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Introducing Manifold Diffusion Fields (MDF), our new work on learning generative models over fields defined on curved geometries. This is joint work with our intern Ahmed Elhag (who hasn’t even started his PhD yet!) and @jsusskin at Apple MLR 🧵

Miguel Angel Bautista

3,367 subscribers

37,986 Aufrufe • vor 3 Jahren •via X (Twitter)

Wissenschaft & Technologie Nachrichten & Politik Bildung

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During a meeting with President of Türkiye Recep Tayyip Erdoğan in Istanbul, we discussed bilateral relations between our countries, as well as the situation in Europe and the Middle East. It is important that joint and coordinated actions strengthen the protection of life and help deliver greater security to people in every part of the world. We agreed on new steps in security cooperation. This primarily concerns areas where we can support Türkiye – expertise, technology, and experience. There is firm political readiness to work together, and our teams will finalize the details in the coming days. We discussed practical steps to implement joint projects in developing gas infrastructure, as well as opportunities for joint development of gas fields. I am grateful to the President and the people of Türkiye for their consistent support for our independence and territorial integrity. We value our close cooperation over all these years, which enables us to work on truly significant projects that can strengthen our entire region.

During a meeting with President of Türkiye Recep Tayyip Erdoğan in Istanbul, we discussed bilateral relations between our countries, as well as the situation in Europe and the Middle East. It is important that joint and coordinated actions strengthen the protection of life and help deliver greater security to people in every part of the world. We agreed on new steps in security cooperation. This primarily concerns areas where we can support Türkiye – expertise, technology, and experience. There is firm political readiness to work together, and our teams will finalize the details in the coming days. We discussed practical steps to implement joint projects in developing gas infrastructure, as well as opportunities for joint development of gas fields. I am grateful to the President and the people of Türkiye for their consistent support for our independence and territorial integrity. We value our close cooperation over all these years, which enables us to work on truly significant projects that can strengthen our entire region.

Volodymyr Zelenskyy / Володимир Зеленський

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World modeling and imitation learning have largely been considered two disparate worlds. In our recent work, Unified World Models, just accepted to #RSS2025, Chuning Zhu provides a dead-simple unifying solution: just train a joint diffusion model over actions and future states, but with *decoupled* diffusion time steps across these modalities. Manipulating these decoupled time steps then allows for marginalization or conditioning on actions or states; a single model can serve as a policy, forward dynamics model, video prediction model, or inverse dynamics model by simply setting diffusion timesteps carefully. The resulting model can leverage video datasets along with robot training data much more effectively, and shows improved robustness, generalization, and flexibility. This is exciting because it is frustratingly simple, scalable, and shows strong improvement on real-world robotics problems. Please refer to Chuning Zhu 's excellent thread for more details! More details/code can be found on our website and in the paper -

World modeling and imitation learning have largely been considered two disparate worlds. In our recent work, Unified World Models, just accepted to #RSS2025, Chuning Zhu provides a dead-simple unifying solution: just train a joint diffusion model over actions and future states, but with decoupled diffusion time steps across these modalities. Manipulating these decoupled time steps then allows for marginalization or conditioning on actions or states; a single model can serve as a policy, forward dynamics model, video prediction model, or inverse dynamics model by simply setting diffusion timesteps carefully. The resulting model can leverage video datasets along with robot training data much more effectively, and shows improved robustness, generalization, and flexibility. This is exciting because it is frustratingly simple, scalable, and shows strong improvement on real-world robotics problems. Please refer to Chuning Zhu 's excellent thread for more details! More details/code can be found on our website and in the paper -

Abhishek Gupta

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New Farmer, the Same Old Problem 🔥 Tonight, yet another video surfaces—a farmer setting fire to rice field stubble, sending thick, toxic smoke into the air. This comes on the very same day that Bangkok was ranked the 4th most polluted city in the world. This isn’t just a tradition—it’s negligence. It’s ignorance. And it’s killing our air. Actions like this worsen the public health and environmental crisis we are all living through. Bangkok Community Help will not stand by silently. We will educate these farmers with our last dying breath. Someone has to let them know: this is wrong. This is not how we clear fields. This is not how we treat the air we all breathe. 🌾 Burning fields is illegal. 💨 It poisons our air and harms entire communities. ⚖️ Accountability starts here. Together, we must create awareness, enforce laws, and drive change. The burning must stop. Our future depends on it. #BangkokCommunityHelp #StopBurningFields #AirPollutionCrisis #CleanAirNow #ProtectOurPlanet

