Streaming iPhone data in real-time directly to Rerun 🚀... The collection process is one of the most frustrating parts of building imitation-learning datasets. I’ve got a little army of sensors—📱 iPhone, iPad, Quest 3—but getting them temporally aligned, spatially aligned, AND seeing real-time feedback while recording is tough. I stumbled on a great library from Cake Lab (WPI) called ARFlow. It’s a thin client built on Unity’s ARFoundation that connects over gRPC to a server running Rerun for live data logging. I forked it to: - Log the SLAM translation poses, and - Upgrade rerun to v0.23 for my use case. So far, it works well, but there are still a few hitches: 1. Right now, it’s solid on iPhone and iPad; my Quest 3 client is still slow and not super reliable. 2. I’m using an older ARFlow branch focused on real-time streaming only—no spatial or temporal sync yet. Unity builds for iOS keep failing. 🛠️ 3. Nothing is saved locally to the client, so packet loss is a risk on shaky networks. There’s huge potential in tapping the ubiquitous sensors we carry around every day, and ARFlow is a big step toward making that easyshow more

🚀 Introducing EgoExo Forge - built on top of... Rerun, Gradio, and Hugging Face hub (I’ll be in San Francisco July 21–29 — if you’re into robotics, egocentric AI, large-scale data collection, or just want to chat, DM me!) In my opinion, large-scale, diverse, and high-quality data is still the largest bottleneck for generalized robotics deployment. I believe that some version of imitation learning from human examples will be the most scalable + clean way to train humanoid robots 🤖 (similar to what Tesla did for Full Self Driving). Teleop is too expensive to collect a large enough dataset in a reasonable manner, so passive collection via egocentric (and in certain cases, exocentric) views feels like the right bet. Over the past few months, I've been trying to build out the scaffolding for this and using Rerun as my underlying infrastructure. Data being collected needs to be easily inspectable + time series and rerun provides the right tooling for this. My goal is to first build out a ground truth representative dataset from already existing open source data, generate some reasonable baselines, and then go out and collect my own data that adheres to the defined schema. 🔍 Starting with open-source datasets 1. EgoDex from Apple 2. HOCap from Nvidia and the University of Texas at Dallas 3. Assembly101 from Meta All these different datasets have different sensor configurations + annotations, so my goal with egoexo-forge is to have one consistent labeling scheme + data layout. I built a data pipeline that aligns all of the different datasets in one general schema assuming the COCO133 keypoint layout that allows for exo+ego, ego only, or exo only Since the scaffolding is already there, it becomes MUCH easier to add other datasets. So the next ones that I'll be including are HD-EPIC kitchens dataset, HOT3D, and finally my own personal iPhone + insta360 go collection method. Once I have a diverse variety of datasets, I'll double down on what I believe to be the key algorithms required to make useful data for imitation learning 📊 1. Camera Pose estimation via SLAM/SFM for ego perspective (and automatic calibration for exo) 2. Human pose estimation for both egocentric + exocentric views 3. Metric 3D reconstruction + object tracking I'll be setting up reasonable open-source baselines for each of these to validate that these datasets work, and then finally try to use the generated datasets for some imitation learning via the pi0-lerobot repo I've been working on. I plan on making a blog post + providing more info on all of this in the near future so stay tunedshow more

Colmap 4.0 was very recently released, so it inspired... me to do some work to better understand it and its new capabilities with Rerun. I want to really understand how Colmap, and in particular, pycolmap, works outside of just calling it via the CLI. So my goal is to use the low-level pycolmap API to log every part of the pipeline. The explicit goal is to have an alternative to the SQLite database that I can utilize. Instead of SQLite, I want to try logging everything directly to rerun and use RRD. This means I can have deep inspectability and still save the features/matches/2D view geometry, but be able to view it directly in rerun. I think this is one of the superpowers that rerun provides; data and visualizations are deeply integrated. As I'm often working with sequential data (videos), I'm going to specifically focus on four things: 1. Monocular Video Simple: Calls high-level APIs such as pycolmap.extract_features, pycolmap.match_sequential, pycolmap.incremental_mapping. These are basically identical to the CLI options and provide a good baseline. 2. Monocular Video Streamed: Take the above high-level APIs and break them down to their iterator version, logging each component in a streamed manner. This way, I can stream the intermediate features to rerun while the extraction/matching/mapping is happening. 3. Rig with unknown calibration: <- WHAT THE VIDEO SHOWS This is probably the most interesting version and the first one I've been working on. It allows one to set a rig between known sensors, such as in VR/AR devices, leading to much better reconstructions with multiple cameras. This is the case where we don't know the calibration a priori, so we have to run a reconstruction twice: once as a normal Colmap reconstruction with no rig constraints, use this to generate the constraints, and then do it again with the newly found rig. 4. Rig with known calibration: This is the RoboCap example, where we have a pre-calibrated set of sensors, so we don't need to run the two reconstructions and also gain better matching between cameras, both spatially and temporally. Again, this leads to a much better reconstruction! Along with all this, GLOMAP has become a first-class global mapper, making it super easy to use directly within pycolmap! I'm excited to do more with this and compare it to things like pycuvslam, vipe, and other alternatives.show more

