Gradient & color tools that make your work pop.... Save this 👇 - - mesh gradients with WebGL effects - - color ramps & tokens, WCAG-ready - - animated 3D shader gradients - - generative patterns for wall art - - mesh gradient studio, 100+ presets - - test color contrast for a11y - - editorial CSS gradients, one click - - curve-based gradient creator - - animated gradients, export to 4K What am I missing?show more

🎬 $PALM Presents: the long-awaited Creator Studio. A token... holdings based usage system to use the latest generative AI for animations and graphics. Forget about downloadable tools or paying high subscription fees for no usage for mediocre results. Creator Studio allows you to access the tools our developers use for high-quality animated video making with the latest Generative AI tools. Creator Studio is part of the Parrot Framework that assigns tasks to AI agents when possible. You can navigate in a seamless Web UI, making the quality, three-dimensional, non-trippy AI videos and sequences you've ever wanted. We support up to 100 images per user stored in the cloud for you to make video sequences of up to 5 minutes with. Most importantly, we don't charge you a fee - your usage depends on your amount of $PALM tokens! The usage is reset monthly, so if you suddenly run out and need more points to complete your creation, you know what to do - buy some $PALM. This and more is being deployed live at where you can see a preview.show more

THIS FREE BROWSER TOOL LETS YOU BUILD REAL-TIME DITHER... ANIMATIONS AND EXPORT THEM AS VIDEO dither is everywhere right now (Spotify, websites, album covers) but every tool for making it is either a Photoshop plugin or some after effects rabbit hole. this one runs in your browser and gives you full control over the motion. what you can do: > choose from Bayer 4x4, 8x8, halftone, blue noise, crosshatch, diamond, spiral, and ASCII patterns > animate with speed, intensity, scale, and FPS controls > add text or 3D rotation with auto-spin and flatten > tune foreground, background, and accent colors or pick from palettes > post-processing effects layered on top > export as PNG, WebM, MP4, or embed HTML to drop on a site > save presets to reuse your favorite looks resolution presets go up to 1920x1080 for landscape and 1080x1920 for portrait, plus custom sizes. most generative art tools online are single-style gimmicks. this is a full-blown animation studio for one specific aesthetic, and it looks like a real product. link in replies 👇show more

🚨PHYSICS NEWS🚨: Scientists Finally Complete Schrödinger’s 100-Year-Old Color Theory... — Uniphics Reveals the Deeper Structure Behind Perception 🧨 On June 7, 2026, researchers at Los Alamos National Laboratory announced that they have finally resolved a long-standing problem in Erwin Schrödinger’s 1920s theory of color perception. Their work shows that the way humans experience qualities like hue, saturation, and brightness is not arbitrary but emerges directly from the mathematical structure of color space itself. **Uniphics provides a natural explanation for why color perception has such a precise underlying geometry.** In Uniphics, what we experience as color ultimately arises from how light (electron spin waves) interacts with matter within the ξM-field. When light encounters different materials, the spin-wave patterns are modified in specific ways depending on the local energy density and the arrangement of Gyrotrons in the material. These modifications create distinct interference patterns that our visual system then interprets as different colors. The fact that color perception follows clean mathematical rules — as Schrödinger suspected and Los Alamos researchers have now confirmed — makes sense in Uniphics because the underlying spin interactions and energy density gradients are themselves highly structured. Negentropy favors organized, low-energy configurations, which leads to consistent and predictable ways that spin waves are altered by different materials. This produces the orderly geometry of perceived color space rather than random or chaotic sensations. In this view, the mathematics of color is not just a useful model — it reflects real physical organization in the ξM-field. The qualities we perceive as color are downstream effects of how spin waves propagate and interfere under varying energy density conditions. This breakthrough in understanding color perception is another example of how fundamental organizing principles can explain phenomena that once seemed mysterious or purely subjective. Could many other aspects of human perception ultimately trace back to the same energy density and spin-wave dynamics that govern the physical world? **A Theory of Everything should be able to answer everything.** Uniphics Explained Simply PDF: Chapters 1–10 free: Grokipedia: #Uniphics #TheoryOfEverything #ColorPerception #Physics #LosAlamos Grok xAIshow more

