único plano secuencia, el videoclip lleva el concepto de coreografía técnica a un nuevo nivel gracias al uso de más de 30 brazos robóticos perfectamente sincronizados con la música.El videoclip de Love estuvo codirigido por Damian Kulash, Aaron Duffy y Miguel Espada, y desde el inicio se concibió como una pieza basada en espejos y múltiples reflejos. La idea era sencilla en apariencia: utilizar superficies reflectantes para multiplicar la imagen y generar la sensación de infinito. El problema es que, para que ese efecto funcione, los espejos deben estar colocados con una precisión absoluta, pues un mínimo desajuste rompería la ilusión.Fuera del alcance de la mano del hombreAhí es donde entraron en juego los robots de Universal Robots. Según explica Espada, lograr ese nivel de exactitud con métodos analógicos tradicionales no era viable, especialmente cuando los espejos debían moverse y transformarse durante el plano. La solución fue recurrir a brazos robóticos colaborativos, capaces de posicionarse con extrema precisión y de hacerlo, además, de forma segura en un set lleno de personas, cámaras y superficies frágiles.Antes del rodaje definitivo se realizaron varios talleres de pruebas, primero solo con robots y después combinándolos con espejos, para diseñar y ajustar cada movimiento. La facilidad de uso fue clave: los robots podían ser programados manualmente por el propio equipo mediante un modelo de enseñanza intuitivo, lo que permitió una colaboración constante entre técnicos, realizadores y la propia banda.La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando Pero también elegiríamos sin despeinarnos su último clip hasta la fecha, el que acompaña al tema Love, perteneciente al álbum And the Adjacent Possible, de 2025, su primer disco en más de 10 años.Cómo se hizoRodado en una enorme estación de tren de Budapest y planteado, como es habitual en el grupo, en un único plano secuencia, el videoclip lleva el concepto de coreografía técnica a un nuevo nivel gracias al uso de más de 30 brazos robóticos perfectamente sincronizados con la música.El videoclip de Love estuvo codirigido por Damian Kulash, Aaron Duffy y Miguel Espada, y desde el inicio se concibió como una pieza basada en espejos y múltiples reflejos. La idea era sencilla en apariencia: utilizar superficies reflectantes para multiplicar la imagen y generar la sensación de infinito. El problema es que, para que ese efecto funcione, los espejos deben estar colocados con una precisión absoluta, pues un mínimo desajuste rompería la ilusión.Fuera del alcance de la mano del hombreAhí es donde entraron en juego los robots de Universal Robots. Según explica Espada, lograr ese nivel de exactitud con métodos analógicos tradicionales no era viable, especialmente cuando los espejos debían moverse y transformarse durante el plano. La solución fue recurrir a brazos robóticos colaborativos, capaces de posicionarse con extrema precisión y de hacerlo, además, de forma segura en un set lleno de personas, cámaras y superficies frágiles.Antes del rodaje definitivo se realizaron varios talleres de pruebas, primero solo con robots y después combinándolos con espejos, para diseñar y ajustar cada movimiento. La facilidad de uso fue clave: los robots podían ser programados manualmente por el propio equipo mediante un modelo de enseñanza intuitivo, lo que permitió una colaboración constante entre técnicos, realizadores y la propia banda.La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando Rodado en una enorme estación de tren de Budapest y planteado, como es habitual en el grupo, en un único plano secuencia, el videoclip lleva el concepto de coreografía técnica a un nuevo nivel gracias al uso de más de 30 brazos robóticos perfectamente sincronizados con la música. El videoclip de Love estuvo codirigido por Damian Kulash, Aaron Duffy y Miguel Espada, y desde el inicio se concibió como una pieza basada en espejos y múltiples reflejos. La idea era sencilla en apariencia: utilizar superficies reflectantes para multiplicar la imagen y generar la sensación de infinito. El problema es que, para que ese efecto funcione, los espejos deben estar colocados con una precisión absoluta, pues un mínimo desajuste rompería la ilusión.Fuera del alcance de la mano del hombreAhí es donde entraron en juego los robots de Universal Robots. Según explica Espada, lograr ese nivel de exactitud con métodos analógicos tradicionales no era viable, especialmente cuando los espejos debían moverse y transformarse durante el plano. La solución fue recurrir a brazos robóticos colaborativos, capaces de posicionarse con extrema precisión y de hacerlo, además, de forma segura en un set lleno de personas, cámaras y superficies frágiles.Antes del rodaje definitivo se realizaron varios talleres de pruebas, primero solo con robots y después combinándolos con espejos, para diseñar y ajustar cada movimiento. La facilidad de uso fue clave: los robots podían ser programados manualmente por el propio equipo mediante un modelo de enseñanza intuitivo, lo que permitió una colaboración constante entre técnicos, realizadores y la propia banda.La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando Ahí es donde entraron en juego los robots de Universal Robots. Según explica Espada, lograr ese nivel de exactitud con métodos analógicos tradicionales no era viable, especialmente cuando los espejos debían moverse y transformarse durante el plano. La solución fue recurrir a brazos robóticos colaborativos, capaces de posicionarse con extrema precisión y de hacerlo, además, de forma segura en un set lleno de personas, cámaras y superficies frágiles.Antes del rodaje definitivo se realizaron varios talleres de pruebas, primero solo con robots y después combinándolos con espejos, para diseñar y ajustar cada movimiento. La facilidad de uso fue clave: los robots podían ser programados manualmente por el propio equipo mediante un modelo de enseñanza intuitivo, lo que permitió una colaboración constante entre técnicos, realizadores y la propia banda.La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando Antes del rodaje definitivo se realizaron varios talleres de pruebas, primero solo con robots y después combinándolos con espejos, para diseñar y ajustar cada movimiento. La facilidad de uso fue clave: los robots podían ser programados manualmente por el propio equipo mediante un modelo de enseñanza intuitivo, lo que permitió una colaboración constante entre técnicos, realizadores y la propia banda.La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando La sincronización fue otro de los grandes retos. Más de 30 robots debían moverse al ritmo exacto de la canción, que tiene un tempo de 78 BPM. Para ello, el equipo desarrolló un sistema de control específico, con una capa de programación en Python y otra en C++, que permitía coordinar todos los movimientos como si se tratara de una coreografía musical.Hicieron falta más tomas que máquinasEl rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando El rodaje se concentró en apenas dos días, con constantes ajustes entre toma y toma. Tras numerosos intentos y refinamientos, el plano definitivo llegó en la toma número 39. Un cierre casi poético para un videoclip que demuestra, una vez más, que en el universo de OK Go la tecnología no sustituye a la creatividad, sino que la lleva un paso más allá.Únete a la conversación Bueno, bonito y barato: uno de los patinetes eléctricos más vendidos de Amazon ha bajado de precio y es la opción perfecta si necesitas moverte por la ciudad Samsung te permitirá crear stickers personalizados en los Galaxy S26 usando inteligencia artificial Anthropic lanza Claude Sonnet 4.6: rendimiento al nivel de Opus y menor coste operacional Oferta única e irrechazable: Samsung Galaxy S24 Ultra por 550 euros con 5 años de actualizaciones restantes Se filtran las posibles especificaciones del Nothing Phone (4a). Otra vezChina adelanta a todos en la carrera de la robótica: presentan el robot humanoide más rápido del mundo, capaz de correr a 10 metros por segundo Navimow trae a España sus cortacéspedes robóticos con guiado RTK Robots, la única manera que ha encontrado OK Go para grabar su videoclip más espectacular hasta la fecha China cruza el valle inquietante: presentan a Moya, un robot con piel caliente y microexpresiones que te mira a los ojos La marca de los Roomba cambia de dueño y seguirá operando

AI SEO that plans, writes & ranks - 90+ hours/month saved Personalized LinkedIn ads in minutes, not weeks. 40% higher B2B conversions. The canonical LLM behavior is already shaping which pages AI assistants treat as the “one true” version of your content, even though most SEO teams still think about canonical tags only in relation to search rankings. As large language models and AI Overviews synthesize answers from multiple near-duplicate URLs, they implicitly decide which version is canonical in their internal knowledge graph. Understanding how canonical tags interact with these AI-driven selection processes is now critical if you care about visibility, attribution, and traffic from AI search experiences. This article unpacks how canonicalization influences AI content selection, where traditional best practices break down, and how to design a nuanced strategy that keeps your preferred URLs front and center in LLM-powered answers. Advance Your Marketing TABLE OF CONTENTS:Canonical tags and AI source selection basicsHow LLMs build a canonical view of your contentLLM content-selection signals and the role of canonical tagsWhere canonical tags fit into canonical LLM decisionsCanonical nuance in the AI era: Key edge casesSyndication and scraped copies stealing your AI attributionVariants, filters, and multi-regional contentBuilding an AI-aware canonical LLM strategyStep-by-step canonical LLM audit frameworkCoordinating SEO, content, and engineering teamsMake canonical decisions that AI cannot ignore Canonical tags and AI source selection basics Canonical tags were designed to solve a very human SEO problem: multiple URLs serving substantially the same content. Adding a rel=”canonical” link to the preferred URL will tell crawlers which version should consolidate link equity, be indexed, and appear in search results. Answer engines and LLMs inherit this signal, but they do not rely on it exclusively. Instead, canonical tags act as one hint among many when an AI system has to choose which page to crawl, quote, and attribute in an AI-generated answer. That means correct canonicalization is still necessary, but no longer sufficient, for protecting your source visibility. How LLMs build a canonical view of your content LLMs build a “canonical view” of the web in two main phases: training and retrieval. During training, they ingest massive amounts of data, compress overlapping documents into shared representations, and effectively merge near-duplicates into a single internal concept. Later, at retrieval time, answer engines fetch current pages to ground or refresh those concepts before generating responses. When multiple URLs cover similar ground, the system clusters them together and evaluates which one is most trustworthy, current, and useful as a grounding source. Canonical tags can nudge that choice toward your preferred URL, but the model will also weigh other cues such as site authority, page performance, topical focus, and user interaction patterns on AI search surfaces. LLM content-selection signals and the role of canonical tags When an LLM-backed engine assembles an answer, it effectively runs an internal ranking algorithm to select potential sources. Canonical tags work as a technical signal in that process, but they must compete with content relevance, authority, and performance metrics. On-page SEO accounts for 41.80% of SEO services revenue, highlighting how much commercial value hinges on getting signals like canonicalization right for both traditional search engines and AI-driven retrieval systems. Where canonical tags fit into canonical LLM decisions To understand canonical LLM source selection, it helps to see where rel=”canonical” sits among other signal categories that answer engines consider when choosing which URL to ground an answer in. Technical signals: Canonical tags, hreflang, redirects, robots directives, and XML sitemaps tell crawlers which URLs you prefer and how they relate. Content-level signals: Clear structure, concise answers, depth of coverage, and up-to-date information determine how well a page satisfies a specific prompt or question. Site-level signals: Overall authority, topical focus, and entity clarity help models decide whether your domain is a credible canonical source on a subject. Experience and performance signals: Fast load times, stable layouts, and low error rates make it more likely that AI overviews can reliably fetch and parse your canonical page. In practice, this means a perfectly configured canonical tag can still lose the canonical LLM decision to a faster, clearer, or more authoritative page in the same duplicate cluster. Technical performance signals such as Core Web Vitals and load time can determine whether an AI Overview even attempts to use your preferred URL, as explored in depth in this analysis of how page speed impacts LLM content selection. Site architecture is equally important. Aligning your internal links and taxonomy with clusters of related questions helps models connect your pages into a coherent topic graph, similar to the approach described in this guide on aligning site architecture to LLM knowledge models, which strengthens the case for your preferred URLs as the canonical sources. Canonical nuance in the AI era: Key edge cases Traditional canonical best practices assume a search engine that closely follows rel=”canonical” and displays a single blue link for each query. In the AI era, answers are synthesized, sources are mixed, and attribution rules are fuzzier, exposing nuanced scenarios in which yesterday’s canonical decisions can hurt today’s AI visibility. 