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BREAKING: Trump thinks that 5G (5th Generation wireless technology) stands for how good a camera is on one's phone. This guy is a complete and utter idiot. 1G = 1st Generation (analog cell phones in the 1980s) 2G = 2nd Generation (text messaging, basic data) 3G = 3rd Generation... show more

Brian Krassenstein

997,731 subscribers

375,209 görüntüleme • 8 ay önce •via X (Twitter)

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Make Pixels Dance: High-Dynamic Video Generation paper page: Creating high-dynamic videos such as motion-rich actions and sophisticated visual effects poses a significant challenge in the field of artificial intelligence. Unfortunately, current state-of-the-art video generation methods, primarily focusing on text-to-video generation, tend to produce video clips with minimal motions despite maintaining high fidelity. We argue that relying solely on text instructions is insufficient and suboptimal for video generation. In this paper, we introduce PixelDance, a novel approach based on diffusion models that incorporates image instructions for both the first and last frames in conjunction with text instructions for video generation. Comprehensive experimental results demonstrate that PixelDance trained with public data exhibits significantly better proficiency in synthesizing videos with complex scenes and intricate motions, setting a new standard for video generation.

Make Pixels Dance: High-Dynamic Video Generation paper page: Creating high-dynamic videos such as motion-rich actions and sophisticated visual effects poses a significant challenge in the field of artificial intelligence. Unfortunately, current state-of-the-art video generation methods, primarily focusing on text-to-video generation, tend to produce video clips with minimal motions despite maintaining high fidelity. We argue that relying solely on text instructions is insufficient and suboptimal for video generation. In this paper, we introduce PixelDance, a novel approach based on diffusion models that incorporates image instructions for both the first and last frames in conjunction with text instructions for video generation. Comprehensive experimental results demonstrate that PixelDance trained with public data exhibits significantly better proficiency in synthesizing videos with complex scenes and intricate motions, setting a new standard for video generation.

AK

102,706 görüntüleme • 2 yıl önce

🇨🇳China’s next generation airpower is moving fast. Fresh testing footage shows the J36 in flight, confirming that China now has two sixth generation fighters in the air J36 and J50. 🇺🇸By comparison, the United States is not expected to unveil the F47 until 2028. That creates an almost four year window where China holds a clear lead in bringing sixth generation technology into real testing. A serious shift is taking shape in the race for future air dominance.

🇨🇳China’s next generation airpower is moving fast. Fresh testing footage shows the J36 in flight, confirming that China now has two sixth generation fighters in the air J36 and J50. 🇺🇸By comparison, the United States is not expected to unveil the F47 until 2028. That creates an almost four year window where China holds a clear lead in bringing sixth generation technology into real testing. A serious shift is taking shape in the race for future air dominance.

Defense Intelligence

261,839 görüntüleme • 8 ay önce

Xmax X1, the first real-time interactive video model, is here. Powered by autoregressive streaming generation, X1 achieves millisecond ultra-low latency and infinite-length generation, enabling truly natural spatial interaction. Camera is redefined. It’s no longer just a lens, but a magic wand that breaks the barrier between dimensions. Summon virtual beings into your reality and interact with them in real-time. Live implementation video is below, truely amazing work! Definitely one to watch.

Xmax X1, the first real-time interactive video model, is here. Powered by autoregressive streaming generation, X1 achieves millisecond ultra-low latency and infinite-length generation, enabling truly natural spatial interaction. Camera is redefined. It’s no longer just a lens, but a magic wand that breaks the barrier between dimensions. Summon virtual beings into your reality and interact with them in real-time. Live implementation video is below, truely amazing work! Definitely one to watch.