New Farmer, the Same Old Problem 🔥 Tonight, yet another video surfaces—a farmer setting fire to rice field stubble, sending thick, toxic smoke into the air. This comes on the very same day that Bangkok was ranked the 4th most polluted city in the world. This isn’t just a tradition—it’s negligence. It’s ignorance. And it’s killing our air. Actions like this worsen the public health and environmental crisis we are all living through. Bangkok Community Help will not stand by silently. We will educate these farmers with our last dying breath. Someone has to let them know: this is wrong. This is not how we clear fields. This is not how we treat the air we all breathe. 🌾 Burning fields is illegal. 💨 It poisons our air and harms entire communities. ⚖️ Accountability starts here. Together, we must create awareness, enforce laws, and drive change. The burning must stop. Our future depends on it. #BangkokCommunityHelp #StopBurningFields #AirPollutionCrisis #CleanAirNow #ProtectOurPlanet

Bangkok Community Help Foundation 🇹🇭

13,902 Aufrufe • vor 1 Jahr

Excited to share a few presentations, demos, and workshop talks from our group and collaborators at #ICRA2026! We will present recent work on real-to-sim-to-real robot policy evaluation, model-based planning with learned dynamics, and multi-modal manipulation. We will also have a joint live demo between SceniX and Analog Devices, Inc. on real-to-sim-to-real cable manipulation at the ICRA exhibition. This is a small teaser of what we have been building, with more to come soon! If you are at ICRA, please stop by the sessions or the demo booth. Happy to chat about robot learning, simulation, world models, and sim-to-real!

Excited to share a few presentations, demos, and workshop talks from our group and collaborators at #ICRA2026! We will present recent work on real-to-sim-to-real robot policy evaluation, model-based planning with learned dynamics, and multi-modal manipulation. We will also have a joint live demo between SceniX and Analog Devices, Inc. on real-to-sim-to-real cable manipulation at the ICRA exhibition. This is a small teaser of what we have been building, with more to come soon! If you are at ICRA, please stop by the sessions or the demo booth. Happy to chat about robot learning, simulation, world models, and sim-to-real!

Yunzhu Li

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The visit to Denmark begins with an important step for our defense. An agreement has been reached on Ukrainian-American cooperation in drone production, including interceptor drones — a crystal clear priority. We have signed an agreement with the robust American company Swift Beat, and it foresees hundreds of thousands of drones this year alone, with the potential to significantly scale up production in the coming year. Interceptors to destroy enemy drones and missiles, quadcopters for reconnaissance and fire adjustment, and long-range strike drones — all of these will be produced in much greater numbers to help us achieve our defense goals and protect the lives of Ukrainians. Today, we will continue our work in Denmark, and on new agreements of this kind — focused on joint production, joint development, and joint defense. I thank everyone who is helping!

The visit to Denmark begins with an important step for our defense. An agreement has been reached on Ukrainian-American cooperation in drone production, including interceptor drones — a crystal clear priority. We have signed an agreement with the robust American company Swift Beat, and it foresees hundreds of thousands of drones this year alone, with the potential to significantly scale up production in the coming year. Interceptors to destroy enemy drones and missiles, quadcopters for reconnaissance and fire adjustment, and long-range strike drones — all of these will be produced in much greater numbers to help us achieve our defense goals and protect the lives of Ukrainians. Today, we will continue our work in Denmark, and on new agreements of this kind — focused on joint production, joint development, and joint defense. I thank everyone who is helping!

