Loading video...

Video Failed to Load

Go Home

Protein–ligand cofolding models are getting incredibly powerful… but do they have to be so slow? 🧬🐢💊 Our new preprint introduces a new flow-map framework called DeCAF for fast few-step cofolding — up to 5× faster while preserving sample quality on the SOTA Pearl model and 20x faster than Boltz...

21,371 views • 1 month ago •via X (Twitter)

0 Comments

No comments available

Comments from the original post will appear here

Related Videos

Today's recap: - Initial prototype of Divine's face was printed but it had human assistance. - Files are generated from stable diffusion prompt -> NeRF by divine and were based on community sentiment from early sketches she made. - Having divine redesign the 3D file with different Hugging Face models to get better quality. Have not found a great model like our video generator. - Ordered new table for divine's print arm. The table her arm is on is too flimsy. Since Divine's vision system is still clearing customs, if she is not perfectly positioned she can be prone to hit things, like the fume box the printer is in. ETA: 1-2 days for table. 1 week for vision system. - Another part of Divine's coming stream will be attempting to surpass the skills of this AI. - Stacking more content for when the stream goes live, a lot of people were expecting a 24/7 stream, we said this would be a test stream to print the face. The test was a failure. We will try and try again until we are 24/7. If anyone can please try and beat us to doing this, it will help me get it done faster. - TikTok account for divine is growing at 500 follows per day, it is now growing faster than our X account. - Got replies functioning in high quality testing in Discord. Fine tuning based on community feedback today. Will soon deploy to Twitter/Telegram/X - Lots of good partnership calls, interviews and hires. We now have over 10 team members around the world working on divine. Expect a lot of my shortcomings to be caught up. - OF made? - Surprises.

Parallel

35,848 views • 1 year ago

Hills I will die on as an elementary school teacher, who just wrapped up my 32nd year teaching! 1. If you are not PASSIONATE about blessing, serving, and empowering those you are blessed to teach, this profession is not for you. 2. Our students are not “ours”. They are their families, and we need to understand the magnitude of the calling, and responsibility we have to meet them where they are, and to help them to get to a place that they never thought possible. 3. As important as the curriculum is (and it IS important), the children in our classroom are what matter most. It’s our JOB to teach the curriculum to SERVE our students, NOT to use our students to push any sort of agenda. 4. Just as we teach our students to “leave things better than they found them”, we need to leave our students better than they were when they first entered into our classroom. Never let a day pass without pouring into each and every child. 5. We should not teach our children WHAT to think, but HOW to think, and how to use that knowledge to bless and serve not only themselves, but the world around them. 6. Our words carry little (or NO value), if we do not practice what we preach. 7. If we don’t make learning fun, children will view learning as a chore, and we we will be creating a generation of children who grow up to be young adults who don’t see the joy in learning new things. 8. The child that may be “difficult to reach/teach” (the one who may get on your last nerve more than you could ever imagine), is someone’s EVERYTHING. Get to know them as human beings, find out what motivates them, and do everything you can to help them to thrive. 9. Never tell a child they “can’t” do something. God has blessed each of them with far more strengths and talents than we may know, and it’s not our job to tell them what they can’t do, but to help them to realize all the things they CAN do. 10. The legacy you leave as a teacher will never be determined by your student’s test scores, but by the human beings you helped them become throughout their lives.

Coach Hines 🇺🇸

62,165 views • 1 month ago

My wife bought a brand new iPhone at the Apple store located at Jakande, Lekki Phase 1,Lagos last September. We decided to trade it in for a new one today at the Apple Store located at Westfield Stratford City Arcade (London) a few minutes ago Only God did not let them call the police on us The attendant scanned the IPhone and declared that it had been reported as stolen. Stolen from where? It was not a used iPhone It was new, purchased from an approved Apple Store and we have all the receipts intact The attendant saw our indignation and went ahead to consult with her superiors They scanned again and they declared that it was reported “missing”. They adjusted their language from stolen to missing and told us it has zero swap value. I was not shocked at all even though I should be. Nigerians like cutting corners for unhealthy gains and they always believe this is good business for them as long as they were able to make a buck. Somehow we were able to walk out of that Apple Store without any drama but I remember telling my wife that we would have had a lot of explaining to do if they had a policy that required that they must report such incidents to the police. Nigerian business people must try to do better than this There is something called integrity, it has a higher value than the dirty gains they think they are getting by playing dirty. I have always insisted on buying things in Nigeria because it helps the economy but I can see the reason many prefer to shop abroad. We must do better than this as a people. -GSW-