机器之心 JIQIZHIXIN

91,853 görüntüleme • 6 ay önce

Meta announces Movie Gen A Cast of Media Foundation Models We present Movie Gen, a cast of foundation models that generates high-quality, 1080p HD videos with different aspect ratios and synchronized audio. We also show additional capabilities such as precise instruction-based video editing and generation of personalized videos based on a user’s image. Our models set a new state-of-the-art on multiple tasks: text-to-video synthesis, video personalization, video editing, video-to-audio generation, and text-to-audio generation. Our largest video generation model is a 30B parameter transformer trained with a maximum context length of 73K video tokens, corresponding to a generated video of 16 seconds at 16 frames-per-second. We show multiple technical innovations and simplifications on the architecture, latent spaces, training objectives and recipes, data curation, evaluation protocols, parallelization techniques, and inference optimizations that allow us to reap the benefits of scaling pre-training data, model size, and training compute for training large scale media generation models. We hope this paper helps the research community to accelerate progress and innovation in media generation models

Meta announces Movie Gen A Cast of Media Foundation Models We present Movie Gen, a cast of foundation models that generates high-quality, 1080p HD videos with different aspect ratios and synchronized audio. We also show additional capabilities such as precise instruction-based video editing and generation of personalized videos based on a user’s image. Our models set a new state-of-the-art on multiple tasks: text-to-video synthesis, video personalization, video editing, video-to-audio generation, and text-to-audio generation. Our largest video generation model is a 30B parameter transformer trained with a maximum context length of 73K video tokens, corresponding to a generated video of 16 seconds at 16 frames-per-second. We show multiple technical innovations and simplifications on the architecture, latent spaces, training objectives and recipes, data curation, evaluation protocols, parallelization techniques, and inference optimizations that allow us to reap the benefits of scaling pre-training data, model size, and training compute for training large scale media generation models. We hope this paper helps the research community to accelerate progress and innovation in media generation models

AK

62,719 görüntüleme • 1 yıl önce

On May 2, 2022, The U.S. Army 4th PSYOP Group (Airborne) division released this video titled “Ghosts In The Machine” that gives everyone a view into the new war that is often unseen, 5th Generation Warfare. It is important to never doubt your worth or impact.

On May 2, 2022, The U.S. Army 4th PSYOP Group (Airborne) division released this video titled “Ghosts In The Machine” that gives everyone a view into the new war that is often unseen, 5th Generation Warfare. It is important to never doubt your worth or impact.

Dom Lucre | Breaker of Narratives

97,626 görüntüleme • 5 ay önce

.Polymath is training world generation models to automate the creation of RL environments. Traditionally, RL environment generation has been bottlenecked by human data. Superintelligence will never be achieved by human data alone. Polymath is building the core technology to enable automated environment generation using far less human effort than traditionally required, and eventually none. This allows for more complex and realistic worlds, and higher quality, scale, and diversity of tasks. This will be essential to unlock RL scaling. The end goal is to create large-scale, long-horizon environments from a text description alone. This will enable the creation of worlds of arbitrary complexity and scale, which is foundational for training & evaluating autonomous, superintelligent AI agents. Congrats on the launch, Dylan Ma and Naren Yenuganti!

.Polymath is training world generation models to automate the creation of RL environments. Traditionally, RL environment generation has been bottlenecked by human data. Superintelligence will never be achieved by human data alone. Polymath is building the core technology to enable automated environment generation using far less human effort than traditionally required, and eventually none. This allows for more complex and realistic worlds, and higher quality, scale, and diversity of tasks. This will be essential to unlock RL scaling. The end goal is to create large-scale, long-horizon environments from a text description alone. This will enable the creation of worlds of arbitrary complexity and scale, which is foundational for training & evaluating autonomous, superintelligent AI agents. Congrats on the launch, Dylan Ma and Naren Yenuganti!

Y Combinator

44,192 görüntüleme • 5 ay önce

We set about reconnecting, and made an important stand on the issue of mobile phones. We are now committed to a mobile phone hand in system from September. The case that Jonathan Haidt made in Anxious Generation is too strong to ignore. We will be a social connection oasis.

We set about reconnecting, and made an important stand on the issue of mobile phones. We are now committed to a mobile phone hand in system from September. The case that Jonathan Haidt made in Anxious Generation is too strong to ignore. We will be a social connection oasis.