I really learnt from the best If your content... is averaging 700 views it’s of two things 1. It’s either you did not warm up your account well to the hashtag you are posting with 2. You have a general content problem , you need to find content that has been pushed in the last 1 month max and post I have 4 iPhones , 3 iphone 8 and 1 iPhone 7 , I post content on all everyday been doign this for the past 2 years I use the iPhone 7 to post for one of my brands And I use the 3 iPhone 8 to post for one brand The most important thing is , find what works for one phone and spread it across others It took me years to learn this One big lesson, don’t tell your vpn to X , you will hate yourself , not telling people the vpn I am using so they don’t overcrowd it If you post a content in your main niche, you should be averaging 1k+ - 5k+ views Trust me it’s a lot of work I also started posting on instagram and YouTube and they work differently , don’t post the same video content on both without observing hashtags I also posted on lemon8 , one of my post average 10k+ views Daily I get around 50 users , I have gone viral several times, one of my biggest virality is 700k+ views I really want to buy more iPhone 7 and 8 , It costs me arround $50-70 for each locally here Recently I have been thinking of how do I get clippers locally to do this and train them but it looks like it’s hard because you have to train them Taking advice from the legend Alex Nguyen I have not made a lot but trust me , it works This is proof from one of the apps , we ask during onboarding where they find usshow more

Most people have no idea that these photos exist... from the surface of Venus. Climate change is real. It’s happening on Venus and it’s happening on Earth. Did you know that Venus may have been habitable at one point in time? It’s known as Earth’s sister planet. Below are some of the only images ever taken from the surface of Venus. One day Earth may look similar to this. There is no argument that climate change is real. It happened on Venus and it’s constantly happening on Earth. Human interaction most definitely has some effects on the planet’s climate change, but so too do non-human factors — even to a greater degree. My hope is that, not only can humans work to slow down the process, but also one day come up with solutions to reverse it.show more

Many people only see the medals, records, and great... photos, but there is so much more behind them. Daily training sessions, discipline, early mornings, pushing through exhaustion, and a constant desire to improve. A huge amount of time, effort, and emotion is invested in sports. At the same time, sports are not only about victories. There is always a risk of injury, which can keep an athlete away from training for a long time or even bring a sporting career to an end. That is why it is so important to follow safety rules, take care of your health, and never neglect recovery. Behind every athlete is a tremendous amount of hard work that often goes unnoticed, but it is this work that leads to success.show more

I made over 2.5 million dollars this past week... betting sports. Yes, it sounds easy. Yes, it sounds simple. But the truth is, this is the result of years of obsession, discipline, and grinding at my craft. I spent four straight years playing poker 18 hours a day. That was my entire life. Wake up, play poker, think about poker, sleep, repeat. That level of focus is how I became one of the top players in the world and made over 10 million dollars playing poker. Poker built my foundation. Discipline, risk management, emotional control, and the ability to perform under real pressure. But the reality is, there are no billionaires in poker. There are billionaires in sports betting. So I went all in on sports betting and walked away from poker completely. I took everything I learned and built this the right way. I hired the best analysts and handicappers in the world, people I met through poker, and brought them together under one operation. Because of the platform I’ve built, these guys make more money working with me than they ever could on their own. That is how I’m able to operate at an extraordinary level and consistently win at a very high rate. Winning 2.5 million dollars in a week is incredible, and I’m grateful, but I’m not satisfied. I’m constantly sharpening my edge and building something bigger. My vision is to turn this into a nine figure a year business. I truly believe I’m on the path to becoming a billionaire one day. I think back to being a kid, dreaming of being a professional gambler, having a gambling themed bar mitzvah, and looking up to my father, one of the best poker players in the world. This path has been inside me for a long time. Today, my entire life revolves around becoming the best sports bettor possible. I wake up thinking about it, go to sleep thinking about it, and live it every single day. Grateful for the journey. Let’s keep going.show more