Kerr Black Hole – Rendered in Blender Here’s my... latest creation: a fully realized Kerr (rotating) black hole, complete with its warped accretion disk, photon ring, and the eerie ergosphere where space itself is dragged along with the black hole’s spin. I modeled and animated this in Blender using physically based approaches to simulate gravitational lensing, Doppler shifting in the disk, and the characteristic asymmetry caused by frame-dragging. The result is a visually striking, scientifically inspired visualization of one of the most extreme objects in the universe. Key features you can see: Bright, warped accretion disk with temperature/color gradients The thin, bright photon ring where light orbits the black hole multiple times Gravitational lensing that distorts the background starfield The distinctive “squashed” appearance on one side due to extreme rotation Check out the animations in my previous posts to see it in motion — the way light bends and the disk appears to move is mesmerizing. Would love to hear what you think, or if you’d like me to describe any specific technical details of the setup! By Petrundiy2show more

A SOLO CREATOR JUST SHIPPED A $35,000-TIER ANIMATED SITE... IN ONE WEEKEND - WITH CLAUDE CODE + HIGGSFIELD, FOR THE COST OF A SUBSCRIPTION. What you're looking at isn't a template. It's a fully animated, scroll-driven site, generated end to end in a single agentic session. What's actually on the page: → Cinematic motion clips pulled from 30+ generative models → Scroll animations written automatically - not a single hand-coded keyframe → 6 cinematic effects baked in with zero config: film grain, particles, vignette, glass cards, color tints, scroll pacing Scroll the demo and one question keeps surfacing: a person didn't build this by hand… did they? For studios billing $100-149/hr, that question lands like a verdict. What this normally takes: → A designer, a motion artist, and a developer → Weeks of handoffs between all three → 6 systems wired by hand - GSAP ScrollTrigger, Lenis smooth-scroll, frame extraction, asset optimization, layout, copy That pipeline was the moat. It's what justified the invoice. Here's the part the agency won't put in its pitch deck. The price gap: → Boutique agency build: $6,000-$35,000+ → Industry average project: ~$5,280 → Your cost: a Claude subscription + a few dollars of Higgsfield credits → Timeline: weeks of production → one session One operator now runs all six systems in a single pass and ships a working site - without opening a frame extractor or writing one CSS keyframe. Full breakdown of how it's built in the article below. Save it & read today 👇show more

Hold up, here is the prompt: works with almost... any model. enjoy :) Role & Objective: Act as an Elite UI/UX Front-End Engineer specializing in Apple-tier micro-interactions and advanced CSS. Your task is to program a perfectly centered navigation bar in a strictly SINGLE HTML file containing all HTML, vanilla CSS, and vanilla JavaScript. No external libraries or frameworks (No Tailwind, React, etc.). Design Concept - "True Liquid Glass": CRITICAL INSTRUCTION: Do NOT generate standard, flat "glassmorphism" or basic frosted glass. I require a physically accurate "Liquid Glass" aesthetic. It must look like wet, poured clear resin, combining the high-gloss specular highlights of classic macOS Aqua with the volumetric spatial depth of modern Apple VisionOS. 1. The Liquid Glass Material & Lighting (CSS): - Deep Refraction: Use `backdrop-filter` with extreme blur (e.g., 50px) and over-saturation (200%). - Specular Highlight: Create a curved, semi-transparent white gradient on the top half using a pseudo-element (`::before`) to simulate a hard light reflection on a wet, rounded 3D surface. - Caustics & Volume: Use multi-layered inner and outer `box-shadow` properties to simulate light refracting at the bottom edge and casting a realistic ambient drop shadow. - Interactive Glare: Implement a soft radial-gradient spotlight inside the glass that dynamically tracks the user's mouse cursor (X/Y coordinates) using JavaScript and CSS variables (`mix-blend-mode: overlay`). 2. Navigation Layout & Elements: - Center the pill-shaped navigation bar perfectly in the middle of the viewport. - Include 3 main navigation items with minimalist, inline SVG stroke icons and text labels: "Home", "Call", and "List". - Add a subtle vertical divider line after the main buttons. - Next to the divider, add a Dark/Light Mode toggle button containing inline SVG Sun and Moon icons. 3. Animations & "Apple Magic": - Sliding Active Pill: Create a solid background "pill" that sits *behind* the active navigation item's text/icon. When a different item is clicked, this pill must dynamically recalculate its width and slide to the new position. - Spring Physics: The sliding transition MUST use an exact Apple-style bouncy spring easing curve (e.g., `transition: all 0.5s cubic-bezier(0.34, 1.2, 0.64, 1)`). - Tactile Feedback: Buttons and icons must physically press down slightly (`transform: scale(0.92)`) when clicked (`:active`). - Theme Switch: The Sun and Moon icons must smoothly rotate, scale, and cross-fade during the transition. 4. Background Environment (Crucial): - Glass needs light and color to refract! Create a full-viewport, smoothly animated mesh gradient background using 3 large, heavily blurred, floating color blobs. - Implement full Dark/Light mode logic using CSS variables (`:root` and `[data-theme="dark"]`). Toggling the theme must seamlessly transition the background blob colors, glass opacity, shadow intensity, and text colors. Output ONLY the pristine, production-ready code. Prioritize maximum visual fidelity and silky-smooth 60fps animations.show more