David Scales

56,976 görüntüleme • 1 yıl önce

ELON: THE FUTURE OF AI IS REAL-TIME VIDEO COMPREHENSION AND GENERATION Elon said most human-AI interaction will soon happen through real-time video, both in understanding and creating it. He explained that while text carries higher information density, video already dominates the internet in both data generation and compute demand: “Most interaction is going to be real-time video with AI, real-time video comprehension and real-time video generation. That’s going to be most of the load, and that’s how it is for most of the internet right now. Most of the internet is video. Text is a pretty small percentage, but it tends to be higher value or more densely compressed information. If you look at the most bits generated and compute spent, it’s certainly going to be video.” Source: Nikhil Kamath

ELON: THE FUTURE OF AI IS REAL-TIME VIDEO COMPREHENSION AND GENERATION Elon said most human-AI interaction will soon happen through real-time video, both in understanding and creating it. He explained that while text carries higher information density, video already dominates the internet in both data generation and compute demand: “Most interaction is going to be real-time video with AI, real-time video comprehension and real-time video generation. That’s going to be most of the load, and that’s how it is for most of the internet right now. Most of the internet is video. Text is a pretty small percentage, but it tends to be higher value or more densely compressed information. If you look at the most bits generated and compute spent, it’s certainly going to be video.” Source: Nikhil Kamath

Mario Nawfal

15,670 görüntüleme • 8 ay önce

VIDEO | Mumbai: On being asked about protests and concerns that protesters may be labelled "anti-national", RSS chief Mohan Bhagwat, while addressing Gen Z and Gen Alpha, says, "...I want to make it clear that if Gen Z engages in any agitation, they are not anti-national. They are our own people; they are our next generation. A sense of belonging and mutual respect is needed for dialogue to take place. We need to recognise and respect each other. Only then can a meaningful dialogue happen, where we understand their concerns and they understand our perspective. This is how it should be. I do not believe that Gen Z or the younger generation is like that... I believe today's younger generation, Gen Z and Gen Alpha, is more honest than the existing generation. This generation should have honesty towards the nation, a spirit of patriotism, and a commitment to service."

VIDEO | Mumbai: On being asked about protests and concerns that protesters may be labelled "anti-national", RSS chief Mohan Bhagwat, while addressing Gen Z and Gen Alpha, says, "...I want to make it clear that if Gen Z engages in any agitation, they are not anti-national. They are our own people; they are our next generation. A sense of belonging and mutual respect is needed for dialogue to take place. We need to recognise and respect each other. Only then can a meaningful dialogue happen, where we understand their concerns and they understand our perspective. This is how it should be. I do not believe that Gen Z or the younger generation is like that... I believe today's younger generation, Gen Z and Gen Alpha, is more honest than the existing generation. This generation should have honesty towards the nation, a spirit of patriotism, and a commitment to service."

Press Trust of India

53,468 görüntüleme • 11 gün önce

“Right now as we speak, more internet is being deleted than is being created. This is the first time in history, where if we do this right, if we can preserve our wisdom correctly, you and I will be part of the first generation that will try, on a grand scale to collect wisdom and put it in a bucket and leap it forward for the next generation to grow upon”—Brian Roemmele on saving wisdom

“Right now as we speak, more internet is being deleted than is being created. This is the first time in history, where if we do this right, if we can preserve our wisdom correctly, you and I will be part of the first generation that will try, on a grand scale to collect wisdom and put it in a bucket and leap it forward for the next generation to grow upon”—Brian Roemmele on saving wisdom

Brian Roemmele

190,284 görüntüleme • 1 yıl önce

Tencent presents GameGen-O Open-world Video Game Generation We introduce GameGen-O, the first diffusion transformer model tailored for the generation of open-world video games. This model facilitates high-quality, open-domain generation by simulating a wide array of game engine features, such as innovative characters, dynamic environments, complex actions, and diverse events. Additionally, it provides interactive controllability, thus allowing for the gameplay simulation. The development of GameGen-O involves a comprehensive data collection and processing effort from scratch. We collect and build the first Open-World Video Game Dataset (OGameData), amassed extensive data from over a hundred of next-generation open-world games, employing a proprietary data pipeline for efficient sorting, scoring, filtering, and decoupled captioning. This robust and extensive OGameData forms the foundation of our model's training process. GameGen-O undergoes a two-stage training process, consisting of foundation model pretraining and instruction tuning. In the first phase, the model is pre-trained on the OGameData via the text-to-video and video continuation, endowing GameGen-O with the capability for open-domain video game generation. In the second phase, the pre-trained model is frozen, and we fine-tuned using a trainable InstructNet, which enables the production of subsequent frames based on multimodal structural instructions. This whole training process imparts the model with the ability to generate and interactively control content. In summary, GameGen-O represents a notable initial step forward in the realm of open-world video game generation via generative models. It underscores the potential of generative models to serve as an alternative to rendering techniques, which can efficiently combine creative generation with interactive capabilities.