Volodymyr Zelenskyy / Володимир Зеленський

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Ireland - Skerries 🇮🇪 Many Irish-Americans in particular can’t believe it when we report that Ireland has ghettos and that the indigenous Irish are rapidly being replaced. Sadly, in reality, this is new normal. Gangs of African migrants, their offspring and some who can’t even speak English trying to take over. There’s fight in the Irish yet, we won’t give up our country that easily 🇮🇪 If you can, please support our work: Follow us and share

Ireland - Skerries 🇮🇪 Many Irish-Americans in particular can’t believe it when we report that Ireland has ghettos and that the indigenous Irish are rapidly being replaced. Sadly, in reality, this is new normal. Gangs of African migrants, their offspring and some who can’t even speak English trying to take over. There’s fight in the Irish yet, we won’t give up our country that easily 🇮🇪 If you can, please support our work: Follow us and share

TheLiberal.ie

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.BJP shouts “Poriborton.” But what they actually mean is PROHIBITION, on our identity, our dignity, and our rights. 🚫 Ban our culture 🚫 Ban our food 🚫 Ban our language 🚫 Ban our voting rights 🚫 Ban our faith 🚫 Ban our love Their contempt for Bengal was on full display yet again at today’s Republic Day parade, when Shahid Matangini Hazra, who faced British bullets with the Tricolour in her hands, was casually mangled as “Mantagini Hazra.” This isn’t a slip of the tongue. This is a pattern. A political project built on humiliating Bengal’s icons, distorting our history, and insulting our martyrs. These Bangla-Birodhis can’t even be bothered to do their basic homework about the people who gave their lives for this nation. But then again, disrespect isn’t accidental. It’s ideological. They derive perverse satisfaction from mocking Bengal, erasing its legacy, and degrading its people.

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All India Trinamool Congress

189,377 Aufrufe • vor 7 Monaten

What's different between these two BC policies? It's the same architecture, training budget, and data collection setup — the only difference is the controller gains! Controller gains are an understudied design parameter in robot learning. In our new work (w/ Antonia Bronars*, Pulkit Agrawal), we show how they act as an inductive bias across BC, RL, and Sim2Real transfer, with real consequences on performance. Here's what we found 🧵 * Equal Contribution 📄arxiv: 🔗website:

What's different between these two BC policies? It's the same architecture, training budget, and data collection setup — the only difference is the controller gains! Controller gains are an understudied design parameter in robot learning. In our new work (w/ Antonia Bronars, Pulkit Agrawal), we show how they act as an inductive bias across BC, RL, and Sim2Real transfer, with real consequences on performance. Here's what we found 🧵 Equal Contribution 📄arxiv: 🔗website:

Younghyo Park

161,481 Aufrufe • vor 4 Monaten

This afternoon I spent some time over at Parkesdale Farms in Dover to discuss the impacts of the recent cold snap on our farming community. Food security is national security. As a state, we have a duty look out for those who do the work to put food on the table and assist them in hardening their crops for when disaster strikes. I’m grateful to the Parke family for showing me around today and for all of our farmers who are putting in long hours to combat this recent weather and protect our food supply.

This afternoon I spent some time over at Parkesdale Farms in Dover to discuss the impacts of the recent cold snap on our farming community. Food security is national security. As a state, we have a duty look out for those who do the work to put food on the table and assist them in hardening their crops for when disaster strikes. I’m grateful to the Parke family for showing me around today and for all of our farmers who are putting in long hours to combat this recent weather and protect our food supply.

Jay Collins

18,501 Aufrufe • vor 6 Monaten

#HelloBlessedPeople 🙏🏾 God tells us not to live in the former things because He is always at work doing something new. Our past hurts, failures, or even past victories were never meant to define us. God has already defined us. More than conquerors through Christ Jesus!! This is a season to release what was and walk forward in what is, our faith in The Almighty! Even when the path feels unclear, God is making a way in the wilderness and streams in places that were dry. Spiritual refreshment, for weary souls!! Let’s move into this new year & season trusting Him not just with our words, but with our steps. Let's get in alignment to fulfill our assignment! Isaiah 43:19 "Remember not the former things, nor consider the things of old. Behold, I am doing a new thing; now it springs forth, do you not perceive it? I will make a way in the wilderness and rivers in the desert." #BBTB #NewBeginnings #TrustGod #WalkInFaith #PurposeInProgress