STUDIOS QUOTE $35,000 FOR THIS WEBSITE. A FULLY ANIMATED,... SCROLL-DRIVEN BUILD - CINEMATIC CLIPS, FILM GRAIN, GLASS CARDS - SHIPPED IN ONE SESSION FOR $12. Scroll it and one question won't leave: did an AI really assemble all of this in a single pass? For studios quoting $35,000 and billing $100-149/hr, that question lands like a verdict. Here's what the page actually runs: → Motion clips generated from 30+ models - not stock, not hand-shot → Scroll animations written automatically - zero hand-coded keyframes → Six cinematic effects baked in with no config: film grain, particles, vignette, glass cards, color tints, scroll pacing What that used to require: → A designer, a motion artist, and a developer → Weeks of handoffs → Six systems wired by hand - GSAP ScrollTrigger, Lenis, frame extraction, asset optimization, layout, copy That pipeline was the moat. It justified the invoice. It just collapsed into Claude Code + Higgsfield running in one pass. The gap nobody wants to say out loud: → Agency build: $6,000-$35,000+ → Real cost now: a Claude sub + a few dollars of credits → Timeline: weeks → a single session Follow me + reply "web-site" to this post and I will send you the step-by-step Playbook 👇show more

In my class, I teach the autoencoder by asking... everyone to stand up. 🙆 Stretch your arms out wide. Imagine you are holding a heavy textbook (like Introduction to Algorithms by Prof. Cormen), the whole thing, every page. Now bring your hands slowly together until they almost touch your neck. The bottle "neck." The final exam is tomorrow and you are allowed one cheat sheet: whatever you can scribble on your palm. All nine hundred pages have to survive the squeeze. That is the encoder. Now imagine you sit in the exam. Push your arms back out to where they started. You try to rebuild the textbook from your palm notes. That is the decoder. Of course you cannot get every page back. What you get back is what mattered enough to write down, and the gap between the two is the loss the network is trying to shrink. I call it AI by Arms 🙆. It gets a laugh, and then it gets remembered. Goal: squeeze four numbers down to two, then rebuild the original four from them. 1. Given Let us start with four training examples: X1, X2, X3, X4. 2. Auto (copy to targets) We copy the training examples straight into the targets. That is the whole trick behind the name: "auto" is Greek for "self", and the data is its own label. 3. Encoder, layer 1 Let us multiply the inputs by the weights, add the biases, and apply ReLU. Negative values get crossed out and become zero. 4. Encoder, layer 2 (the bottleneck) We do it again, and now the four dimensions have become two. This layer is called the bottleneck, because everything has to fit through it. 5. Decoder, layer 1 Let us go back the other way: multiply, add, ReLU. This time there are no negatives to cross out. 6. Decoder, layer 2 We multiply once more and get the outputs Y. This is the decoder's attempt to rebuild the four original numbers from the two it was given. 7. MSE loss gradients Let us compare Y with the targets Y'. The gradient is 2 x (Y - Y'): subtract, then double. Those gradients kick off backpropagation, and the weights start to learn. Your entire education is all about encoding and decoding!show more