Tencent presents GameGen-O Open-world Video Game Generation We introduce GameGen-O, the first diffusion transformer model tailored for the generation of open-world video games. This model facilitates high-quality, open-domain generation by simulating a wide array of game engine features, such as innovative characters, dynamic environments, complex actions, and diverse events. Additionally, it provides interactive controllability, thus allowing for the gameplay simulation. The development of GameGen-O involves a comprehensive data collection and processing effort from scratch. We collect and build the first Open-World Video Game Dataset (OGameData), amassed extensive data from over a hundred of next-generation open-world games, employing a proprietary data pipeline for efficient sorting, scoring, filtering, and decoupled captioning. This robust and extensive OGameData forms the foundation of our model's training process. GameGen-O undergoes a two-stage training process, consisting of foundation model pretraining and instruction tuning. In the first phase, the model is pre-trained on the OGameData via the text-to-video and video continuation, endowing GameGen-O with the capability for open-domain video game generation. In the second phase, the pre-trained model is frozen, and we fine-tuned using a trainable InstructNet, which enables the production of subsequent frames based on multimodal structural instructions. This whole training process imparts the model with the ability to generate and interactively control content. In summary, GameGen-O represents a notable initial step forward in the realm of open-world video game generation via generative models. It underscores the potential of generative models to serve as an alternative to rendering techniques, which can efficiently combine creative generation with interactive capabilities.

AK

367,128 görüntüleme • 1 yıl önce

Rent costs an arm and a leg, grocery prices are through the roof, and nobody can find a job. Apparently, the government thinks this is ‘good news’ for young people in Canada. Why are they celebrating that an entire generation is just barely getting by?

Rent costs an arm and a leg, grocery prices are through the roof, and nobody can find a job. Apparently, the government thinks this is ‘good news’ for young people in Canada. Why are they celebrating that an entire generation is just barely getting by?

Melissa Lantsman

36,221 görüntüleme • 6 ay önce

What is Gallium Nitride (GaN) and how is it shaping the future of energy? GaN is a next-generation semiconductor material that switches faster, generates less heat, and enables more efficient power conversion than traditional silicon. It’s already used in advanced aerospace and high-performance electronics. 💫 Now, it’s becoming a core technology across the Enphase platform — from the recently announced IQ9S and IQ9N Commercial Microinverters to future products like the IQ Solid-State Transformer (IQ SST), IQ Bidirectional EV Charger, 5th-generation IQ Battery, and more. GaN is unlocking the future of energy systems.

What is Gallium Nitride (GaN) and how is it shaping the future of energy? GaN is a next-generation semiconductor material that switches faster, generates less heat, and enables more efficient power conversion than traditional silicon. It’s already used in advanced aerospace and high-performance electronics. 💫 Now, it’s becoming a core technology across the Enphase platform — from the recently announced IQ9S and IQ9N Commercial Microinverters to future products like the IQ Solid-State Transformer (IQ SST), IQ Bidirectional EV Charger, 5th-generation IQ Battery, and more. GaN is unlocking the future of energy systems.

Enphase Energy

16,915 görüntüleme • 3 ay önce

🧊 This will send chills down your spine. Kate Shemirani issues a warning about the dangers of the most silent toxin plaguing our generation: 5G. “That mid-band 5G is going to open your blood brain barrier.” “And that’s there for a reason: to protect your brain from toxins.” “Any parasites, any bacteria, any mold, any fungus is all going to go wild in your body under the influence of that 5G as they start cranking it up.”

🧊 This will send chills down your spine. Kate Shemirani issues a warning about the dangers of the most silent toxin plaguing our generation: 5G. “That mid-band 5G is going to open your blood brain barrier.” “And that’s there for a reason: to protect your brain from toxins.” “Any parasites, any bacteria, any mold, any fungus is all going to go wild in your body under the influence of that 5G as they start cranking it up.”