#HelloBlessedPeople 🙏🏾 God tells us not to live in the former things because He is always at work doing something new. Our past hurts, failures, or even past victories were never meant to define us. God has already defined us. More than conquerors through Christ Jesus!! This is a season to release what was and walk forward in what is, our faith in The Almighty! Even when the path feels unclear, God is making a way in the wilderness and streams in places that were dry. Spiritual refreshment, for weary souls!! Let’s move into this new year & season trusting Him not just with our words, but with our steps. Let's get in alignment to fulfill our assignment! Isaiah 43:19 "Remember not the former things, nor consider the things of old. Behold, I am doing a new thing; now it springs forth, do you not perceive it? I will make a way in the wilderness and rivers in the desert." #BBTB #NewBeginnings #TrustGod #WalkInFaith #PurposeInProgress

Brian Dawkins

21,635 Aufrufe • vor 7 Monaten

Payslip is a recipe for poverty!!! When Morgan Tsvangirai was alive, he would campaign around the country saying, "Uchasvika pakufa usina kubata payslip," same as his comrades Tendai Biti TENDAI BITI and others. Yet the truth is, a payslip will make some poor, and the owner of the company gets richer and richer. "President ED Mnangagwa President of Zimbabwe says, 'Let's go and create wealth on our pieces of land we have,'" said Dr. Tagwirei. In other words, he is saying, "If you want to leave wealth for your family and the next generation, let's work on our pieces of land we have, out in the rural areas where the fields are just lying fallow, lacking someone to cultivate them; let's do something from there."

Payslip is a recipe for poverty!!! When Morgan Tsvangirai was alive, he would campaign around the country saying, "Uchasvika pakufa usina kubata payslip," same as his comrades Tendai Biti TENDAI BITI and others. Yet the truth is, a payslip will make some poor, and the owner of the company gets richer and richer. "President ED Mnangagwa President of Zimbabwe says, 'Let's go and create wealth on our pieces of land we have,'" said Dr. Tagwirei. In other words, he is saying, "If you want to leave wealth for your family and the next generation, let's work on our pieces of land we have, out in the rural areas where the fields are just lying fallow, lacking someone to cultivate them; let's do something from there."

BaShona.

42,980 Aufrufe • vor 1 Jahr

🚀Thrilled to share what we’ve been building at TRI over the past several months: our first Large Behavior Models (LBMs) are here! I’m proud to have been a core contributor to the multi-task policy learning and post-training efforts. At TRI, we’ve been researching how LBMs can help robots learn faster, better, and more efficiently. The key takeaways: ✅ We built an evaluation pipeline to benchmark LBM performance with real 𝐬𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐚𝐥 𝐜𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐜𝐞 ✅ Pre-training on hundreds of tasks makes models more robust—plus, we can teach new, complex tasks with 80% 𝐥𝐞𝐬𝐬 𝐝𝐚𝐭𝐚 ✅ The bigger and more diverse the pre-training, the better the results Check out our overview video, webpage and paper for more details: ✨ 🌎 📄 We hope this work helps move the field of robotics forward!

🚀Thrilled to share what we’ve been building at TRI over the past several months: our first Large Behavior Models (LBMs) are here! I’m proud to have been a core contributor to the multi-task policy learning and post-training efforts. At TRI, we’ve been researching how LBMs can help robots learn faster, better, and more efficiently. The key takeaways: ✅ We built an evaluation pipeline to benchmark LBM performance with real 𝐬𝐭𝐚𝐭𝐢𝐬𝐭𝐢𝐜𝐚𝐥 𝐜𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐜𝐞 ✅ Pre-training on hundreds of tasks makes models more robust—plus, we can teach new, complex tasks with 80% 𝐥𝐞𝐬𝐬 𝐝𝐚𝐭𝐚 ✅ The bigger and more diverse the pre-training, the better the results Check out our overview video, webpage and paper for more details: ✨ 🌎 📄 We hope this work helps move the field of robotics forward!