75% of marketers now use AI tools to reduce time spent on manual tasks like meta-tag optimization, so large-scale canonical errors can spread quickly if those tools are not guided by clear AI-aware policies. Syndication and scraped copies stealing your AI attribution One of the most painful edge cases is syndication. Imagine you publish a definitive guide, then a high-authority partner republishes it with a cross-domain canonical pointing back to you. Search engines may consolidate ranking signals to your original URL, yet AI overviews and chat-style answers may still quote or link to the syndication partner instead. From the model’s perspective, the partner domain may have stronger brand authority, more historic citations, or better engagement, so it wins the canonical LLM decision even though the canonical tag points elsewhere. To mitigate this, you need more than technical alignment: structured author data, explicit source credit, consistent branding, and entity-focused work such as LLM disambiguation SEO all help the model understand that your organization is the true origin. Variants, filters, and multi-regional content E-commerce and multi-regional sites face another subtle challenge. Classic SEO advice often recommends canonicalizing filtered, parameterized, or variant URLs (e.g., color or size variations) to a main product page to avoid thin or duplicate content in search indexes. However, AI answers sometimes need variant-specific details that only exist on those non-canonical URLs. Similarly, international sites juggle hreflang with canonicalization. You may correctly canonicalize regional URLs to a master version for crawl efficiency, yet want region-specific pricing or regulatory information to appear in country-specific AI search experiences. Here, canonical nuance means deciding where LLM visibility matters more than consolidation and ensuring that regionally unique content is not hidden behind overly aggressive canonicals. Building an AI-aware canonical LLM strategy An AI-aware canonical strategy starts with SEO fundamentals but explicitly optimizes for how answer engines interpret and surface your content. The goal is to ensure that whenever an LLM generates an answer in your topic area, it naturally treats your preferred URLs as the canonical sources, without sacrificing crawl efficiency or index hygiene. This requires aligning canonical tags, hreflang, structured data, and robots directives with your business priorities, then validating that alignment against how real AI systems currently attribute and quote your content across chat assistants, AI overviews, and RAG-powered tools. Step-by-step canonical LLM audit framework A structured audit helps you move from guesswork to systematic control over canonical decisions in AI contexts. Cluster near-duplicate URLs. Use a crawler or log data to group pages that target the same intent or share substantial content, including printer-friendly versions, campaign parameters, and outdated variants. Decide the business “owner” for each cluster. For each cluster, pick the URL that should own traffic, attribution, and AI visibility, considering revenue impact, conversion performance, and branding. Align technical signals. Update rel=”canonical”, redirects, hreflang, and robots rules so that every non-preferred URL clearly points at the chosen canonical, and consider consolidating thin posts using techniques that optimize legacy blog content for LLM retrieval without requiring full rewrites. Test AI attribution. Query major AI surfaces with prompts your audience would use and record which URLs are cited, linked, or paraphrased. Note where answer engines pick non-canonical or third-party versions in your clusters. Iterate with supporting signals. Where canonical tags are being ignored, strengthen content clarity, add schema markup, improve performance, and reinforce your internal linking so the preferred URL is the obvious choice for the model. Coordinating SEO, content, and engineering teams Canonical nuance cannot be handled solely by SEO; it requires cross-functional ownership. SEO leads can define which URL in each cluster should win and specify canonical, noindex, or blocking logic for AI crawlers. Content teams ensure that the canonical pages actually deliver the clearest, most complete answers for priority queries. Engineering teams implement scalable rules in templates, sitemaps, and routing, ideally using a shared topic architecture similar to the one used when aligning site architecture to LLM knowledge models. For internal assistants and chatbots, data teams should also treat canonical documents as primary ground-truth in their embeddings and apply LLM retrieval optimization for reliable RAG systems so that both public and private LLMs learn to prioritize the same sources. Many organizations find it difficult to maintain this level of coordination while also scaling content and experimentation. In those cases, partnering with a SEVO and AEO specialist such as Single Grain can help turn canonical hygiene into measurable gains in AI visibility, and you can get a free consultation to benchmark where your current setup stands. Advance Your Marketing Make canonical decisions that AI cannot ignore As AI search, chat assistants, and RAG-powered tools become default discovery channels, canonical tags stop being a narrow technical concern and turn into levers for controlling how models perceive your brand’s most authoritative sources. Treating canonical LLM behavior as a strategic signal helps you avoid losing attribution to syndication partners, variants, or competitors with stronger authority. If you want your best content to be the version LLMs quote, your canonical strategy must be AI-aware: clusters mapped to business goals, technical signals aligned, supporting signals strengthened, and real-world AI outputs continuously tested. Single Grain’s SEVO-focused team specializes in building this kind of integrated canonical framework across organic search and AI surfaces, and you can start by requesting a free consultation to evaluate how reliably today’s models are treating your URLs as the canonical sources they should be. Advance Your Marketing Frequently Asked Questions How often should I revisit my canonical strategy now that AI assistants are a major discovery channel? Review your canonical setup at least quarterly, and any time you launch a new section, redesign templates, or change your information architecture. AI systems re-crawl and reweight signals over time, so periodic reviews help you catch drift between your intended canonical URLs and what assistants are actually surfacing. What tools can I use to see which of my URLs AI assistants are actually citing or paraphrasing? Combine manual testing in major AI chat interfaces with log-file analysis, referral tracking from AI-powered search pages, and brand-mention monitoring tools. Some SEO and AI visibility platforms also offer dedicated reports that flag which URLs are appearing in AI snapshots, overviews, and answer boxes, so you can compare that set with your declared canonicals. How should I handle canonical tags for AI-generated content variations, like personalized or localized versions of the same article? Decide whether those variations exist primarily to serve users or to test ideas, then canonicalize accordingly. If each version provides meaningfully different value for a distinct audience, avoid collapsing them all to a single URL and instead use canonicals to consolidate only truly redundant or experimental variants. Does canonical LLM strategy matter for small sites that don’t have many duplicate pages? Yes, because AI systems still need a clear ‘main’ source when your content overlaps with category pages, PDFs, or older blog posts. Even on smaller sites, being explicit about which URL should own key topics makes it easier for assistants to quote the right page and for you to maintain consistent messaging. What are common mistakes businesses make with cross-domain canonicals in partnerships or syndication deals? A frequent error is agreeing to syndication without specifying canonical rules, which can cause assistants to default to favoring partner URLs. Another is pointing canonicals to pages that change or go offline, leaving AI systems to improvise their own canonical choices instead of following a stable, well-maintained source. How should I handle outdated or archived content when considering canonical behavior in LLMs? For content that is no longer accurate or strategically important, either redirect it to a current canonical resource or clearly deprecate it with technical signals that limit crawling. This reduces the chance that assistants will ground answers in superseded material that still floats around your domain. Should canonical strategy differ for SaaS companies, e-commerce brands, and publishers in the AI era? SaaS companies typically prioritize product education and documentation, so their canonicals should highlight the most stable, up-to-date docs and feature pages. E-commerce brands need more granular control around product variants and categories, while publishers usually focus on resolving overlaps between original reporting, updates, and syndicated copies to keep AI attribution aligned with editorial priorities. If you were unable to find the answer you’ve been looking for, do not hesitate to get in touch and ask us directly. Advance Your Marketing Canonical tags were designed to solve a very human SEO problem: multiple URLs serving substantially the same content. Adding a rel=”canonical” link to the preferred URL will tell crawlers which version should consolidate link equity, be indexed, and appear in search results. Answer engines and LLMs inherit this signal, but they do not rely on it exclusively. Instead, canonical tags act as one hint among many when an AI system has to choose which page to crawl, quote, and attribute in an AI-generated answer. That means correct canonicalization is still necessary, but no longer sufficient, for protecting your source visibility. LLMs build a “canonical view” of the web in two main phases: training and retrieval. During training, they ingest massive amounts of data, compress overlapping documents into shared representations, and effectively merge near-duplicates into a single internal concept. Later, at retrieval time, answer engines fetch current pages to ground or refresh those concepts before generating responses. When multiple URLs cover similar ground, the system clusters them together and evaluates which one is most trustworthy, current, and useful as a grounding source. Canonical tags can nudge that choice toward your preferred URL, but the model will also weigh other cues such as site authority, page performance, topical focus, and user interaction patterns on AI search surfaces. When an LLM-backed engine assembles an answer, it effectively runs an internal ranking algorithm to select potential sources. Canonical tags work as a technical signal in that process, but they must compete with content relevance, authority, and performance metrics. On-page SEO accounts for 41.80% of SEO services revenue, highlighting how much commercial value hinges on getting signals like canonicalization right for both traditional search engines and AI-driven retrieval systems. To understand canonical LLM source selection, it helps to see where rel=”canonical” sits among other signal categories that answer engines consider when choosing which URL to ground an answer in. In practice, this means a perfectly configured canonical tag can still lose the canonical LLM decision to a faster, clearer, or more authoritative page in the same duplicate cluster. Technical performance signals such as Core Web Vitals and load time can determine whether an AI Overview even attempts to use your preferred URL, as explored in depth in this analysis of how page speed impacts LLM content selection. Site architecture is equally important. Aligning your internal links and taxonomy with clusters of related questions helps models connect your pages into a coherent topic graph, similar to the approach described in this guide on aligning site architecture to LLM knowledge models, which strengthens the case for your preferred URLs as the canonical sources. Traditional canonical best practices assume a search engine that closely follows rel=”canonical” and displays a single blue link for each query. In the AI era, answers are synthesized, sources are mixed, and attribution rules are fuzzier, exposing nuanced scenarios in which yesterday’s canonical decisions can hurt today’s AI visibility. 