Children’s Health Defense

32,635 görüntüleme • 1 ay önce

Unreal Engine 5 is becoming the go-to platform for robotics teams, not just as a simulator but as a synthetic data factory powering the next generation of robotics systems🦾 From synthetic data to sim-to-real transfer, read our piece on how UE5 is quietly reshaping how robots learn to see, move, and act in the real world:

Unreal Engine 5 is becoming the go-to platform for robotics teams, not just as a simulator but as a synthetic data factory powering the next generation of robotics systems🦾 From synthetic data to sim-to-real transfer, read our piece on how UE5 is quietly reshaping how robots learn to see, move, and act in the real world:

Unreal Engine

61,187 görüntüleme • 4 ay önce

SuperSplat's voxel collision is a game changer for 3D Gaussian splat creators. Generate a highly accurate, inescapable voxel representation of any splat, regardless of quality. Generation is performed on the GPU, so it's super-fast. The voxel representation is tiny - only 418KB for this scene. And all this magic is free and open source, courtesy of the splat-transform library from PlayCanvas.

SuperSplat's voxel collision is a game changer for 3D Gaussian splat creators. Generate a highly accurate, inescapable voxel representation of any splat, regardless of quality. Generation is performed on the GPU, so it's super-fast. The voxel representation is tiny - only 418KB for this scene. And all this magic is free and open source, courtesy of the splat-transform library from PlayCanvas.

Will Eastcott

12,653 görüntüleme • 3 ay önce

♾ The #Internet #Computer (#ICP) is a third-generation #blockchain that takes the internet to the next level, enabling decentralized apps and services to run with incredible speed, security, and scalability. We have seen that $ICP has already achieved: ✅ Internet Identities: 2 600 000 ✅ Smart Contracts: 553 032 ✅ Total Canister State: 5.17 TiB ✅ Transactions: 5195 TX/s ✅ 5$/GB/Year to host on chain data. ✅ Total ICP Value Locked: $2’108’273’404 We are committed to shaping the #future of the #Internet, and we resonate with everyone, striving to build a better future for the #next #generation. 🦾 🙏 If you are a true believer, please share and like. #InternetComputer #ICP #Dfinity #ICPTokens

♾ The #Internet #Computer (#ICP) is a third-generation #blockchain that takes the internet to the next level, enabling decentralized apps and services to run with incredible speed, security, and scalability. We have seen that $ICP has already achieved: ✅ Internet Identities: 2 600 000 ✅ Smart Contracts: 553 032 ✅ Total Canister State: 5.17 TiB ✅ Transactions: 5195 TX/s ✅ 5$/GB/Year to host on chain data. ✅ Total ICP Value Locked: $2’108’273’404 We are committed to shaping the #future of the #Internet, and we resonate with everyone, striving to build a better future for the #next #generation. 🦾 🙏 If you are a true believer, please share and like. #InternetComputer #ICP #Dfinity #ICPTokens

ICP Tokens

20,748 görüntüleme • 1 yıl önce

Farcical. Yesterday, Chris Hipkins publicly criticised Genesis Energy for not dipping into its own pockets to fund new generation projects, completely unaware that the company is in fact committing $1.6 billion to new generation. For the Labour leader to be so out of touch with the basic details of major new generation projects at a company in which the government holds a 51% stake, is a masterclass in incompetence. Hipkins then claimed there is "manufactured scarcity" in electricity supply, completely ignoring the massive barrier of resource consents, which this government's Fast-track Approvals Act is designed to address. Hipkins rounded off by criticising the proposed LNG terminal - while failing to make any mention of the record levels of Indonesian coal imported by Labour - which ironically coincided with his govt declaring a climate emergency.

Farcical. Yesterday, Chris Hipkins publicly criticised Genesis Energy for not dipping into its own pockets to fund new generation projects, completely unaware that the company is in fact committing $1.6 billion to new generation. For the Labour leader to be so out of touch with the basic details of major new generation projects at a company in which the government holds a 51% stake, is a masterclass in incompetence. Hipkins then claimed there is "manufactured scarcity" in electricity supply, completely ignoring the massive barrier of resource consents, which this government's Fast-track Approvals Act is designed to address. Hipkins rounded off by criticising the proposed LNG terminal - while failing to make any mention of the record levels of Indonesian coal imported by Labour - which ironically coincided with his govt declaring a climate emergency.

Suit and tie

16,398 görüntüleme • 5 ay önce