Zubair Irshad

20,377 Aufrufe • vor 1 Jahr

Comment “Senior” for my free short ebook on fitness training for the senior golfer ⛳️👇 At 63, Vijay is going to make his 32nd start at Augusta next week yet has kept himself in great shape and is still clocking nearly 110mph 🚀 What will you see from the clips is rotation (loaded to own the range too), explosive med ball work and then some solid upper body strength work with pushes, pulls + carries 💪 Lots you can learn from here and apply yourself 😎 Credit to Vijay and his team for this! 👌 As we age we lose range of motion, strength + explosiveness but with proper training this can be significantly reduced and even reversed! 🏋️‍♂️ So get to work! 👊 📸 from Vijay on Insta

Comment “Senior” for my free short ebook on fitness training for the senior golfer ⛳️👇 At 63, Vijay is going to make his 32nd start at Augusta next week yet has kept himself in great shape and is still clocking nearly 110mph 🚀 What will you see from the clips is rotation (loaded to own the range too), explosive med ball work and then some solid upper body strength work with pushes, pulls + carries 💪 Lots you can learn from here and apply yourself 😎 Credit to Vijay and his team for this! 👌 As we age we lose range of motion, strength + explosiveness but with proper training this can be significantly reduced and even reversed! 🏋️‍♂️ So get to work! 👊 📸 from Vijay on Insta

Jamie Greaves | Golf Fitness

51,490 Aufrufe • vor 4 Monaten

Today we're dropping the "beta" tag from Adaptyv, launching our new website and announcing our $8M seed round. When we started Adaptyv a few years ago, our core belief was: AI models for biology are only as good as the experimental data they're trained on and the hypotheses they can test in the real world. Now, after a year of working with many great partners, we’ve scaled our infrastructure to the point that we're now open to anyone who wants to use our platform! Overall, this year, over 30 companies started using Adaptyv to validate their protein designs - from some of the biggest pharmas to frontier AI labs to many, many techbio startups. We've run hundreds of experiments, tested well over 10,000 proteins this year and are generating the data that validates the best AI models currently in development.

Today we're dropping the "beta" tag from Adaptyv, launching our new website and announcing our $8M seed round. When we started Adaptyv a few years ago, our core belief was: AI models for biology are only as good as the experimental data they're trained on and the hypotheses they can test in the real world. Now, after a year of working with many great partners, we’ve scaled our infrastructure to the point that we're now open to anyone who wants to use our platform! Overall, this year, over 30 companies started using Adaptyv to validate their protein designs - from some of the biggest pharmas to frontier AI labs to many, many techbio startups. We've run hundreds of experiments, tested well over 10,000 proteins this year and are generating the data that validates the best AI models currently in development.

Adaptyv Bio

11,484 Aufrufe • vor 11 Monaten

🚀🌟 is NOW LIVE with $SMR and $USDT markets ready for action! 📈 After extensive testing and hard work, our journey begins. Explore our innovative platform and see how we're redefining finance on Shimmer #EVM! ✨ Plus, don't miss our detailed Medium article for an in-depth look at what we offer. 🤓 🔗 And there's more - join our Live Demo session to witness Deepr Finance in action! 🎙️ 🔗 Be part of this exciting new chapter. 🎉 #DeeprLaunch #ShimmerEVM #IOTA #DeFi #DEEPR #SMR #USDT

🚀🌟 is NOW LIVE with $SMR and $USDT markets ready for action! 📈 After extensive testing and hard work, our journey begins. Explore our innovative platform and see how we're redefining finance on Shimmer #EVM! ✨ Plus, don't miss our detailed Medium article for an in-depth look at what we offer. 🤓 🔗 And there's more - join our Live Demo session to witness Deepr Finance in action! 🎙️ 🔗 Be part of this exciting new chapter. 🎉 #DeeprLaunch #ShimmerEVM #IOTA #DeFi #DEEPR #SMR #USDT

Deepr Finance

31,207 Aufrufe • vor 2 Jahren

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Growing Sl8 Means Growing Its Community Our work on expanding Sl8 never stops. One of the key priorities for Cassator is continuously bringing new users and new creators into the ecosystem - not through isolated campaigns, but by building long-term relationships with influencers, communities, and partners across different markets. Today, Sl8 is already supported by a growing number of influencers from different countries and across multiple social platforms. This gives us a strong foundation to keep expanding our reach, strengthening awareness around the platform, and introducing Sl8 to new audiences. One of the markets currently in active development is the GCC region, where we are now significantly scaling our presence. We are preparing a large-scale creator campaign focused on bringing new audiences into Sl8, and 48 influencers have already agreed to work with us as part of this expansion. At the same time, negotiations continue with a much broader pool of creators across the region. Our approach is to enter each new market through relevant local creators and communities, building awareness around Sl8 and converting that attention into a growing, engaged user base. The expansion process continues to gain momentum, with new creators, partnerships, and markets joining the Sl8 ecosystem step by step.