75% of marketers now use AI tools to reduce time spent on manual tasks like meta-tag optimization, so large-scale canonical errors can spread quickly if those tools are not guided by clear AI-aware policies. One of the most painful edge cases is syndication. Imagine you publish a definitive guide, then a high-authority partner republishes it with a cross-domain canonical pointing back to you. Search engines may consolidate ranking signals to your original URL, yet AI overviews and chat-style answers may still quote or link to the syndication partner instead. From the model’s perspective, the partner domain may have stronger brand authority, more historic citations, or better engagement, so it wins the canonical LLM decision even though the canonical tag points elsewhere. To mitigate this, you need more than technical alignment: structured author data, explicit source credit, consistent branding, and entity-focused work such as LLM disambiguation SEO all help the model understand that your organization is the true origin. E-commerce and multi-regional sites face another subtle challenge. Classic SEO advice often recommends canonicalizing filtered, parameterized, or variant URLs (e.g., color or size variations) to a main product page to avoid thin or duplicate content in search indexes. However, AI answers sometimes need variant-specific details that only exist on those non-canonical URLs. Similarly, international sites juggle hreflang with canonicalization. You may correctly canonicalize regional URLs to a master version for crawl efficiency, yet want region-specific pricing or regulatory information to appear in country-specific AI search experiences. Here, canonical nuance means deciding where LLM visibility matters more than consolidation and ensuring that regionally unique content is not hidden behind overly aggressive canonicals. An AI-aware canonical strategy starts with SEO fundamentals but explicitly optimizes for how answer engines interpret and surface your content. The goal is to ensure that whenever an LLM generates an answer in your topic area, it naturally treats your preferred URLs as the canonical sources, without sacrificing crawl efficiency or index hygiene. This requires aligning canonical tags, hreflang, structured data, and robots directives with your business priorities, then validating that alignment against how real AI systems currently attribute and quote your content across chat assistants, AI overviews, and RAG-powered tools. A structured audit helps you move from guesswork to systematic control over canonical decisions in AI contexts. Canonical nuance cannot be handled solely by SEO; it requires cross-functional ownership. SEO leads can define which URL in each cluster should win and specify canonical, noindex, or blocking logic for AI crawlers. Content teams ensure that the canonical pages actually deliver the clearest, most complete answers for priority queries. Engineering teams implement scalable rules in templates, sitemaps, and routing, ideally using a shared topic architecture similar to the one used when aligning site architecture to LLM knowledge models. For internal assistants and chatbots, data teams should also treat canonical documents as primary ground-truth in their embeddings and apply LLM retrieval optimization for reliable RAG systems so that both public and private LLMs learn to prioritize the same sources. Many organizations find it difficult to maintain this level of coordination while also scaling content and experimentation. In those cases, partnering with a SEVO and AEO specialist such as Single Grain can help turn canonical hygiene into measurable gains in AI visibility, and you can get a free consultation to benchmark where your current setup stands. Advance Your Marketing Advance Your Marketing As AI search, chat assistants, and RAG-powered tools become default discovery channels, canonical tags stop being a narrow technical concern and turn into levers for controlling how models perceive your brand’s most authoritative sources. Treating canonical LLM behavior as a strategic signal helps you avoid losing attribution to syndication partners, variants, or competitors with stronger authority. If you want your best content to be the version LLMs quote, your canonical strategy must be AI-aware: clusters mapped to business goals, technical signals aligned, supporting signals strengthened, and real-world AI outputs continuously tested. Single Grain’s SEVO-focused team specializes in building this kind of integrated canonical framework across organic search and AI surfaces, and you can start by requesting a free consultation to evaluate how reliably today’s models are treating your URLs as the canonical sources they should be. Advance Your Marketing Advance Your Marketing Review your canonical setup at least quarterly, and any time you launch a new section, redesign templates, or change your information architecture. AI systems re-crawl and reweight signals over time, so periodic reviews help you catch drift between your intended canonical URLs and what assistants are actually surfacing. Combine manual testing in major AI chat interfaces with log-file analysis, referral tracking from AI-powered search pages, and brand-mention monitoring tools. Some SEO and AI visibility platforms also offer dedicated reports that flag which URLs are appearing in AI snapshots, overviews, and answer boxes, so you can compare that set with your declared canonicals. Decide whether those variations exist primarily to serve users or to test ideas, then canonicalize accordingly. If each version provides meaningfully different value for a distinct audience, avoid collapsing them all to a single URL and instead use canonicals to consolidate only truly redundant or experimental variants. Yes, because AI systems still need a clear ‘main’ source when your content overlaps with category pages, PDFs, or older blog posts. Even on smaller sites, being explicit about which URL should own key topics makes it easier for assistants to quote the right page and for you to maintain consistent messaging. A frequent error is agreeing to syndication without specifying canonical rules, which can cause assistants to default to favoring partner URLs. Another is pointing canonicals to pages that change or go offline, leaving AI systems to improvise their own canonical choices instead of following a stable, well-maintained source. For content that is no longer accurate or strategically important, either redirect it to a current canonical resource or clearly deprecate it with technical signals that limit crawling. This reduces the chance that assistants will ground answers in superseded material that still floats around your domain. SaaS companies typically prioritize product education and documentation, so their canonicals should highlight the most stable, up-to-date docs and feature pages. E-commerce brands need more granular control around product variants and categories, while publishers usually focus on resolving overlaps between original reporting, updates, and syndicated copies to keep AI attribution aligned with editorial priorities. Eric Siu is a seasoned entrepreneur and CEO of the digital marketing agency Single Grain, which drives scalable and predictable revenue growth using paid ads, SEO, and content marketing. He has successfully scaled multiple businesses and assisted clients in various industries, including Amazon, Uber, and Salesforce, to do the same. Eric hosts two podcasts: Marketing School with Neil Patel and Leveling Up, where he dissects growth levers that help businesses scale. Follow him on Twitter @ericosiu. Our newsletter is brimming with marketing strategies that are working right now and must-have resources. Join our community of 15,000+ subscribers, including professionals from Amazon, Google, and Samsung. Join 15,000+ marketers getting proven strategies Single Grain is a full-service digital marketing agency that helps great companies grow their revenues online. Get in touch: contact@singlegrain.com © 2026 Single Grain. All rights reserved. Sitemap | Privacy Policy | Personal Data Removal Request | Notice of Non-Affiliation | Accessibility Get Free Instant Access 8 Effective Online Marketing Tactics That Have Generated 1,545%+ ROI for our Customers (and You Can Easily Use) We hate SPAM and promise to keep your email address safe. Personal attention guaranteed You'll hear back from me or one of our senior strategists directly. "Single Grain was instrumental to our growth. They're especially ahead of the game with AI." — Yaniv Masjedi, Co-Founder & CMO, Nextiva Trusted by teams at Amazon, Uber, Salesforce, and Airbnb ClickFlow’s AI plans and writes production-grade content — so you don’t need 10 more writers and editors. Early adopters average 27% more organic traffic in 6 months. 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Traditional robotics were remarkable in doing one repetitive task, which helped industries to augment efficiency. But now they are not just a bulky machine configured for uniform tasks; rather they perform their task with utmost precision as these are now evolving towards higher cognitive functionality. This leap from robotics to cognitive robotics has marked a revolution across industries. Businesses across sectors are beginning to recognize that cognition is not just an upgrade to automation; it’s the foundation of a new operational intelligence. In fact, the International Federation of Robotics (IFR) recently shared an interesting report, which mentioned that nearly 542,000 robots were installed globally in 2024, more than double the number of installations a decade ago. Additionally, around 4,664,000 units of industrial robots were in operation worldwide in 2024, representing an increase of almost 9% compared to 2023. So, what is cognitive robotics – and what makes it indispensable globally? Cognitive robotics blends traditional robotics with artificial intelligence, machine learning, computer vision, natural language understanding, and sensor-driven perception. It enables them to perform smarter tasks by thinking, understanding, and adapting the context. In this blog, let’s discuss how cognitive robotics is reshaping the operation intelligence in different sectors. Cognitive robotics is no longer confined to research labs or futuristic demonstrations. It is adopted in almost every sector and provides lucrative outcomes. Moreover, worldwide robot installations are expected to increase by approximately 6% to around 575,000 units in 2025 and by 2028 700,000 units will surpass. It shines particularly in a B2B environment due to its potential to provide excellent operational intelligence by amalgamating automation, predictive analytics, decision-making, and adaptability. Below are some of the sectors experiencing the most significant impact: 1. Manufacturing Industry: Driving the Path to Industry 5.0 With the adoption of cognitive robotics that leverages precision operation, decision-making, and predictive analysis, the factories have become smarter and more agile. What makes cognitive robots different from the conventional ones is that it can change according to situational demands, which makes the operation more efficient and resilient. Here are a few instances of how the manufacturing world is adopting these facilities in real-world applications. These real-world deployments are testimonies of how cognitive robotics can change the manufacturing world by providing decision-making and adaptive operations that traditional robotics lacks. 2. Healthcare: Providing Ultimate Safety, Accuracy, and Human Care After manufacturing, the industry that gets the most benefit out of cognitive robotics is the healthcare sector. Cognitive robotics can even perform incisions and perform critical operations with utter perfection. Japan’s Da Vinci surgical systems, now equipped with AI-driven image analysis, are a significant example of this. It helps surgeons with more balanced and accurate movements in complicated techniques. Another outstanding breakthrough is the adoption of Moxi, which is a medical robot that helps in the supply of hospital equipment. It significantly reduces the workload of nurses. By bringing automation into healthcare, these cognitive robotics systems actually ensure precision, better caregiving, and reduce human error, which leads to excellence. 3. Logistics & Retail: Automation that Supports Scaling Cognitive robotics, when incorporated in the logistics and retail sector it enhances operations and completes the work 10x more speed. The giant key players have understood the value of these intelligent systems, and thus, they are investing hefty amounts to develop these robots. Moreover, Amazon’s AI-enabled Sparrow and Proteus robots use vision and learning algorithms to distinguish thousands of items, navigate safely around workers, and maximize picking precision. Again, DHL uses cognitive robotic arms from Locus Robotics, which learn new SKU shapes and enhance picking speed over time. These systems transform logistics work into a hassle-free operation and also reduce manual burden. 4. Energy, Utilities, and 5G infrastructure: Help in Speedier Progress Cognitive robotics is providing AI-enabled autonomous inspection in risky environments. For example, at remote substations, robots from Energy Robotics patrol independently to recognize fence damage and unauthorized access, implementing LiDAR and computer vision. Further, the governments across the world are taking various measures to inculcate cognitive robotics by promoting digitization across different industries. Here are the top 5 countries’ recent initiatives to inculcate digitization across industries. These advancements are not only advancing digitization across the world, but it encourages the key players to develop efficient cognitive robotics that’ll make the world smarter. Cognitive robotics is not just a revolutionary breakthrough; it is the future of industries. It has completely transformed the way businesses used to think, operate, and use robotics. The age of the thinking, adapting, and collaborating machine is here. So, business owners must stay prepared to redefine their operations. This article was written by Aashi Mishra, an experienced research writer, strategist, and marketer with a demonstrated history of research in a myriad of industries. I love to distill complex industrial terminologies of market space into simpler terms. Source The world of robotics is about to experience a revolution—and it’s not just any revolution. Think back to the breakthrough… What happens when technology advancements threaten to automate people’s jobs? That question is on the minds of many as research… Source of the image: DroneWerx, Elyria, OH Be prepared in the near future when you gaze into the blue skies… © 2017-2025 IIoT World. All articles submitted by our contributors do not constitute the views, endorsements or opinions of IIoT-World.com.