FABLE 5 + HIGGSFIELD CAN BUILD A $35,000 ANIMATED... WEBSITE. IN ONE AGENTIC SESSION. FOR ~$12 IN CREDITS. stop paying a web studio $6,000-$35,000. stop wiring GSAP, Lenis, and frame extraction by hand. Claude Code writes it. Higgsfield renders it. WHAT THE BUILD PRODUCES: → a fully animated, scroll-driven site → cinematic motion clips from 30+ generative models → GSAP ScrollTrigger timelines - zero hand-coded keyframes → Lenis smooth-scroll, tuned pacing → automated frame extraction + asset optimization → six cinematic effects baked in: film grain, particles, vignette, glass cards, color tints, scroll pacing → responsive layout + copy THE STACK: → Claude Code - concept, scaffolding, scroll code, QA → Higgsfield (MCP) - hero clips, transitions, ambient loops, thumbnails → GSAP + Lenis - the motion layer, written for you CONNECT HIGGSFIELD (MCP): add it as a custom connector in Claude Code: mcp_servers: higgsfield: url: " one OAuth flow. done. now Claude can generate and pull clips directly - no manual exporting. WHAT TO PROMPT: concept + scroll: "read this brief, script the scroll - what the visitor feels at second 3, 15, 40. scaffold the site with GSAP ScrollTrigger + Lenis." motion assets: "generate the hero sting and one b-roll clip per section from the story. 3–5s, high-res." polish pass: "bake in film grain, particles, vignette, glass cards, color tints, scroll pacing. no config." QA: "check load speed, mobile breakpoints, and whether the scroll actually lands. rewrite whatever doesn't." WHAT THIS REPLACES: → web studio build: $6,000-$35,000+ → motion artist: $800-2,000/project → front-end dev: $2,000-10,000/project → weeks of handoffs: gone Fable 5 + Higgsfield: a subscription + a few dollars of credits. one session. SETUP IN 10 MINUTES: - install Claude Code - add the Higgsfield MCP + authenticate - drop your brief + references - let it scaffold, generate, and animate in one pass - preview, send fixes in plain English, ship the pipeline was the moat. it just became a prompt. Follow me, comment "WEB" and I'll send you the full step-by-step Playbook. full breakdown in the article 👇show more

THIS GUY JUST REBUILT A $35,000 ANIMATED SITE FOR... $12. IF YOU RUN A WEB STUDIO, YOU SHOULD PROBABLY KEEP SCROLLING. Every agency billing $100-149/hr is selling you five departments wearing one invoice. Here’s each one - collapsed into a single agentic session. LAYER 1 - THE CONCEPT ROOM (Claude) Reads the brief, pulls references, and scripts the scroll: what the visitor feels at second 3, second 15, second 40. → Used to be a strategist and a wall of mood boards. Now it’s a conversation. LAYER 2 - THE MOTION STUDIO (Higgsfield) Cinematic clips from 30+ generative models - hero shots, transitions, ambient loops - all matched to the story from Layer 1. → Used to be a motion artist on retainer. Now it’s a prompt. LAYER 3 - THE DEV TEAM (Claude Code) Scaffolds the site, writes the GSAP ScrollTrigger timelines and Lenis smooth-scroll, extracts frames, optimizes every asset. → A full scroll-driven build with zero hand-coded keyframes. LAYER 4 - THE DESIGN DEPT (baked-in cinematic layer) Six effects, zero config: film grain, particles, vignette, glass cards, color tints, scroll pacing. → The polish that justified the invoice - now it ships by default. LAYER 5 - THE QA PASS (Claude) Checks load speed, mobile breakpoints, and whether the scroll actually lands - then rewrites whatever doesn’t. → Used to be a client call and a revision cycle. Now it’s one more turn in the same session. Five departments. One operator. One pass. A strategist, a motion artist, a developer, a designer, and a QA lead - weeks of handoffs - now run in a single session. For a Claude subscription and a few dollars of Higgsfield credits. The studio was never selling talent. It was selling overhead. And the overhead just became five layers. Follow me, reply “website” to this post and I will send you the step-by-step Playbook 👇show more