Transparency post: (will delete) This is a video of... me giving up in real time. I’ve been having a rough few days. Despite it being my highest income month from UGC & despite the opportunities I’ve been getting, I’ve been feeling really discouraged. After crying on and off all day, I wanted to tough it out and get a project done. I felt that my energy was off but kept filming until I started stumbling on some words and couldn’t take it anymore. All this to say. UGC is NOT easy no matter what anyone tells you. It’s a 1 man business and you’re responsible for every last bit of your successes or failures. On top of it all, you still have to keep up with your personal life and responsibilities. So the pressure is intense and it’s inevitable. I’m not posting this because I have an inspirational message to share, but I’m posting this to show new creators that despite often seeing success stories, there is often a lot of pain and struggle behind those stories. So be prepared, make your mental health a priority along your journey. And whatever you do, don’t lose yourself in this field. #ugccommunityshow more

By Thursday, we will be announcing Phase IV of... the Health Insurance for vulnerable citizens in Kaduna. The figure takes us to over 1, 000 in partnership with KACHMA. I missed being in the office. In the next few weeks, I will state my position politically. I owe the public that. I always state whatever I do through my handles. I was with my father for a few hours and he is fine with me running. As God is my witness, and on behalf of the excellent people Kaduna North, I will be running for office in 2027, if alive. We will still focus on the job we were elected to do, and there are a few leaders, Northern Statesmen and fathers that I have to speak to. My position is peculiar. But I have tried to handle with honour and dignity. My wife and I have decided this is the right course. And my people are with me, on social media and offline. I have never feared an election for a day. But it is the right of anyone to try. Respect that right knowing my record speaks for me. Thank you.show more

The past year has seen me have a renaissance,... in the truest sense… I won’t go into details now but will at some point before long. What has brought so much happiness to my life and those around me this past year has been my falling back in love with sport. Cycling has, and always will be, my number one. Yet I’d forgotten that I simply love sport, not for results but for the sheer joy of doing it, I’d completely forgotten that the health of my mind is intrinsically connected to the health of my body. I’ve rediscovered the love I had for sport that existed before the world of professional cycling took over in the way it did. I’ve been pushing myself and trying new things this past year, indifferent to the results, just out having fun and at times going deeper than I thought I was capable of anymore. Last week I got on a TT bike for the first time in a decade, Factor Bikes built me a bike, I’ve been looking at it for two years and decided it was time to get fitted, getting back on it felt like going home. Anyway, the long and the short of this is that it’s inspired me to create a club to inspire and be inspired. A community for us to share our love for getting out there and doing it, because I’ve realized that although I spend most of my sporting life on my own I derive the most pleasure when feeling part of something. It’s in its early days, I’ve called it Sporting Club CHPT3 aka SCC3, I’d love you to check it out and join. It’s still in its infancy, but I hope it’s going to grow into something that will inspire you as much as me.show more

UPDATE: I’M ABLE TO SPEAK AGAIN!! I been talking... since Tuesday. For those that aren’t familiar with tracheotomies, because of the open hole in my throat, it prevents me from speaking because air goes out the trach rather than up through your voice box. So in order for me to speak, I have a cap called a speaking valve (the purple cap). What it does is cover the trach to allow the air I breathe to go through my nose and mouth again while stopping air from coming out my throat, allowing my voice to come out. It’s a really big adjustment and what should feel like breathing normal doesn’t feel natural at all. I can only wear it for a short time before getting tired for now. A week ago I didn’t even know how to breathe with it on, but last night I had it on for the longest I’ve had so far and it felt comfortable. So there’s hope to getting back to normalcy. I Still have to adjust to my daily life with this thing in my throat. Still not comfortable gaming or sitting for long period of time because of the position I need to be in. It’s getting better though. Hopefully it’s still just part of the healing process. Also. Thank you to the community for giving me the confidence to post videos and pictures of myself in the most unflattering situations.show more

ermmm I got 2 more babies xD i had... to go back and get the other sisters they’re all from the same litter i felt so bad :c but once they’re all 3 bonded with my 4 older female rats im going to do a big cage upgrade and they’ll all be in the same one! but this is two of the new babies the other one is shy and sleepy 😴 ill try to take a pic of all 3 of them later! so the video is 2 of 3 of the new babies, and the 2nd pic is their cage until they bond with my adult rats and get a bit bigger, in which case by then i will be moving all of 7 (YES now SEVEN hahah) of my female ratties to the big big cage next to my older pack of 4 girls’s cage (u can see champagne -the albino- and oreo-the one below) saying hello in pic 4 :3 and what’s crazy is that the current rat cage for my 4 older girls is a pretty good size, so moving all of them to the larger cage is going to be crazy for them, im gonna make it like a rat theme park hahashow more