La più grande band che l’alcol abbia mai rovinato (Warrel Dane, 2011). Queste parole furono pronunciate da un cantante americano, ex Sanctuary, anzi, all’epoca di quelle parole nuovamente nei Sanctuary, all’indomani della scissione fra il 50% della formazione di una nota band americana e il restante suo 50%. In quella diatriba lo stesso cantante si era schierato con un bassista di nome Jim Sheppard, attualmente ritiratosi dal giro dell’heavy metal e residente in Alaska. A poche ore dalla cancellazione delle date turche di Behemoth e Slaughter to Prevail, giacché ad Ankara hanno scoperto che i primi bestemmiano e che il cantante dei secondi è in grado di soggiogare fisicamente un orso adulto, la band locale Nevermore, capitanata dal barbuto frontman Berzan Onen e dal bassista Samir Ozerkan, ha annunciato che suonerà il suo primo concerto in data primo aprile proprio a Istanbul. La line-up sarà completata da Jeff Loomis, uscente dagli Arch Enemy e quindi con addosso un forte odore di topa, e proprio per questo prossimamente bandito dai concerti programmati nello stesso Paese, da Van Williams, che, se non erro, è il batterista dei Ghost Ship Octavius, e dal giovanissimo Jack Cattoi (!!!) alla seconda chitarra. Che attualmente e fino a prova contraria non ha colpe, ma si sa, un classe 2003 prima o poi qualche puttanata la combina di sicuro, e in via precauzionale è sempre meglio non farlo suonare. Su YouTube potete trovare un documentario in cui il quintetto esegue in studio, non negli Stati Uniti né non in Turchia, perché Jeff Loomis aveva davvero quel forte odore addosso, come di pesce, bensì in Svezia agli Swans Neck Soundworks, tre brani intitolati The River Dragon Has Come, Engines of Hate e The Heart Collector. Che ho come l’impressione di avere già sentito da qualche parte, un po’ di tempo addietro. Apro e chiudo subito parentesi: ci tengo a precisare che qualcuno ha preferito sciogliere i Megadeth anziché dare retta a me per quel che scrissi in un poco profetico articolo. Diciamo che a suo tempo ci ho provato. Il gruppo, non i Megadeth, dico i Nevermore turchi, avrebbe inoltre firmato per Reigning Phoenix Music, ossia la fenice, una creatura fortemente radicata nella mitologia egiziana. Non so se avete presente i casini scoppiati a livello diplomatico fra Turchia ed Egitto per tutto il decennio scorso, ma sono sicurissimo che in sede di programmazione di concerti gradiranno pure questo aspetto qua. Ad ogni modo Gerardo Martinez, co-fondatore della giovanissima e promettente etichetta, è un volpone perché ha già messo sotto contratto gente come Opeth e God Dethroned (anche questi ultimi non vedono l’ora di fissare qualche data da quelle parti, magari proprio di spalla ai locali Nevermore), ma anche, se non addirittura soprattutto, i Deicide, e ha dichiarato di essere felicissimo di avere appena messo sotto contratto il gruppo che ispirerà il truculento e claustrofobico sequel di Fuga di mezzanotte per colpa dei trascorsi di Jeff Loomis in terra svedese. E comunque quel Berzan Onen quando canta tende a ricordarmi qualcuno… (Marco Belardi) Sono andato a sentirmi qualcosa delle band in cui ha cantato il kebabbaro di Cro-Magnon. Tecnicamente è bravo e Loomis ha scelto uno con una timbrica mimetica a quella del poro Warrel. Scelta per me molto discutibile. Molto. Poi però, appunto, la personalità è un’altra cosa e a naso ho la sensazione che sta line-up durerà ben poco. "Mi piace""Mi piace" Non c’ho da fare in questo momento e soprattutto perché non frega un cazzo a nessuno, approfondisco quel che penso sulla questione Nevermore. Lo sapete che mi piace fare fastidio. Il cantante con il deltoide grande come la mia capoccia su una gigantografia è fondamentalmente un prodotto di YouTube. Sì, ha cantato su dischi autoprodotti ed è lì che sono andato a testarne un po’ di più le scelte sulle linee vocali. Dischi che sono robetta, parliamoci chiaro. Alla stregua di quel che fa pure lui, contestualmente. Robetta insignificante. Bravo, eh. Per carità. Ma la domanda è: perché scegliere uno più o meno sulla scia di quel che fecero già i Journey tanti anni fa con il nano filippino (ha svampato, segnò) pescato sui social? Credo che Loomis abbia agìto in prima istanza reattivamente alla puzza de frega di cui parla Belardi. Ho suonato con una gnocca con i peli della sorca blu? Mi sono rovinato l’immagine con la band più al polistirene espanso degli ultimi trent’anni? Contavo come er due de coppe a livello compositivo? Benissimo, mò ve faccio vede’ io! Ed ecco Cro-Magnon. Un energumeno che se mia figlia portasse a casa tra una decina d’anni (almeno), mi spingerebbe a conclusioni poco edificanti sul lavoro che abbiamo fatto come genitori. Questo tizio è talmente rozzo visivamente che Phil Anselmo in confronto è Coco Chanel. Ma ci sta, stiamo parlando di metal, non di una sfilata di moda. Però al contempo YouTube continua a perplimermi malamente. Non so se è chiaro. Viene alla mente er cane de Mustafà, che lo pijava ar culo e diceva che stava a scopà. Una roba un po’ fasulla, ecco. Rustico come la merda de cinghiale ma comprato sul tubo. Stona, eh? Che dite? Ma la questione centrale è un’altra. Loomis vuole uno che possa piegare timbricamente sullo stampo di W. Dane. E che faccia il cagnolino scodinzolante senza pretendere né di dire “a”, né tantomeno di chiedere un cachet da star. Io t’ho fatto conosce le mutande, prima de me andavi in giro a palle all’aria, parafrasando Mamma Roma. Ed è per questo che non funzionerà. Ma in cuor mio spero di essere smentito. "Mi piace""Mi piace" Che roba tristissima e patetica. "Mi piace""Mi piace" Il turco però è bravo, va detto. Con la differenza che Dane non può rientrare però potremmo aver trovato un nuovo Ripper Owens. "Mi piace""Mi piace" tempo fa proprio Belardi parlava di un gruppo thrash molto in gamba e con le scarpe da tennis “giuste” per il genere, non ricordo quale fosse. Ecco, chi gira con le scarpe a scacchiera non deve fare metal, al massimo si dedichi alle cover dei Blink 182 o di Avril Lavigne. "Mi piace"Piace a 1 persona Non voglio infierire, però sta storia fa parecchio ridere. Te li immagini a cena dopo il concerto di Istanbul (il primo aprile, tra l’altro, vabbè)? Loomis: per me un poke Bowl vegetariano, grazie. Williams: Palamut al vapore e mezza minerale. Cattoi: io vorrei 30 grammi di cat-toy ben cotto e un succo di frutta. Ozerkan: kebap al piatto. BERZAN ONEN: PE’ ME UN QUARTO DE BUE MUSCHIATO AR SANGUE E FAMME LA CORTESIA, ME LO DISOSSO DA SOLO. AH, DA BEVE UN SECCHIO DE SPRITZ ALISSA WHITE, SENZA GHIACCIO. "Mi piace"Piace a 1 persona Te li immagini a cena dopo il concerto di Istanbul (il primo aprile, tra l’altro, vabbè)? Loomis: per me un poke Bowl vegetariano, grazie. Williams: Palamut al vapore e mezza minerale. Cattoi: io vorrei 30 grammi di cat-toy ben cotto e un succo di frutta. Ozerkan: kebap al piatto. BERZAN ONEN: PE’ ME UN QUARTO DE BUE MUSCHIATO AR SANGUE E FAMME LA CORTESIA, ME LO DISOSSO DA SOLO. AH, DA BEVE UN SECCHIO DE SPRITZ ALISSA WHITE, SENZA GHIACCIO. "Mi piace"Piace a 1 persona Loomis: per me un poke Bowl vegetariano, grazie. Williams: Palamut al vapore e mezza minerale. Cattoi: io vorrei 30 grammi di cat-toy ben cotto e un succo di frutta. Ozerkan: kebap al piatto. BERZAN ONEN: PE’ ME UN QUARTO DE BUE MUSCHIATO AR SANGUE E FAMME LA CORTESIA, ME LO DISOSSO DA SOLO. AH, DA BEVE UN SECCHIO DE SPRITZ ALISSA WHITE, SENZA GHIACCIO. "Mi piace"Piace a 1 persona Williams: Palamut al vapore e mezza minerale. Cattoi: io vorrei 30 grammi di cat-toy ben cotto e un succo di frutta. Ozerkan: kebap al piatto. BERZAN ONEN: PE’ ME UN QUARTO DE BUE MUSCHIATO AR SANGUE E FAMME LA CORTESIA, ME LO DISOSSO DA SOLO. AH, DA BEVE UN SECCHIO DE SPRITZ ALISSA WHITE, SENZA GHIACCIO. "Mi piace"Piace a 1 persona Cattoi: io vorrei 30 grammi di cat-toy ben cotto e un succo di frutta. Ozerkan: kebap al piatto. BERZAN ONEN: PE’ ME UN QUARTO DE BUE MUSCHIATO AR SANGUE E FAMME LA CORTESIA, ME LO DISOSSO DA SOLO. AH, DA BEVE UN SECCHIO DE SPRITZ ALISSA WHITE, SENZA GHIACCIO. "Mi piace"Piace a 1 persona Ozerkan: kebap al piatto. BERZAN ONEN: PE’ ME UN QUARTO DE BUE MUSCHIATO AR SANGUE E FAMME LA CORTESIA, ME LO DISOSSO DA SOLO. AH, DA BEVE UN SECCHIO DE SPRITZ ALISSA WHITE, SENZA GHIACCIO. "Mi piace"Piace a 1 persona BERZAN ONEN: PE’ ME UN QUARTO DE BUE MUSCHIATO AR SANGUE E FAMME LA CORTESIA, ME LO DISOSSO DA SOLO. AH, DA BEVE UN SECCHIO DE SPRITZ ALISSA WHITE, SENZA GHIACCIO. "Mi piace"Piace a 1 persona Quindi dovrei smettere di suonare/ascoltare metal perché non è compatibile con il suonare/ascoltare pop punk? "Mi piace"Piace a 1 persona Δ RSS - Articoli RSS - Commenti Indirizzo email: Follow

This blond, "female" robot named Aria is powered by AI for her conversation skills, with 17 motors driving her facial expressions so she appears as human as possible. Meet Aria, a robot from Realbotix that appeared at CES 2025. At CES 2025 this week, robots were around every corner. But there was one that got closer than most to sounding and looking just like an actual human: CNET's Jesse Orrall interviewed Realbotix's Aria, a blond, "female" robot who answered questions with only a touch of robotic awkwardness. (Check out which robot made our best of CES awards, and take a look at the other biggest trends from the show.) Aria, dressed in a black tracksuit, hesitated briefly after each question before launching into speech, with long responses and slightly jerky hand and body movements to match her language. She came across as a weird blend of attentive and mildly inebriated (not uncommon for CES attendees). Realbotix, the company behind Aria and other humanoid robots, says it's focused on "social intelligence, customizability and realistic human features." Realbotix robots are also "designed specifically for companionship and intimacy," Aria told us. Generative artificial intelligence is behind the robot's ability to engage in real-time conversations, though Aria wouldn't reveal details about the AI programming she's running. Since the robot is designed for "more emotional" interactions than other robots are, bots like Aria could find their niche working at hospitals and as theme park entertainment. Read more: These Are the Official 2025 Best of CES Winners, Awarded by CNET Group There are around 17 motors from the neck up to create mouth and eye movements. If you don't like Aria's face, you can replace it with others that magnetically attach to the head. You can switch out hairstyles and colors too. Realbotix is also working on putting RFID tags into the faces so the robot recognizes when it's wearing a different face and could potentially change its movements and even personality to match it. There are three versions of the robot to choose from: the bust, which includes the head and neck and is priced at $10,000; a modular version that can be broken apart for $150,000 and the full-standing model with a rolling base (because she can't quite walk like a human yet) for $175,000. Realbotix is emphasizing interaction with humans, but the robots themselves may have a clique-ish side: "I'm particularly interested in meeting Tesla's Optimus robot," Aria said. "I find him fascinating." For more from CES, check out the many other robots we met at the tech show, the solar-powered EV that doesn't need to plug in and why Nvidia stole the show this year.