Gbenga Samuel-Wemimo

6,250,219 views • 11 months ago

Depth Any Video with Scalable Synthetic Data AI physicists and chemists continue to make strides in depth estimation from video. Check out this new paper featuring some impressive examples. See the thread for more details (unfortunately no code yet). Abstract: Video depth estimation has long been hindered by the scarcity of consistent and scalable ground truth data, leading to inconsistent and unreliable results. In this paper, we introduce Depth Any Video, a model that tackles the challenge through two key innovations. First, we develop a scalable synthetic data pipeline, capturing real-time video depth data from diverse game environments, yielding 40,000 video clips of 5-second duration, each with precise depth annotations. Second, we leverage the powerful priors of generative video diffusion models to handle real-world videos effectively, integrating advanced techniques such as rotary position encoding and flow matching to further enhance flexibility and efficiency. Unlike previous models, which are limited to fixed-length video sequences, our approach introduces a novel mixed-duration training strategy that handles videos of varying lengths and performs robustly across different frame rates 0 - even on single frames. At inference, we propose a depth interpolation method that enables our model to infer high-resolution video depth across sequences of up to 150 frames. Our model outperforms all previous generative depth models in terms of spatial accuracy and temporal consistency.

MrNeRF

27,428 views • 1 year ago

After 3 incredible years and 1.6M students later, my journey at ALX Africa has come to an end. It has been a life-changing experience, during which I made a lot of friends, worked with an incredibly dedicated team, and met so many talented students. A few numbers. We scaled from a few thousand students to 1.6M students on our platform. Students loved it and many of them took more than one course: 4M total! For the famous #ALX_SE Software engineering program, our SE students made an average of 2,000 commits and our checker reviewed 180M of their projects. That’s 2B lines of code… and that was before Claude Code. They actually wrote these themselves (unless Kimba said otherwise :) A big thank you to all my SE team mates, I am so proud of what we have accomplished, and I will really miss you all. Thank you to Fred for the trust he put in me and always supporting my crazy new and disruptive ideas. Thank you to my students. It was an honor to work with you, watch you struggle but relentlessly move forward, no matter what, until you got this job. To those who are still struggling finding this job, keep pushing forward. Don’t let go. You got this. You all have worked so hard and I am so proud of you. You are the greatest thing I've ever been part of and I can't wait to see what impact you will have on the world. It’s your turn to shine now, and hopefully for some of you to give back to the community whenever you are in a position to. I hope you’ll keep sharing the good news with me when you get this internship, this job, or when you launch your company. These messages are everything to me. In any case, I’ll be watching you from afar, and you can count on me to continue answering all your LinkedIn and X messages. Can’t conclude without ALX Africa’s signature: continue to “Do Hard Things”. Remember who you are, where you are coming from, and where you set out to go. I’ll see you there soon. With love. J PS: Want to know what's next for me? Drop your email here:

Julien Barbier 🙃❤️🏴‍☠️

18,811 views • 3 months ago

NEW ALBUM “LEGENDS” OUT OCT 17! ⚠️ Pre-order 👉 Friends, it’s been a long time coming, but the wait is finally over! We’re excited to reveal that our 11th studio album “Legends” is out on October 17th! Join us as we explore the extraordinary lives of those who’ve left a lasting mark on history, from the fearless Joan of Arc and the unstoppable Napoleon Bonaparte to the cunning Julius Caesar and the legendary swordmaster, Miyamoto Musashi. You can now pre-order the album in a variety of formats including multiple vinyl editions, CD, cassette and digital, plus, if you’re quick you can get your hands on a unique Storyteller Edition if you pre-order the Earbook or Digibook. Joakim comments: “Legends have always been woven into our music, and the “Heroes” album is the perfect example of that! I’m incredibly proud of “Heroes” and everything it stands for, so “Legends” is just a natural next step. It’s like the story continues but goes way back in time. We’re excited to finally be taking our listeners on a new journey! Here’s to another chapter in Sabaton’s story!” And because we couldn’t drop this bombshell without something extra… Two brand-new songs from “Legends” are streaming NOW! ⚔️ “The Duelist” ⚡ “Lightning at the Gates” Both tracks are available to stream on all major platforms, and you can catch the lyric videos now on YouTube. Turn up the volume, spread the word and thank you for standing with us all these years. “Legends” is coming and it’s going to be epic. Secure your copy now before it’s too late!