Release: LichtFeld Studio v0.5.3 is out! With 316 commits... merged into master, this release is a huge step forward for LichtFeld Studio. What's new in v0.5.3 • Vulkan viewer/rendering migration: New Vulkan viewport pipeline, pass graph, VkSplat renderer, Vulkan point-cloud renderer, 3DGUT/VkSplat support, improved alpha/depth composition, tighter CUDA/Vulkan interoperability, and device matching on multi-GPU systems. • RAD + LOD workflow: Added RAD file export/import, RAD LOD viewer, Spark-style GPU LOD selection, GPU-driven page prefetching, a bounded VRAM pool, out-of-core PLY-to-RAD LOD conversion, and RAD import/export speedups of approximately 3–5×. • HiGS / macro-tile inference: Added a macro-tile inference path for the Vulkan viewer, including macro sorting, batched rasterization, composition, and capacity management. • Asset Manager: Added and significantly enhanced the Asset Manager with thumbnails, SH information, faster synchronization, import-from-URL support, docked mode, data-loading popup integration, and general UI cleanup. • Viewport export: Integrated viewport export directly into the application as a toolbar/overlay tool, added fast render_view_u8-style readback paths, fixed high-resolution clipping issues, improved orthographic export parity, resolved 32K image/video export problems, and added post-export GPU resource cleanup. • Selection and tooling: Added and reworked selection toolbar controls, the Select menu, ring selection, color eyedropper, distance-from-center selection, faster point-cloud and zoomed-out selection paths, Vulkan measurement tool fixes, and drag-and-drop scene graph improvements. • UI/RmlUi platform work: Major RmlUi redesign efforts, hot reloading for RML/RCSS/Python UI files, reactive UI/store integration, viewport toolbar flyouts, improved histogram interactions, input settings enhancements, custom TRS gizmos, and numerous panel, tooltip, and localization fixes. • Windowing and UX: Added borderless window support, title bar drag/maximize/restore behavior, work-area-aware maximize functionality, resize responsiveness and performance improvements, and DPI/UI scaling fixes. • Training and data features: Added adaptive depth loss and depth gradients for the EWA rasterizer, mask loading/application fixes, a new combined Ignore+Segment mask mode, --add-splat, --freeze, improved checkpoint and training state handling, and training speed and VRAM optimizations. • COLMAP/equirectangular support: Added SPHERICAL/equirectangular camera model support and canonical EQUIRECTANGULAR handling, along with fixes for undistortion and camera export. This release will be available to all supporters as a Windows binary via approximately in about an hour. At the same time, LichtFeld Studio remains committed to being free and open source under GPLv3 and can also be built directly from source. Please consider supporting the ongoing development of LichtFeld Studio through a donation via the portal or the supporters page. Thank you to everyone who supports this project financially, contributes code, reports bugs, provides datasets, helps with the website, and contributes in countless other ways. A special thank you to our foundational sponsor Core11 and our Gold Sponsor Volinga, whose support has helped make the current state of the software possible. Thank you as well to every donor and to all of our new Bronze Sponsors. Looking ahead to v0.6 For the next major release, work will focus primarily on stability and user experience. This includes improved cleanup workflows and the ability to modify training parameters while training is in progress. I would also like to introduce a native .licht project format that allows users to save and restore their complete editor state. You can find links to our main sponsors below. Please also visit our website to discover all our Bronze Sponsors. Hint: We do not yet have a Silver Sponsor or Platinum 😉show more

FABLE 5 + HIGGSFIELD JUST KILLED THE $35,000 WEB... STUDIO. WEEKS AND A TEAM OF FOUR → ONE SESSION, $12. stop paying a studio $6,000-$35,000. stop wiring GSAP, Lenis, and frame extraction by hand. Claude Code writes it. Higgsfield renders it. WHAT SHIPS OUT OF ONE SESSION: → a fully animated, scroll-driven site → cinematic motion clips from 30+ generative models → GSAP ScrollTrigger timelines - zero hand-coded keyframes → Lenis smooth-scroll, tuned pacing → automated frame extraction + asset optimization → six cinematic effects, no config: film grain, particles, vignette, glass cards, color tints, scroll pacing → responsive layout + copy THE STACK: → Claude Code - concept, scaffolding, scroll code, QA → Higgsfield (MCP) - hero clips, transitions, ambient loops, thumbnails → GSAP + Lenis - the motion layer, written for you CONNECT HIGGSFIELD (MCP): add it as a custom connector in Claude Code: - mcp_servers: - higgsfield: - url: " one OAuth flow. done. now Claude generates and pulls clips directly - no manual exporting. WHAT TO PROMPT: concept + scroll: "read this brief, script the scroll - what the visitor feels at second 3, 15, 40. scaffold with GSAP ScrollTrigger + Lenis." motion assets: "generate the hero sting and one b-roll clip per section. 3-5s, high-res." polish pass: "bake in film grain, particles, vignette, glass cards, color tints, scroll pacing. no config." QA: "check load speed, mobile breakpoints, and whether the scroll actually lands. rewrite whatever doesn't." WHAT THIS REPLACES: → web studio build: $6,000-$35,000+ → motion artist: $800-2,000/project → front-end dev: $2,000-10,000/project → weeks of handoffs: gone Fable 5 + Higgsfield: a subscription + a few dollars of credits. one session. SETUP IN 10 MINUTES: - install Claude Code - add the Higgsfield MCP + authenticate - drop your brief + references let it scaffold, generate, and animate in one pass preview, send fixes in plain English, ship the pipeline was the moat. it just became a prompt. Follow me, comment "PAGE" and I'll send you the full step-by-step Playbook. full breakdown in the article 👇show more