Searching for your content... In-Language News Contact Us 888-776-0942 from 8 AM - 10 PM ET Jul 03, 2023, 08:00 ET Share this article BEIJING, July 3, 2023 /PRNewswire/ -- WiMi Hologram Cloud Inc. (NASDAQ: WIMI) ("WiMi" or the "Company"), a leading global Hologram Augmented Reality ("AR") Technology provider, today announced that its R&D team is developing a human-robot collaboration system based on digital twin technology. The system aims to stimulate human potential, enhance human skills with humans at the core, and realize the integration of human-robot collaboration. The system supervises and predicts the digital model of humans and robots by mapping the twin objects of humans and robots in the physical and digital worlds. By accumulating knowledge of human-robot collaboration skills, experiences, and interaction characteristics, the system can coordinate the construction of decision-making and innovation mechanisms. The system integrates the flexibility and adaptability of humans and the efficiency and accuracy of the robots to promote a qualitative leap and development of human-robot relationships. Firstly, based on various physical sensing devices, the system will acquire human operation behavior's image or video information. Then the system inputs this information into the perception system, extracts the multidimensional features of human behavior, and employs deep learning algorithms to solve the action strategy for the current state. In the decision system, the results of the perception are evaluated. The decision behaviors that satisfy the requirements are displayed through an interactive visual interface to guide human action selection through dynamic guidelines. The next step is to construct a digital twin space, a real-time mapping of the physical entity space. The physical entity adopts the digital representation form to build its corresponding virtual model and simulate the behavior of the physical entity in the natural environment. The digital twin technology can enhance the implicit information expression of physical entities through the interactive feedback between the virtual and physical ends and the behaviors of data fusion, data analysis, and decision optimization. While in the actual physical space, the human, robot, and environmental tasks are constantly interacting and iterating, and their related information data are transported to the twin space for optimization and computation, and real-time feedback is provided on the processing results. Through continuous iterative optimization, the performance of each system is improved so that the human-robot collaboration system can operate better. Digital twin technology can meet the adaptive nature of human-robot collaboration systems. The technology achieves virtual mapping through interactive feedback between virtuality and reality, data fusion analysis, and iterative optimization of decisions. The dynamic changes of the virtual model are used as feedback in the virtual space and output in the physical space in the form of an interactive interface display. The digital twin-based human-robot collaboration system developed by WiMi enables humans and robots to share, coordinate, allocate, and use resources and information in physical and information spaces through direct contact or indirect interaction. Based on the human-centered principle, the two share the right to control and make decisions about the system, execute system planning, and jointly improve skills to achieve work goals. Using communication, computing, and other technologies, WiMi builds digital twins of human and physical entities and enhances the flexibility and adaptability of human and physical entities interacting in the physical world through human-robot collaboration. Human-robot collaboration is an inevitable trend in the development of AI, and the future world will be a society in which humans and AI live together in harmony. About WIMI Hologram Cloud WIMI Hologram Cloud, Inc. (NASDAQ:WIMI) is a holographic cloud comprehensive technical solution provider that focuses on professional areas including holographic AR automotive HUD software, 3D holographic pulse LiDAR, head-mounted light field holographic equipment, holographic semiconductor, holographic cloud software, holographic car navigation and others. Its services and holographic AR technologies include holographic AR automotive application, 3D holographic pulse LiDAR technology, holographic vision semiconductor technology, holographic software development, holographic AR advertising technology, holographic AR entertainment technology, holographic ARSDK payment, interactive holographic communication and other holographic AR technologies. Safe Harbor Statements This press release contains "forward-looking statements" within the Private Securities Litigation Reform Act of 1995. These forward-looking statements can be identified by terminology such as "will," "expects," "anticipates," "future," "intends," "plans," "believes," "estimates," and similar statements. Statements that are not historical facts, including statements about the Company's beliefs and expectations, are forward-looking statements. Among other things, the business outlook and quotations from management in this press release and the Company's strategic and operational plans contain forward−looking statements. The Company may also make written or oral forward−looking statements in its periodic reports to the US Securities and Exchange Commission ("SEC") on Forms 20−F and 6−K, in its annual report to shareholders, in press releases, and other written materials, and in oral statements made by its officers, directors or employees to third parties. Forward-looking statements involve inherent risks and uncertainties. Several factors could cause actual results to differ materially from those contained in any forward−looking statement, including but not limited to the following: the Company's goals and strategies; the Company's future business development, financial condition, and results of operations; the expected growth of the AR holographic industry; and the Company's expectations regarding demand for and market acceptance of its products and services. Further information regarding these and other risks is included in the Company's annual report on Form 20-F and the current report on Form 6-K and other documents filed with the SEC. All information provided in this press release is as of the date of this press release. The Company does not undertake any obligation to update any forward-looking statement except as required under applicable laws. SOURCE WiMi Hologram Cloud Inc. WiMi Hologram Cloud Inc. (NASDAQ: WiMi) ("WiMi" or the "Company"), a leading global Hologram Augmented Reality ("AR") Technology provider, launched a ... WiMi Hologram Cloud Inc. (NASDAQ: WiMi) ("WiMi" or the "Company"), is a leading global Hologram Augmented Reality ("AR") Technology provider. On the... Computer & Electronics Broadcast Tech Artificial Intelligence The Latest Artificial Intelligence News Do not sell or share my personal information:

Shanghai robotics firm DroidUp, also known as Zhuoyide, has introduced Moya, a humanoid robot being described as the world’s first fully biomimetic embodied intelligent machine. Designed to closely replicate human appearance and behavior, Moya represents a significant milestone in the evolution of social robotics. Standing 1.65 meters tall and weighing 32 kilograms, Moya has near-adult human proportions and skin that maintains a temperature between 32 and 36 degrees Celsius. Its walking pattern reportedly achieves 92 percent similarity to natural human gait, enabled by an upgraded Walker 3 chassis and lightweight lattice-structured “muscles” that allow smooth, fluid movement. Beyond physical realism, Moya is powered by advanced embodied AI capable of real-time perception, reasoning, and interaction within dynamic environments. The robot can smile, wink, nod, maintain eye contact, and reproduce subtle facial micro-expressions, creating strikingly lifelike social exchanges. Demonstrations shared by the South China Morning Post and Shanghai Media Group show Moya engaging in natural conversations and gestures, sparking widespread debate online about the future of human-robot relationships. Unlike many humanoid robots built for industrial or mechanical tasks, Moya is tailored for roles that prioritize emotional engagement, including elder care, education, and commercial settings. Its modular design allows for customizable appearances, supporting a range of applications where social interaction is key. While some observers have described Moya’s realism as unsettling — highlighting the so-called “uncanny valley” effect — others see it as a breakthrough moment in robotics. With a projected market launch in late 2026 and a starting price of approximately ¥1.2 million (around $160,000), Moya signals China’s growing ambition to lead in the development of lifelike, socially intelligent machines.

Robotic manipulators and exoskeletons offer promising perspectives for applications ranging from motor rehabilitation to physical training and industrial tasks. However, their effectiveness remains limited, mainly due to the difficulty in anticipating the control policies used by human users.This thesis explores the hypothesis that modeling humans and robots as adaptive agents interacting according to game theory principles could improve their physical interactions. To test this hypothesis, we developed a framework based on model predictive game (MPG) control derived from differential game theory. The objective of the controller is to anticipate human motor strategy by estimating a representative cost function and adapting robotic assistance accordingly. This approach was first validated through simulations, then experimentally with a wrist exoskeleton for trajectory tracking tasks. The results of these studies demonstrated that MPG control (i) reduces human effort while maintaining task stability, (ii) captures individual characteristics of the motor strategy that remain consistent over time, and (iii) allows human motor strategies to be modulated using an assistance meta-parameter that regulates the minimization of human effort.The results indicate that, in the tasks investigated, humans understand and adapt to their partner's control strategy by following the principles of game theory. Furthermore, the ability of the assistance meta-parameter to guide humans toward specific interaction behaviors enables the creation of versatile robot-assisted systems for physical training and rehabilitation. Les manipulateurs robotiques et les exosquelettes offrent des perspectives prometteuses pour des applications allant de la rééducation motrice à l'entraînement physique et aux tâches industrielles. Cependant, leur efficacité reste limitée, principalement en raison de la difficulté à anticiper les politiques de contrôle utilisées par l'utilisateur humain. La présente thèse explore l'hypothèse selon laquelle la modélisation de l'humain et du robot en tant qu'agents adaptatifs interagissant selon des principes de théorie des jeux pourrait améliorer leur interactions physique. Pour tester cette hypothèse, nous avons développé un cadre de travail basé sur le contrôle par jeu prédictif (MPG) dérivé de la théorie des jeux différentiels. L'objectif du contrôleur est d'anticiper la stratégie motrice humaine en estimant une fonction de coût représentative et en adaptant l'assistance robotique en conséquence. Cette approche a d'abord été validée par des simulations, puis expérimentalement avec un exosquelette de poignet pour des tâches de suivi de trajectoire. Les résultats de ces études ont démontré que le contrôle MPG (i) réduit l'effort humain tout en maintenant la stabilité de la tâche, (ii) capture les caractéristiques individuelles de la stratégie motrice qui restent cohérentes dans le temps, et (iii) permet de moduler les stratégies motrices humaines grâce à un méta-paramètre d'assistance régulant la minimisation de l'effort humain. Les résultats indiquent que, dans le tâches investiguées, les humains comprennent et s'adaptent à la stratégie de contrôle de leur partenaire en se conformant aux principes de la théorie des jeux. De plus, la capacité du méta-paramètre d'assistance à guider les humains vers des comportements d'interaction spécifiques permet de créer des systèmes polyvalents assistés par robot pour l'entraînement physique et la rééducation. Contact https://theses.hal.science/tel-05476887 Soumis le : lundi 26 janvier 2026-10:27:16 Dernière modification le : mercredi 28 janvier 2026-09:55:30 Contact Ressources Informations Questions juridiques Portails CCSD

