We'll file this one under "Doing things that don't... scale" Putting labels on Side Pulse Dot boxes manually. And this is an improvement, first batch started hand aligned, than simple alignment tool, so this is premium grade :) Next step, we let the robot do it. Just need labels on a roll.show more

I want every Muslim to REPOST this video! This... is Ben Affleck stating the absolute truth, saying that they've killed more Muslims than than the Muslims have killed them by an awful lot. They invaded more Muslim countries than the Muslims invaded them by an awful lot. And yet, somehow, they're exempt from these things. This is why we must never accept the labels they put on us, they're the terrorists.show more

Batch Normalization by hand ✍️ ~ 7 steps walkthrough... below Batch normalization is common practice for improving training and achieving faster convergence. It sounds simple. But it is often misunderstood. 🤔 Does batch normalization involve trainable parameters, tunable hyper-parameters, or both? 🤔 Is batch normalization applied to inputs, features, weights, biases, or outputs? 🤔 How is batch normalization different from layer normalization? So I drew and calculated one entirely by hand. Goal: normalize a mini-batch of 4 examples to mean 0 and variance 1, then let the network scale it back. = 1. Given = A mini-batch of 4 training examples, each with 3 features. = 2. Linear layer = Let us multiply by the weights and add the biases. Batch norm sits after this, which answers the second question: what gets normalized is features, not inputs, weights or biases. = 3. ReLU = We apply the activation, and -2 becomes 0. Negative values are suppressed before any statistic is taken. = 4. Batch statistics = Let us compute the sum, mean, variance and standard deviation, one row at a time. A row is a feature and the four columns are the four examples, so every number here measures one feature against the rest of the batch. That is the "batch" in batch normalization, and it is exactly what layer normalization does not do. The statistics are rounded to whole numbers, which is what keeps the rest of the page doable in pen. = 5. Shift to mean 0 = We subtract the mean, in green. The four values in each feature now average to zero. = 6. Scale to variance 1 = Let us divide by the standard deviation, in orange. Each feature now has variance one, whatever scale it arrived at. = 7. Scale and shift = We multiply by a linear transformation and pass the result on. The diagonal and the last column are trainable, so having just forced every feature to mean 0 and variance 1, we hand the network the means to undo it. The outputs: Mean of each feature = [2, 1, 2] Std dev of each feature = [1, 1, 2] To the next layer = [2, -2, 2, 0], [-3, 3, 6, -3], [2, 0, 1, 2] The answers: 🤔 Both. The scale and shift are trainable, the statistics are not. Epsilon and the momentum on the running statistics are the hyper-parameters, and one mini-batch by hand needs neither. 🤔 Features, after the linear layer, not inputs, weights or biases. 🤔 Batch norm measures across the batch, one feature at a time. Layer norm measures across the features, one example at a time. 💾 Save this post!show more

what if the robot could test its next move... before the real arm moves? this setup already shows the first step: a 3D model follows the physical arm on screen right now, the model shows what the robot is doing the next step would be letting it test a movement in software before sending it to the real arm the ESP32 guide covers the practical side: sensors, filtering and turning movement into actions follow for more builds where small boards make physical things moveshow more

It's Friday, so that means it's time for another... #GuessTheStation. Here's this week's cryptic clue (if you need it): Unique but is there more than one? We'll give you the answer on Monday.show more

Well, MrBeast just posted his first video on X... ... and Shopify is the first commerce brand to partner in the ad pre-roll. That’s a lot of firsts. This is a pretty big deal in the creator world. MrBeast is already our partner so it just made sense to extend our partnership here. A bonus… we are the only brand to have our own MrBeast video to roll out 😏​. At Shopify, we know creators are the next generation of entrepreneurs, and nobody is more emblematic of this trend than Jimmy. This is a cool moment for creators, X, and commerce. Thanks to Jimmy and X for your ongoing partnerships. Excited to see what we can do together next.show more

You point at the mess and say "clean this."... That is the whole manual. Matic just shipped this. No app, no map to draw, no menu. The robot listens in more than 70 languages, watches where your hand points, and drives to that spot. Say "follow me" and it trails you into the next room. All of it runs on the robot itself, so it works with the WiFi off. Nine years of work for one thing: a machine you talk to like a dog that actually listens. Matic Robotsshow more

💥President Trump: "We've been doing this together for 9... years, and in 11 days we won't be doing this anymore, we'll be doing other things; so it's a little bit sad, because there has never been anything like this done in the history of our country" Opinion: DJT is telling #WETHEPEOPLE in advance that an Event(s) on the scale/magnitude of 9/11/2001 is coming soon, and said Event(s) will pave the way for Restoring the American Republic and reclaiming our birthright as a Nation.show more

one of the most common marketing channels for "boring"... businesses is SEO. however a lot of founders still struggle with getting started. so we built this free tool to help founders start SEO. this tool performs a basic technical SEO check on your website — the bare minimum you need to do to get your website ready for SEO. leave a comment and I will DM you the link to try it out. this is the beta version, do expect minor bugs.show more