The next World Cup star is playing right now,... and nobody is watching. The 2026 World Cup is on, and millions of kids are dreaming of one day playing for their own flag. But the path there is almost impossible: no consolidated data, too many games, not enough scouts, human bias, and wrong place, wrong time. Any one of them can bury a generational talent before a scout ever sees them. That is what we are building to fix. So we developed a full automated annotation + action spotting model where it actually matters: grassroots football. Shaky cameras, awful angles, terrible lighting. But now nothing on the market beats sn44's v2.0 model on it. Check the last GT line, it’s human annotations. Simply because miners' outputs + post-process = magic. Post-process is a deliberate design choice. We point miners at the hardest 80% of the workflow, the part that is genuinely difficult to fake, and handle the rest downstream. Fewer places to game the system means a network you can trust. Every single challenge on sn44 can be an independent startup now. Let that sink in.show more

there is so much real data just sitting in... the open right now it's almost funny. four years of starlight on every star, a NASA archive that's been free for over a decade, detectors still recording the sky tonight, and barely anyone has a net pointed at any of it. so i pointed one. this is me pulling the planet data, the data loading is the boring part. the net i built to read it, the wall it hit, and what that taught me about where AI goes next, that's the full story, and it drops tonight. the data's public, the tools are free, the box fits on a desk. what's stopping you. you can just do things anon.show more

Kitten update #8: The kitties are back home! Everyone... is getting very strong and active now. I forgot to take their weights this morning so I'll have to do it before the next feeding, but I'm confident everyone is continuing to gain. We started adding in some wet food today. I mixed up a slurry with some of the formula and stuck it in a syringe with a nipple on it. Nobody took to it right away except gray tuxedo, who loved it, but everyone else got some squirted in while they were chewing on the milk nipple and then they loved it. Well, except for dark tortie, which is a little ironic since she is by far the biggest little monster of the litter, but I guess she's done so well on the formula she's not interested in making a change yet. Butts are all looking SO much better now that I stopped using the wet wipes. However, we have now started to have some concerns about little to no pooping. Dark tortie hasn't pooped for 24 hours so I eliminated the yogurt from the formula and am crossing my fingers for some action before the end of the day or back to the vet she goes. I don't know how long they'll let me play with their tummies like this but it sure is fun for now!show more

I think what’s so poetic about this image is... that it was unintentional. I had my phone set up to record the launch and at about 40 seconds into the launch, it hit me that this is the FIRST TIME a woman is going to the moon. My mother and grandmother were alive during the Apollo missions but this is the FIRST time they’re witnessing a woman making that journey. My heart filled and I turned the camera to capture my reaction in that exact moment. I’m so glad I did. The image you’re seeing is a woman in STEM in awe over Christina Koch - and the impact her journey will have on millions of girls around the world. The launch reflecting in my glasses - well, that was just the icing on top of the cake.show more

Interesting development - I was told numerous stories about... what happened yesterday at Crosby. One being it was a group of Asian men attacking teenage girls. Some as young as 14. I dismissed it as rumours and told people to watch out for racism. People unfairly targeting Asians and making lies up about them. But I’ve just been sent this. Now unless there is a conspiracy to frame them. It’s now looking like this is the case. The only other possibility is that this was 2 separate incidents. But either way we can’t live in peace with savages who do this on a public beach in front of families. I don’t want to speculate. So I’m going to bite my tongue on this for the time being in case I’m wrong. It has since been confirmed that teenage girls have been attacked with a bladed item. But the attacker has not been confirmed. I’m currently speaking to the Echo to work out what’s going on.show more

Today, New York City takes a huge step forward... toward less traffic, cleaner air, and better transit. A generation of straphangers, advocates, and public servants fought tirelessly to make #congestionpricing a reality. I’ve been honored to be part of that team, including organizing the litigation that helped end the pause and get the system started before Trump becomes President. What’s essential now is that the MTA, the Governor, and the Mayor deliver on the promises. The only way to bring doubters on board is to show real, concrete improvements, and to do it quickly and transparently. Today is a day to celebrate, but we can’t rest on our laurels. This is a big opportunity, and we must seize it. If we get congestion pricing right – not just turning on the cameras, but delivering on the promises – we can secure the future of our public transit system, take a big step forward toward a thriving and sustainable future for the whole New York City metropolitan region, and show that government can actually work. Read my full statement:show more