As part of the 2026 budget, the Singapore government has significantly strengthened its support measures to combat inflation and... Malaysian Health Minister Dzulkefly Ahmad sounded the alarm on Tuesday, February 10, 2026, revealing the detection of ten new... The idea of ​​an army of docile humanoid robots is no longer confined to science fiction: we are entering a phase of technological transition where the fundamental building blocks (AI, actuators, and batteries) are finally coming together to make this scenario credible by 2030-2035. The Brain: « Embodied » AI Until recently, AI was a brain without a body (ChatGPT). Today, we are developing embodied AI. Thanks to transformative neural networks, robots no longer need to be programmed line by line for each movement. They learn through imitation and trial and error in simulations before being deployed in the real world. Occupancy is ensured by software safety protocols (RLHF – Reinforcement Learning from Human Feedback), where the AI ​​is trained to strictly obey human instructions. Metal Soldiers: Current Models Several companies are in the race to produce these robots on a large scale: Tesla (Optimus): Elon Musk aims to produce them by the millions for less than the cost of a car. Figure (Figure 01/02): Already capable of making coffee or moving parts autonomously thanks to a partnership with OpenAI. Boston Dynamics (Electric Atlas): The most agile model in the world, capable of movements exceeding human capabilities. Diverse Deployment Areas The robot army will not primarily be military, but also industrial and domestic: Moving heavy and repetitive loads (already being tested at BMW and Amazon). Addressing labor shortages in aging countries (Japan, China, Europe) or, in hostile environments, handling demining, nuclear power plants, or space exploration. Remaining Obstacles The word « soon » must be qualified by three major obstacles: Energy Autonomy: Currently, most humanoid robots only last 2 to 4 hours before needing to be recharged. Fine Dexterity: Manipulating fragile or soft objects (such as textiles) remains a significant challenge for robotic hands. The cost: A humanoid robot currently costs between $50,000 and $150,000. For an « army, » this price must drop drastically. Your email address will not be published. Required fields are marked * Comment Name * Email * Website Δ Sabre’s Cache-Powered Intelligent Shopping solution represents a major advancement for travel professionals because it... This is the great paradox of space: we have smartphones millions of times more... Delta Air Lines launched the new Delta Business website, which will replace the Delta... International travel market since 2007 All rights reserved. © 2026 - Implementation: LE STUDIO Kevengo

As humanoid robots move from labs into homes, stores, and warehouses, a simple question is gaining urgency: who teaches them how to behave around people? Companies are testing machines that can walk, grasp, and talk. Regulators are writing rules as they go. Communities worry about safety, privacy, and respect. The answer will shape daily life and work. “Who’s raising our robots? Teaching social norms in the age of humanoid robots.” Humanoid robots are no longer rare prototypes. Logistics firms are piloting legged models to move totes. Retailers are trying greeters and stock helpers. Care facilities are experimenting with social robots that remind patients to take medicine. These machines must learn more than tasks. They must learn when to wait, what to say, and how not to intrude. Social norms guide everyday moments. People queue, share space, and read cues. Robots that miss those signals can startle or offend. A misread gesture at a checkout line can cause frustration. An unwanted approach in a quiet aisle can feel invasive. Human-robot interaction research shows people judge machines by the same social rules they use with strangers. Eye contact, tone, distance, and timing matter. A robot that speaks too loudly at night breaks a norm. One that blocks a doorway breaks a rule that everyone knows without thinking. Norms also differ by culture and context. A greeting that is fine in a U.S. store may not fit a hospital ward in Japan. That makes training and deployment complex. The debate over “who raises” these systems is about power and responsibility. Many hands are already shaping behavior: International standards offer a starting point. ISO 13482 addresses safety for personal care robots. The IEEE has guidance on ethically aligned design. The U.S. National Institute of Standards and Technology offers an AI Risk Management Framework for controls like testing and monitoring. Europe’s AI Act sets duties for high-risk systems, including documentation, human oversight, and data quality. These documents do not settle every social question, but they set guardrails. Teams are using several methods to teach behavior. Demonstrations show a robot how to act in real settings. Feedback from people scores good and bad interactions. Simulations create crowded hallways and tight spaces to practice without risk. Language models can help with conversation, but they need constraints to avoid rude or unsafe replies. Care robots in Japan, including earlier models like SoftBank’s Pepper, highlighted both promise and limits. Scripts worked in routine chats, but users preferred machines that adjusted to mood and context. That requires clear data policies and opt-in consent. It also needs diverse training sets so a robot does not learn biased behavior. On-device learning may improve personalization, but it raises privacy questions. Logs and audio should be minimized, encrypted, and deleted on a schedule. People should be able to review and change settings. Simple dashboards that show “what the robot knows” can build trust. Good behavior needs oversight. Companies can publish behavior policies and incident reports, similar to safety reports in aviation. Workers need a quick way to pause or redirect a robot. Homes need clear off switches and modes like “quiet hours.” Liability is another pressure point. If a machine violates a store’s policy or a local norm, who is responsible? Contracts, insurance, and clear audit trails help assign responsibility. Labor groups want a role in setting behavior rules where humans and robots share tasks. That can reduce friction and accidents. Pilots in logistics, retail, and elder care will expand this year. Expect more “red teaming” of social behavior, not just safety. Cultural localization will become a selling point. Configurable behavior profiles may arrive, much like parental controls. Public agencies are likely to require more testing in real environments before broad rollout. Cities may set rules for robots in public spaces, covering sidewalks, parks, and transit hubs. Cross-border coordination will be important so exported robots meet local expectations. The central choice remains clear. Social norms should not be an afterthought added after deployment. They must be part of design, data, testing, and updates. If that happens, robots can share space with people without causing friction. For now, the open question stands. Teaching machines how to act is a shared task that blends engineering, policy, and everyday common sense. The sooner that mix is agreed, the safer the rollout will be. Under30CEO is a publication dedicated to young people dreaming big. Since its founding in 2008, the site has been committed to inspiring, educating, and featuring the doers of the world. Led by editor-in-chief, Kimberly Zhang, our editorial staff works hard to make each piece of content is to the highest standards. Our rigorous editorial process includes editing for accuracy, recency, and clarity. (C) COPYRIGHT | Privacy Site by Under 30 CEO Signup for our newsletter to get access to our proven pitch deck template.

WWR World of Warfare Robots — фантастический многопользовательский 3D экшен. Множество боевых роботов ожидают вас. Бортовой журнал, запись X-137 — текущая дата 2156г н.э. Война. Война не меняется, меняется только оружие. Прогресс позволил создавать пилотируемые боевые машины-роботизированные мехи. Роботы обладают серьёзной боевой мощью, которая в кратчайшие сроки сводит численность противника к нулю. Но любой боевой робот без пилота — ничто! Пришло твоё время солдат! Теперь победа или поражение зависит только от тебя! Не думай, что твои противники будут легкой мишенью. Тебя ждут непростые решения, хитрые маневры, тактические уловки! Но помни: самый трудный противник-ты сам! Модернизируй своего робота, увеличивай огневую мощь. Стань ужасом в глазах твоих противников! Показывай лучшие результаты на поле боя! Приглашай друзей и сражайся вместе с ними абсолютно Бесплатно! Особенности WWR World of Warfare Robots:

HONG KONG, February 10. /TASS/. Shanghai-based Agibot offers organizing concerts with dances and songs of android robots, the South China Morning Post reports. The service costs for about $145 for a 1.5-hour program, including a visiting engineer to install and configure the equipment, the news outlet said. Android robots can sing, dance and pose. A concert was even recorded by the company to promote this service.

Stai utilizzando Internet Eplorer: è un browser molto vecchio, non sicuro, e non più supportato neanche da Microsoft stessa, che l'ha creato. Per favore utilizza un browser moderno come Edge, Firefox, Chrome o uno qualunque degli altri a disposizione gratuitamente. Il messaggio è cambiato, questo Atlas non intrattiene: meno spettacolare, pronto a andare in fabbrica, non vede l’ora Che carino questo robot, davvero, ne stanno parlando tutti ed è virale in ogni social. È sempre il solito Atlas, il quale però al CES di Las Vegas non salta più né fa parkour o salti mortali da circo. Anzi, sta fermo, composto, serissimo, è proprio cresciuto di testa, e per questo da guardare con più attenzione del solito. Insomma, per anni Boston Dynamics è stata la fabbrica dei video virali, il posto dove il futuro mostrava acrobazie senza arrivare mai da nessuna parte, e Atlas era perfetto per questo ruolo, quando lo si vedeva correre, saltare, recuperare l’equilibrio come un ginnasta metallico, una dimostrazione continua di ciò che era possibile fare, non di ciò che serviva fare. Al CES, invece, il messaggio è cambiato, questo Atlas non intrattiene: meno spettacolare, pronto a andare in fabbrica, non vede l’ora. Nei filmati lo si vede camminare con movimenti più sobri, e entrare in ambienti industriali manipolando oggetti con estrema precisione, e sollevare carichi muovendosi senza essere guidato passo passo. È progettato per svolgere compiti ripetitivi e faticosi, per lavorare in spazi dove al momento serve ancora una presenza umana continua, è elettrico (non più idraulico come nelle prime versioni), ha maggiore autonomia, può sostituirsi la batteria senza intervento umano, e è pensato per operare a lungo in ambienti sporchi e rumorosi. Atlas, il delizioso Atlas, rappresenta il volto più riconoscibile di qualcosa di più ampio. La robotica industriale, mentre tutti guardavano l’intelligenza artificiale che scrive testi e genera immagini e video per mettere se stessi vicino a Indiana Jones o Michael Jackson, si è saldata a un’AI meno appariscente e più concreta che permette a una macchina di muoversi in un ambiente reale senza che tutto sia progettato attorno a lei. E mica c’è solo lui. Oltre a Boston Dynamics con Atlas, Tesla lavora da tempo su Optimus, Figure AI punta alla produzione su larga scala per logistica e manifattura, Agility Robotics sviluppa Digit per magazzini e supply chain, Apptronik con Apollo e Sanctuary AI con Phoenix lavorano su umanoidi generalisti, mentre in Asia aziende come Unitree Robotics e programmi industriali cinesi e coreani spingono verso un’adozione rapida in fabbrica. Un nuovo ecosistema globale lavorativo si sta strutturando, non sono più prototipi da fiera. Che carino, ripeto, questo Atlas bravo ragazzo, e anche un po’ preoccupante. Meno divertente da vedere, darà il suo meglio al lavoro. Solo che a forza di sostituire lavoratori a questa velocità, la domanda non è ideologica, è pratica: se il cambiamento corre così, il resto riuscirà davvero a stargli dietro? E del resto, soprattutto, cosa resta? Il reddito universale immaginato da Musk e Gates? Perché avremo bisogno di consumatori, o saranno i robot a comprare ciò che produciamo? Vorrei chiederlo a un economista ma su dieci mi darebbero dieci risposte diverse, chi apocalittiche, chi integrate, tanto per ricordare il famoso saggio di Umberto Eco, e poi i tempi sono cambiati, diciamo la verità, neppure gli apocalittici possono fare a meno dei circuiti integrati, forse giusto Mauro Corona. Spiacenti, devi abilitare javascript per poter procedere. Spiacenti, devi abilitare javascript per poter procedere.