Cassator Corp.

21,413 Aufrufe • vor 12 Tagen

We are extremely proud of this achievement that we have accomplished together. We truly risked our lives to reach this place, as it is located very close to military deployment areas, and the road was extremely dangerous at every moment. We have now started our new project to provide clean drinking water, and this truck is heading to one of the most dangerous and heavily affected areas. The work is exhausting and extremely tiring, but the need for clean water cannot wait. Displaced families are facing a severe shortage of safe drinking water, and more people are relying on this support every day. Today, we are launching water truck number 11 as part of this project, continuing despite all challenges and risks. Please share this post and follow our organization’s account to support the continuation of this life-saving work.

We are extremely proud of this achievement that we have accomplished together. We truly risked our lives to reach this place, as it is located very close to military deployment areas, and the road was extremely dangerous at every moment. We have now started our new project to provide clean drinking water, and this truck is heading to one of the most dangerous and heavily affected areas. The work is exhausting and extremely tiring, but the need for clean water cannot wait. Displaced families are facing a severe shortage of safe drinking water, and more people are relying on this support every day. Today, we are launching water truck number 11 as part of this project, continuing despite all challenges and risks. Please share this post and follow our organization’s account to support the continuation of this life-saving work.

Tamer Nahed

435,812 Aufrufe • vor 1 Monat

On Saturday evening a CAT Deputy who also happens be a Motor Deputy stopped this moped with no plates driving through the snow. The driver works in West Omaha and lives in near Carter Lake. Deputies warned him of the dangers driving his moped on snow packed roads and he agreed but added the moped is his only mode of transportation to work. The driver was given a warning for no proof of ownership and sent on his way home. We all want to make it to work and provide for our families, and it’s hard not to feel for someone who has no other way to get there. While it's not illegal, a two wheeled vehicle on snow-packed roads is very dangerous.

On Saturday evening a CAT Deputy who also happens be a Motor Deputy stopped this moped with no plates driving through the snow. The driver works in West Omaha and lives in near Carter Lake. Deputies warned him of the dangers driving his moped on snow packed roads and he agreed but added the moped is his only mode of transportation to work. The driver was given a warning for no proof of ownership and sent on his way home. We all want to make it to work and provide for our families, and it’s hard not to feel for someone who has no other way to get there. While it's not illegal, a two wheeled vehicle on snow-packed roads is very dangerous.

DCSO - Omaha, NE

355,315 Aufrufe • vor 8 Monaten

This is a call for creatives with a mission to serve. I’m looking for the best designers, artists, and creatives in the world to take on hard and real problems. Come use your superpowers to craft intuitive, complex products and stories. Design isn’t decoration, it’s direction. At Anduril Industries, design is embedded as part of our core strategy. Our team crafts every touch point—from our products to our website, our videos and marketing campaigns, concept and mission communication, even the architecture and the spaces we work in. #Hiring all Summer: Industrial, prototyping, CMF, photography, film, motion, interaction, digital, environmental, merchandise, OOH, graphics, identity systems.

This is a call for creatives with a mission to serve. I’m looking for the best designers, artists, and creatives in the world to take on hard and real problems. Come use your superpowers to craft intuitive, complex products and stories. Design isn’t decoration, it’s direction. At Anduril Industries, design is embedded as part of our core strategy. Our team crafts every touch point—from our products to our website, our videos and marketing campaigns, concept and mission communication, even the architecture and the spaces we work in. #Hiring all Summer: Industrial, prototyping, CMF, photography, film, motion, interaction, digital, environmental, merchandise, OOH, graphics, identity systems.

jen bucci

44,594 Aufrufe • vor 1 Jahr

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nuco.cloud

16,284 Aufrufe • vor 2 Jahren