🎙️Jürgen Klopp on the moment Fabinho’s child refused to... let go of his hand​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​​: ‘‘I still remember that moment so clearly. Fabinho’s little one just grabbed my hand and wouldn’t let go, no matter what. We were all on the pitch after the game, families everywhere, and this small hand just held on so tight. I tried to walk a bit, but he stayed right there with me. It was pure and simple, the kind of thing that stops you for a second because it feels so real. These are the moments that stay with you longer than any trophy. You work every day with the players, you fight together, you suffer together, but then you see their children looking at you like that and you realise this club is more than just football. It becomes part of their family, and somehow you become part of it too. That is what makes Liverpool special for me.”show more

Stop manually making flowcharts. Try this GitHub skill with... Claude Code. I found an open-source tool that turns a plain description of a software system into a clean, interactive diagram. It's called Archify, and it has more than 66,000 stars on GitHub. You add it as a skill to an AI coding agent like Claude Code, Codex, Cursor, or OpenCode. Then you describe the system in the chat in one line. Archify turns that line into a single HTML file you can open, click through, and send to anyone. If you point your agent at an existing codebase, it reads the code and Archify maps how the pieces connect. I liked five things about it. 1. It makes five kinds of diagrams, including system maps and step-by-step workflows. 2. You can click any piece and trace what connects to it. 3. It checks the layout before it hands the diagram over, so arrows don't pile up and labels don't overlap. 4. It has dark and light themes and exports to PNG, SVG, or a short video. 5. You keep editing in plain chat, with requests like "add Redis" or "highlight the rollback path." You don't need a codebase to use it. A description in the chat is enough.show more

Do you use Runway Gen-2 to make AI videos?... This is for you! I built a simple tool to help "extend" Runway videos beyond the 4 second clip limit. Just choose a video, and the tool will give you the final frame -- so that you can drop this back into Runway, and generate another AI video based on it. Let me know if this is useful to you! Link is at bottom of the video and it's live to try right now.show more

⚠️ THIS ROBOT ANSWERED A HOSTILE QUESTION IN 9... WORDS. THAT'S THE SPEC SHEET NOBODY IS READING. "To make humans lives easier and a little more interesting." That answer wasn't charming. It was precise. Break it down: → Addresses utility (easier) → Addresses engagement (more interesting) → Centers the human, not the robot → Delivered in under 10 words to a hostile prompt That is a mission statement that survives contact with a skeptic. In public. Unrehearsed. Procurement teams building out human-robot workflows don't need the robot to be impressive. They need it to be explainable, to workers, to floor managers, to anyone who stops it and asks why it exists. This robot just passed that test. Nobody runs that number on a demo reel. This one ran it live.show more

1/ Ondo Finance has surpassed $1B in Total Value... Locked (TVL)! This milestone is a testament to market-wide appetite for institutional-grade, composable tokenized US Treasuries. Yet, this is just the beginning. Tokenization represents a multi-trillion dollar opportunity and we are just getting started. 🎯 Next stop: $10B and beyond. As we mark this achievement, let’s reflect on the journey that brought us here and where we’re headed.show more

“Why do the Palestinians have so many boys and... girls? We have so many children so that we can push them to death… to martyrdom” This is the most sick and twisted culture on the planet. How so many people around the world support this is mind boggling. This is a death cult with 100% child abuse and child sacrifice. It’s pure evil on a mass scale.show more

this 18/yo girl made $400 in one hour from... this easy side hustle 🤯 with just 3 simple tools: > YouTube > AI clipping tool > Instagram + TikTok She takes podcasts on YouRube and clips them up with this AI tool, and then she posts the 25 clips on her social media accounts. This is one of the best ways to making money online for teenagers in 2026. (p.s allows you to do this completely automated with AI)show more

Legit question. Riddle me this: The way it works... in the US, a trademark has to be FIRST successfully registered before the labels can be made because a unique code is given with the trademark which MUST be included on the label or the FDA won't approve it. Her trademark is still pending, which means #meghanmarkle doesn't have the code yet, so how can she be showing printed labels? It means that they are just for show or she's planning on selling non FDA approved goods in the US?!show more

We just open-sourced 3DGS render blender addon v4.0 (... It has been a while, but we are still updating this 3D Gaussian Splatting tool! In this version, we added a real-time rendering mode, so say goodbye to those laggy displays in the viewport! Here is an example: I imported a file that contains one million gaussians, super smooth.show more