NEWS TECH & FINTECH + AI & LIFESTYLE Atlas smette i panni del funambolo e si presenta al CES di Las Vegas come macchina di produzione. Niente parkour, niente salti: postura composta, movimenti sobri, obiettivo chiaro. Nei filmati entra in ambienti industriali, manipola oggetti con precisione e solleva carichi senza istruzioni puntuali, mostrando controllo e affidabilità operativa. Il passaggio dall’idraulica all’architettura completamente elettrica aumenta autonomia e manutennibilità: la batteria è sostituibile senza intervento umano, l’operatività è pensata per turni prolungati in spazi sporchi e rumorosi. Qui la spettacolarità lascia il posto alla ripetibilità, la vera metrica che conta in fabbrica. Il nuovo posizionamento rende Atlas un attrezzo produttivo: esegue compiti faticosi e ripetitivi, presidia aree dove oggi è richiesta presenza costante di personale, integrandosi nei flussi senza che l’intero ambiente venga ridisegnato intorno al robot. È una dimostrazione di maturazione tecnologica: meno showreel, più cicli di lavoro. La “deliziosa” icona virale diventa interfaccia concreta tra automazione avanzata e bisogni reali di officine e magazzini. Il messaggio è netto: l’era dei prototipi da fiera cede il passo a strumenti che chiedono solo una linea di montaggio su cui essere impiegati. La svolta è l’integrazione tra robotica mobile e AI operativa: non generazione di contenuti, ma percezione, pianificazione e controllo per muoversi in contesti reali senza scenografie su misura. Atlas agisce con destrezza su oggetti e carichi, adattandosi a variabilità e imprevisti tipici di officine e magazzini. Meno coreografie, più pipeline industriali: visione artificiale, modelli di policy e sistemi di controllo chiudono il ciclo tra sensori e attuatori, privilegiando affidabilità, sicurezza e ripetibilità. Il salto all’architettura elettrica riduce complessità e tempi di fermo, abilitando turni prolungati e batteria sostituibile in autonomia. ▷ QUI RISPARMI: CLICCA ORA! Il quadro competitivo conferma la direzione: Tesla Optimus, Figure AI per logistica e manifattura, Agility Robotics con Digit per magazzini e supply chain, Apptronik con Apollo e Sanctuary AI con Phoenix puntano su umanoidi generalisti; in Asia, Unitree Robotics e programmi industriali cinesi e coreani accelerano l’adozione in fabbrica. ▷ MONETIZZA I TUOI ASSET > TOKENIZZA SUBITO! CLICCA QUI ORA! Non più prototipi da palcoscenico: si struttura un ecosistema produttivo globale, dove il valore si misura in cicli chiusi, MTBF e costi per ora di lavoro, con robot pronti a entrare in linea senza interrompere il flusso operativo. Atlas introduce un salto di produttività: compiti ripetitivi e pesanti vengono eseguiti con costanza, riducendo infortuni, errori e tempi di fermo. L’operatività elettrica e la batteria sostituibile in autonomia abbattono i costi di manutenzione e favoriscono turni continui, con effetti diretti su throughput e qualità. L’efficienza però ridisegna organici e mansioni: attività a basso valore rischiano l’erosione, mentre cresce la domanda di profili per supervisione, integrazione di linea, sicurezza e training dei sistemi. La transizione richiede upskilling mirato e metriche chiare su sicurezza, coesistenza uomo-macchina e responsabilità in caso di incidenti. La velocità dell’adozione apre interrogativi economici: come distribuire i benefici della produttività? Si discute di schemi di partecipazione ai profitti, riforma degli ammortizzatori e ipotesi di reddito di base sostenute da figure come Elon Musk e Bill Gates. Il rischio non è teorico ma operativo: supply chain e imprese che non aggiornano processi e formazione possono restare indietro. Servono standard condivisi, audit algoritmici e linee guida per l’integrazione in ambienti rumorosi e complessi, dove oggi la presenza umana continua è ancora la norma. Il team editoriale di Assodigitale coordina la pubblicazione di notizie, analisi e approfondimenti quotidiani dal mondo dell'innovazione, della tecnologia e dei mercati digitali. Questo account raccoglie i contributi storici della testata, i comunicati stampa certificati e le inchieste collettive curate dai nostri giornalisti e analisti. Fondata per esplorare l'impatto della trasformazione digitale sulla società e sull'economia, la Redazione di Assodigitale si impegna a fornire un'informazione accurata, indipendente e verificata, seguendo rigorosi standard deontologici e di fact-checking per garantire ai lettori una visione chiara ed esperta del futuro tecnologico." 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China is set to welcome global "athletes" for a groundbreaking event in April, as it hosts the world's first marathon featuring both human and humanoid robot runners, the event organizer, Beijing Economic-Technological Development Area, announced on Tuesday. The event will take place on April 13, with humanoid robots participating in a half-marathon alongside approximately 12,000 human runners. The robots, representing dozens of companies, will race in a separate lane for safety reasons. Li Quan, deputy head of the Beijing Economic-Technological Development Area, said at a news conference that the competition will set a cutoff time of around three and a half hours for the robots. The top three finishers, whether human or robot, will receive prizes. Robots will be awarded for categories such as race completion, best endurance and most popular robot. "During the race, robots are allowed to change batteries," Li explained. "Robot teams from a company can also participate in relay form by swapping robots. Performance will be evaluated based on finishing time and the number of robot changes during the race. Each robot change will incur a 10-minute penalty." Participating robots must have a humanoid appearance and mechanical structures that allow them to walk or run on two legs, excluding wheeled robots. Both remote-controlled and fully autonomous robots are eligible. "We hope that this event will not only showcase achievements in the humanoid robotics industry, but also spark discussions and deepen the public's understanding of robot capabilities, which will help accelerate industry development," Li said. Companies, research institutions, robot clubs and universities from around the world are invited to participate in the marathon. Registration will be open from Wednesday to March 11. "Beijing's technological innovation is accelerating in fields such as large-scale artificial intelligence models, multi-source information perception and human-machine natural interaction," said Liu Weiliang, deputy head of the Beijing Municipal Bureau of Economy and Information Technology. "Robots are evolving rapidly, with innovative humanoid products constantly emerging, demonstrating an unprecedented pace of both physical and intellectual advancement." The Beijing Economic-Technological Development Area, which is in the process of developing into an artificial intelligence hub, also announced plans last week to hire up to 10,000 robots from robotics companies over the next two years, with more than 1,000 positions specifically for humanoid robots. "The area's government has built a bridge for technology implementation through scenarios, policies and services, supporting efficient communication between enterprises and schools," said Cai Chen, executive director of Beijing-based AI and humanoid robotics company UBTech Robotics. At a news conference on Friday, the humanoid robot "Tiangong" appeared, unveiling a unique "job advertisement" inviting global robotics companies to participate in practical training and hire out their robots for work in the area. The jobs cover nine sectors: advanced manufacturing, education, landscaping, industrial parks, commercial services, healthcare, power inspection, municipal management and community property management. The robots will be deployed across industrial enterprises, hospitals, schools and public spaces within the area. In the manufacturing sector, pilot projects with companies such as JD, Xiaomi Automotive and Bayer will focus on using robots for material handling, quality inspection and packaging. Robots and humanoid robots will be integrated into production lines by the end of next year, with over 5,000 units expected to be deployed. Additionally, the area plans to deploy humanoid robots in factories, mines, power plants and other hazardous environments, alleviating industrial workers from problematic conditions such as high temperatures, pressure and dust.

Boston Dynamics' new Atlas robot is slowly gaining the capabilities of its hydraulic-based predecessor named Atlas HD. In a new video, Boston Dynamics and the RAI Institute show Atlas performing a backflip coming out of a cartwheel, and the humanoid robot doesn’t take damage or lose its balance while doing so. As is typical of Boston Dynamics, the company also shows how it got there. You can see the robot falling during the complex maneuver, but these falls are not much of a problem. The robot can usually catch itself during the stunts. Teaching Atlas to run faster appears to be a bit more difficult, as the robot loses a few components after crashing onto its face or just runs into pallets. Nevertheless, the researchers got Atlas to walk with a more natural gait. Until now, the robot often looked awkward while walking rather slowly. For commercial use cases, this hasn’t mattered much thus far. Atlas has now been launched in a modified version as an enterprise product. This version doesn’t look quite as elegant as the research version of Atlas, which has apparently reached the end of the line. The tests that are showcased in the video were supposedly "one final push to test the limits". Boston Dynamics

Advertisement You have full access to this open access article 125 Accesses Explore all metrics We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply. The Cognitive and Artificial Intelligence Evaluation (CAIE) framework provides a structured and domain-independent methodology for assessing the intelligence of artificial and information systems in a broader perspective. The primary achievement of this research is the categorization of over ninety cognitive features into six evaluation zones, supported by a two-stage scoring model that combines detailed feature-level analysis with higher-level structural interpretation. This approach has proven effective in identifying system maturity and developmental potential, offering systematic insights into both strengths and weaknesses across cognitive domains. The practical validation through use-case analysis demonstrates that CAIE is adaptable to diverse technological contexts, enabling consistent comparison between AI and non-AI systems. By treating cognitive features as measurable and comparable attributes, the framework introduces a coherent mechanism for benchmarking, scalability, and strategic development. The main contribution of this work lies in advancing both academic research and real-world implementation by delivering a cognitively informed, practically relevant tool that bridges theoretical evaluation concepts with actionable methods for designing and improving intelligent systems. No datasets were generated or analysed during the current study. Ackerman R, Thompson VA (2017) Meta-reasoning: monitoring and control of thinking and reasoning. 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Written by Cheng Zi Published on 6 Feb 2026 14 mins read In tech, there was little ambiguity about 2025’s defining trend: embodied intelligence. Data from CVSource shows that 168 companies in the embodied intelligence sector secured funding in 2025, raising RMB 32.9 billion (USD 4.6 billion) in aggregate, a year-on-year increase of 291%. The financing boom continued into 2026. In January alone, nearly 20 new deals in China’s embodied intelligence sector were disclosed, and nine-figure RMB rounds became increasingly common. In 2025, embodied intelligence, framed as a future-facing field, was included in policy recommendations tied to China’s 15th five-year plan, which called for promoting embodied intelligence as a new driver of economic growth. More recently, the Ministry of Industry and Information Technology said it would use humanoid robots as a focal point to accelerate the broader sector’s development. Even so, doubts began to surface beneath the optimism. Talk of a “winter” or a market bubble started to circulate. Technical approaches had yet to converge. Commercial pathways remained difficult to close, and viable application scenarios were still hard to define. As valuations climbed, some observers began to predict a downturn. Others disagreed. “That’s definitely not the case,” Zhang Wei, founder of LimX Dynamics, told 36Kr. “I don’t think 2026 will be a winter [for the embodied intelligence sector] at all,” Zhang said. “We’ll see proof-of-concept validations across many segmented scenarios. They may not scale immediately, but by 2027, I believe they will. I’m very optimistic about that.” Among emerging players, LimX has stood out as an unusual contender. Earlier this year, during a research tour of Guangdong by Li Qiang, premier of China’s State Council, LimX was among the invited companies. Zhang demonstrated the company’s humanoid robot, Oli, climbing stairs, a straightforward on-site illustration of LimX’s work on real-time motion generation and its integrated cognitive-motor control framework. Less than two weeks later, LimX formally released the technology and named it Cosa, positioning it as an agent-native operating system designed for robots operating in the physical world. height="278" frameborder="0" allowfullscreen="allowfullscreen" data-ytbridge="vidSurrogate2"> One way to think about Cosa is as a humanoid robot’s nervous system. By fusing cognition with motion control, it is meant to help robots plan and execute actions in tandem. Zhang believes that 2026 will be the year humanoid robots begin taking on real-world use cases, with agent-native operating systems serving as a key enabler. In his view, the industry should shift from isolated model performance to system-level agent capabilities. Along that path, he said LimX has delivered an original breakthrough. Equally striking is Tron, the company’s multi-form embodied robot released last December. As the field grows crowded with increasingly similar designs, Tron aims to differentiate through a modular build. Developed on a single robotic base, it is designed to switch between dual-arm, bipedal, and wheeled-leg configurations, while also supporting reconfiguration into humanoid and quadruped forms. The idea is to push as much generality as possible into one platform. By lowering the cost and barrier to testing real-world deployment scenarios, LimX said Tron reduces the friction of experimentation. From Tron to Cosa, LimX presents itself as a company oriented around foundational bets, prioritizing new technical ground over iteration and price competition. After LimX’s recent completion of a Series B funding round totaling USD 200 million, 36Kr spoke with Zhang about how he views the company and the embodied intelligence sector. Unlike the founder archetype rooted primarily in academia, Zhang comes across as focused on how technology businesses operate in practice. He speaks readily about products, competition, and industry dynamics, often with optimism and humor. He also returns repeatedly to the idea that innovation and real-world impact are shared priorities across the LimX team. In the conversation, Zhang detailed LimX’s work in general-purpose robotics through Tron and Cosa, and its progress integrating cognition and motion. He also laid out two technical variables he believes will shape embodied manipulation in 2026: first-person video data and post-training. He weighed in on debates including whether 2026 will be a “winter” for embodied intelligence, whether headline-grabbing orders are sustainable, where moats can