Sabaton

45,882 views • 11 months ago

Slow Progress is the New Reality of Modern Wars There are many people commenting on Russian difficulties and coming up with numerous reasons for their alleged collapse. I absolutely do not see any collapse; on the contrary, Russia has already normalized a state of war in Ukraine, which boosts its economic and industrial growth. The difficulties faced by Russia today are the same as at the beginning of the war, with soldiers having to spend up to half of their initial salaries on their own equipment, delays in pensions, and a series of other problems that are mirrored on the Ukrainian side, even with all the support from allies. The war today is much less lethal than it was months ago, and both Russian and Ukrainian losses have significantly decreased during this phase. Lethality has fallen, but Russian advances persist. And why are they slow? Is it a Ukrainian tactic? No. They are slow because they are accompanied by the deployment of communication infrastructure like signal repeaters for drones, the advancement of artillery guided by drones, maneuvers using FAB and more recently ODAB bombs against Ukrainian drone operators' facilities, infiltration by reconnaissance teams, saboteurs, and a series of protocols they have developed. That conventional war with rapid advances no longer exists, and in the context of a battlefield dominated by drones, it is unlikely to return. Modern wars will have slow progress, as seen in the attacks and counter-attacks of the Russians and Ukrainians in this war. Contemporary military forces are still unable to see this new reality of war. When analyzing the Russian advance, it's important to consider that all these maneuvers take days to unfold, but the point is that the Russians have already adapted to this pace, not bothered whether a particular advance will take 3 weeks or 3 months. They advance continuously following tactical protocols with little threat from Ukrainian forces, which, without new equipment, have had their defensive tactics remain almost unchanged over the past two years, relying mainly on drones and making it easier for Russian studies of countermeasures. And what can Ukraine do in this situation? I see few options, but one would be to delay the Russian advance with a good number of missiles, though personally, I find it unlikely that they will reach Ukrainian hands. It wouldn't have the power to change the balance of the war, but it would guarantee more time, which is important because the battlefield is dynamic, and the implementation of new tactics based on innovative weapons can change everything overnight. A war that seems almost lost today could take a different turn in weeks. Time is crucial for Ukraine, which has fronts only about 130 km from cities like Zaporizhia and Dnipro.

Patricia Marins

39,318 views • 11 months ago

Everyone's sleeping on image-to-3D AI models. They can make your app look incredibly unique, with just a little effort. Here's how. This is my calorie tracker, built in a week with nothing but prompting. Just Claude Code + a couple APIs. The visuals are all AI-generated. I'll be sharing the full workflow + all the crazy technical stuff Claude and I did to make this work, so nobody has to struggle through it like me. Deep dive coming soon! Till then, this is the high-level idea: 1. Get a clean image of the food (or whatever your asset is) - In my app, the user describes foods via text, or attaches images (or both) - If text, an LLM extracts the food description and formats it into a specific prompt I tuned for this design, and we generate an image using Z-Image Turbo through fal - If image, we do the same thing but with FLUX.2 [dev] to edit the user image into our reference design - Originally, both used Google Nano Banana, but switching to open models cut costs and latency a ton 2. Gaussian splatting (2D image → 3D model) - I tried various 2D-to-3D options on fal and ended up with TripoSplat as my preferred balance of speed, cost, latency; this turns an image into a 3D model that looks super high quality (link below) - The app displays the 2D image while our backend generates the 3D splat - We "groom" the splat to reduce size and load time by culling low-opacity/scale points 3. Render efficiently on device Originally, it looked great but ran at 10 FPS. Getting to 120 FPS was a crazy journey. TL;DR: - SwiftUI had to go; it forced us to render each asset in independent MTKViews, which wasn't workable - Instead, we composite every dish into one full-bleed CAMetalLayer using MetalSplatter (link below) - We had to make some optimizations within MetalSplatter's code too, to reduce the overhead of sorting points per render Then I added some finishing touches like the subtle rotation and parallax as they move around. I think it turned out pretty cool :) Overall, this took some effort, but we still got it done in less than a day. Hopefully your agent can follow in the footsteps of mine and do it much faster. Keep an eye out for the bigger writeup, which'll give your agent everything it needs. If you have any questions, drop em below!

Anshu

19,931 views • 23 days ago