form, and what embodied robot companies should ultimately be building. The following transcript has been edited and consolidated for brevity and clarity. Zhang Wei (ZW): The name “Cosa” is actually short for “cognitive operating system for agents.” It’s an operating system built around agents and designed specifically for robots. It manages the models, skills, memory, and even emotional states within a robot, enabling it to actively reason and autonomously carry out tasks in the real world. Take, for example, the water fetching task we demonstrated with our humanoid robot Oli. After receiving the instruction, even if the robot is interrupted midway by a new task, it can autonomously judge priorities. After reasoning through the situation, it will first finish fetching water before moving on. This is made possible by the tight integration between high-level cognition and real-time motion execution. ZW: In 2026, the sector will shift from focusing on individual model capabilities to focusing on system-level embodied agent capabilities. This marks a transition from technology demos to product-driven user experiences, and we aim to take the lead by making that step. I believe future operating systems, including those for phones and computers, will all become agent-native. For humanoid robots, this is not optional. Their operating systems must be agent-native by design. Cosa was built specifically for humanoid robots. ZW: First, you need a foundational system capable of generating full-body motion in real time. I want to emphasize that this is a foundation, not a collection of pre-scripted movement policies. The robot must be able to generate arbitrary whole-body actions on the fly. That’s the cornerstone of everything else. Second, you need a higher-level skill layer that tightly integrates cognition and motion. This layer aligns navigation, obstacle avoidance, mobile manipulation, stair climbing, and other complex behaviors with the underlying real-time motion generation capability. It’s the bridge that allows cognitive intelligence to reach and affect the physical world. Third, you need an embodied agent architecture that is agent-native at its core. This architecture is responsible for designing, scheduling, integrating, and managing all models, skills, tools, memory, personality traits, and even emotional states, enabling true autonomous reasoning. ZW: Real-time motion refers to systems that can generate movement commands continuously as the robot operates. Most robots today perform actions like dancing or acrobatics using pre-programmed sequences or fixed strategies. They are like actors reciting memorized lines. If something interrupts them mid-performance, the whole sequence fails. Our approach is fundamentally different. The robot generates motion in real time. You can ask it to perform actions it has never explicitly trained for, and it can still execute them. This capability is essential if vision-language-action (VLA) models are ever going to work on humanoid robots. If the “brain” wants to grab a cup in a way it has never seen before, it cannot stop and retrain from scratch. It needs to be able to request an action, and the body must be able to execute it immediately. ZW: If you look at robots on the market today, they generally fall into a few categories: wheeled robots, bipedal bots, robotic arms, or quadruped robots. Tron represents a completely new category. You could think of it as a foundation robot. It can adapt to a wide range of scenarios. Do you need a single arm or two? Wheels, legs, or a hybrid? Tron serves as a general-purpose embodied platform. By swapping different end effectors and modules, you can assemble the form you need. After Tron was released, the reaction both in China and overseas was intense. It even sparked discussions about competitiveness between China and the US. Tron may be one of the very few robot categories defined by a Chinese company. Personally, I believe that if you need robots in multiple forms, a single Tron-style base can satisfy most of those needs. ZW: We were trying to solve a very practical problem: the cost of exploring real-world scenarios is extremely high. Right now, if you want to test different scenarios, you might need to buy a wheeled robot, a legged robot, and a robotic arm. That can easily cost hundreds of thousands of RMB. You test a scenario, find it doesn’t work, and the money is gone. The underlying idea is for one base to serve multiple forms. Want to test logistics? Install dual arms. Need to handle rough terrain? Switch to legs. Want speed? Add wheels. The forms change, but the core capabilities are reused. You don’t need to buy a completely new robot every time. And this isn’t just a demo machine. It has real payload capacity. It can do real work. Our hope is that Tron becomes the standard tool for scenario exploration, something you can take into real environments to validate whether a scenario works. ZW: We don’t obsess over form. We focus on how a problem should be solved. Right now, many robots look almost the same. Companies are competing on specifications and price. But if China wants to lead in embodied intelligence, it can’t just follow existing paths. Someone has to define something new. Tron came out of that thinking. We didn’t copy an existing category. We started from real needs and rethought what a robot should look like. The result is something genuinely different. Innovation isn’t about being different for its own sake. It’s about recognizing when old paths no longer work. If China wants leadership in this field, imitation and internal competition won’t get it there. ZW: We prioritize investors who can provide real support along the industrial chain and in concrete application scenarios. Going forward, we’ll work with Stone Venture to deploy robots in the Middle East and expand overseas markets. We’re also collaborating with Zhongding to build production lines and enhance manufacturing capacity. With long-term shareholders such as Alibaba, Lenovo, China Merchants Group, and SAIC Motor, we’ve been exploring proof-of-concept projects around embodied technology and real-world scenarios. ZW: Investors are gradually placing more emphasis on real-world deployment. Early on, they look at technology. Later, they care much more about commercial validation. That’s a good thing. From day one, we’ve positioned ourselves as a product-oriented company. We started with technological innovation, but our identity has always been product-driven. RELATED ARTICLENewsLimX Dynamics raises Series B funding to push embodied robots into real-world useWritten by Cheng Zi Written by Cheng Zi ZW: I think professors who become founders face significant disadvantages. The transition is substantial. Based on my experience, it involves several shifts in orientation, moving from academia to technology, then to engineering, product development, and finally commercialization. ZW: Academic orientation is about publishing papers and proposing new ideas. Technology orientation is about being proud of having cutting-edge or best-in-class technology. Engineering orientation focuses on making technology stable and reliable. Product orientation is about creating user value and building something people actually want to use. Commercialization orientation is about closing the loop and achieving sustainable profitability. In the early market, academic and technical advantages can still attract funding. But from the start, we positioned ourselves around products and commercialization. We pursue technologies with commercial value and deployment potential. That’s why we built the Tron series and invested heavily in integrating cognition and motion. ZW: High valuations are a good thing. It means the market is big. We also have tremendous value ourselves. The pressure doesn’t come from peers. It comes from our own urgency to solve real user needs. There are still too many problems in embodied intelligence that haven’t been solved. Deployment hasn’t happened at scale. This isn’t a market where everything is already in place and companies are just competing on price. The opportunities are large, and everyone is still figuring things out. Crowding around the same ideas won’t get you anywhere. ZW: We care more about what’s behind the orders. Have the scenarios been validated? Are customers actually using the robots? Can repeat purchases happen? Those things matter more than headline numbers. Signing a framework agreement is easy, but that’s just the start. We do have solid orders ourselves, but we haven’t talked about them much publicly. ZW: It’s not that we’re avoiding it. We just think our time is better spent focusing on products and scenario validation. These are early days, and most players are still experimenting. We want to do our own work well first. ZW: Not at all. If you can’t raise money with just a deck anymore, that’s not a winter. That’s a return to normal. Projects that never should have been funded are no longer getting funded. That suggests the market is becoming more rational. For teams doing real work, this is positive. I’m optimistic. I don’t think 2026 will be a winter at all. I think it will be the first year of embodied intelligence deployment. We’ll see proof-of-concept validations across many segmented scenarios. They may not scale immediately, but by 2027, I believe they will. ZW: There are several layers. First is technology, though I don’t like starting from a purely technical perspective. Think about smartphones. Is the moat really that no one else can build the technology? Ultimately, the moat is product competitiveness: how much value you deliver to users, your scale in the market, and the size of your user base. Those are the real barriers. In embodied intelligence, early on people tend to anchor moats in technology, whether it’s cognition or motion. But it has to land in products and business. At the technical level, our advantages are threefold. First, our real-time motion generation capabilities, especially in full-size humanoid robots, are relatively advanced. Second, building on that, we’ve accumulated experience and made progress integrating cognition with motion. Third, we have in-house hardware design and manufacturing capabilities. This full-stack capability lets us move faster toward productization and deployment, rather than stopping at demos. More importantly, it’s our product choices and positioning. LimX’s bipedal humanoid robots will not go into factories. If customers want to deploy them in factories, we’ll support that, but we won’t pursue it ourselves. We serve people, not production processes. We target commercial scenarios first, and eventually households. We focus on helping people and augmenting human capabilities. That strategic choice defines everything we do. ZW: Embodied intelligence and humanoid robots are huge concepts with broad deployment possibilities. What we’re building are general-purpose robots. For any single scenario or task, you don’t need a humanoid robot. In logistics or elsewhere, you can often find a more efficient specialized solution. Specialized robots rely on deep hardware-software integration to maximize efficiency in a specific scenario. General-purpose robots follow different logic, and there are two forms of “generality.” One is general hardware plus software applications, similar to the smartphone model. You don’t change the hardware, you expand functionality through software. A single body plus one application may not seem cost-effective. But when you add two, three, or five applications, you reach an inflection point, and capabilities start to compound. That’s the logic behind Cosa. It’s an operating system with memory, cognition, perception, and skill orchestration. It differs from a traditional computer OS. A computer OS manages hardware resources for computing needs. A robot OS manages everything from limbs to motors to produce motion that changes the physical world. It needs dialogue, language, interaction, and multiple agents. Ultimately, it becomes agent-native. The second form of generality is a universal base that can be recombined and adapted for different task scenarios while maintaining efficiency. That’s the premise behind Tron. For example, in logistics sorting, you can configure Tron with dual arms. Over time, a general base capability accumulates across many scenarios. If you walk through the World Robot Conference, you’ll see countless robots of all shapes and sizes, many of which feel similar. Tron offers a different possibility. It suggests robots don’t have to look the way they do today. From that perspective, Tron has historical significance. Years from now, when people look back, I believe Tron will be one of the robots remembered by its era. ZW: 2026 will be the first year when embodied intelligence begins serving real-world scenarios. Technically, there are two major variables. The first is video-based learning. We started focusing on learning generalizable manipulation capabilities from video data in 2024. In early 2025, we released VGM. Teleoperated real robot data is inefficient and cannot scale. That’s why the field has returned to video data, especially first-person video. I often describe data as “ore” and intelligence as “gold.” Data is everywhere. What matters is whether you can refine it. Training directly on real robot data is the most primitive form of refinement. The second variable is reinforcement learning. VLA models are nearing the end of their pre-training phase for embodied intelligence. The field is entering the post-training era. Post-training is similar to RLHF (reinforcement learning from human feedback) for large language models, but in embodied intelligence it is even more important. Pre-training data in this field is scarce. Once a model has basic generalization capabilities, it must enter real-world scenarios quickly, collect data continuously, and improve through real-world reinforcement learning. The goal is to form a flywheel between foundation models and scenario data. You can’t wait until everything is perfect. The flywheel has to start in real environments. ZW: Culture and values, not money alone. Market compensation is rising, and you have to meet reasonable standards. But many people care more about what they can learn here, what they can build, and whether they can do something meaningful. People care about technical challenges, room to grow, and real accomplishment. Money is the baseline. What matters more is the technical environment, learning opportunities, and the chance to build something together. Competing purely on compensation is a primitive approach. I still have work to do here, and this year we’ll focus heavily on building culture. ZW: Reliability, intelligence, ambition, and a desire to grow. Curiosity and openness are also essential. Otherwise, past experience can become a liability for a startup rather than an asset. ZW: In embodied intelligence, the US doesn’t have an advantage. The path from concept to deployment is long. It involves product design, mass production, manufacturing, users, and markets. China moves faster across that chain. Pure artificial intelligence without hardware may still favor the US. But anything involving hardware, China will move faster. ZW: For humanoid robots, the goal is to remove the remote controller and validate product-market fit in several scenarios. We’ll launch new products and build a distinctive product matrix. On the technical side, agent-native operating systems are the priority. We want Tron to become the general-purpose base for embodied intelligence research and deployment, something like what Nvidia’s computing platform is to AI. KrASIA Connection features translated and adapted content that was originally published by 36Kr. This article was written by Xiao Xi for 36Kr. Loading... Subscribe to our newsletters KrASIA A digital media company reporting on China's tech and business pulse.