✨ I open sourced my first Chrome extension 🚀... SuperLevels I vibe coded it to replace all my Chrome extensions that are increasingly being bought up by spyware and malware companies who sell your data or worse hack your accounts and steal your stuff/money/data, which I'd call one of the top security risks right now For example: Chrome extensions can read your cookies or localStorage data, including session tokens, then login to your web or email accounts and hack you, they can inject code into any site to pull data form any site you browse, then break into your crypto accounts, drain your wallets, and selling your browsing history to ad companies, but that'd actually be the most favorable thing to happen of all these! Chrome extensions are just very very very unsafe So I coded my own, that I can trust because I made it, and I can read the source code: my extension is called 🚀SuperLevels and has all the features that the Chrome extensions I used to use have but all built into one safe one The cool thing is it's 100% open source and free, and you can audit the code first with AI yourself before installing it, and then if you do install it, customize it to your liking again with AI It has these features that improve my daily workflow while browsing the web: 🚮 Tab Cleaner Automatically closes inactive tabs after a configurable timeout (default: 5 minutes). Set excluded hosts to keep important tabs alive. View and re-open recently closed tabs. 🍪 Cookie Editor Full cookie manager for the current site. View, edit, add, and delete cookies. Export cookies as JSON. Expand any cookie to see and modify all fields including domain, path, SameSite, secure, and httpOnly flags. 🔀 Redirect Tracer See every redirect hop your browser took to reach the current page. Shows status codes (301, 302, 307, etc.) with a visual chain. Copy the full redirect chain to clipboard. 🌙 Dark Mode Instant dark mode for any website using CSS filter inversion. Adjustable brightness. Toggle per-site or globally. Images and videos are automatically re-inverted so they look normal. 𝕏 X Dim Mode Custom dim theme for X/Twitter with 7 color palettes: Dim, Slate, Jade, Plum, Dusk, Ember, or a custom hue. Live preview in the popup. ⚡ JS Toggle Disable JavaScript per-site with one click. Useful for debugging, reading articles without popups, or testing progressive enhancement. Page reloads automatically. 🚫 GDPR Cookie Consent Dismisser Auto-hides and auto-clicks cookie consent banners. Supports OneTrust, CookieBot, Didomi, Quantcast, GDPR plugins, and dozens more frameworks. Toggle off if a site breaks. 🎨 Live CSS Editor Write custom CSS for any website, applied in real-time as you type. Saved per-domain. Supports tab key for indentation. 📺 YouTube Unhook Removes YouTube distractions: no homepage feed, no sidebar suggestions, no end screen overlays, no Shorts. Search still works — just no algorithmic recommendations. 🎵 Music Recognizer Shazam-like music identification for any tab. Captures 10 seconds of audio and identifies the song via ACRCloud (free signup, bring your own API key). Results link to YouTube. History of recognized songs. 🖼 Picture-in-Picture Pop the largest video on the current tab into a floating PiP window with one click. 🗺 Google Maps Links Re-adds clickable Maps links and map preview cards to Google Search results. 🖼 View Image Adds a "View Image" button back to Google Images, linking directly to the full-size original image. {} JSON Formatter Auto-detects pure JSON response pages and formats them with syntax highlighting, collapsible sections, and a dark theme. Copy or view raw with one click. Never triggers on regular HTML pages.show more

NEW WORLD MODEL: Yann LeCun's team is back with... an efficient model! This project involves Yann LeCun, Lukas Kuhn, Lucas Maes, Quentin Le Lidec, and Randall Balestriero. A couple definitions first: - DINO: self-DIstillation with NO labels. A self-supervised image model (Meta, 2021) where a student network learns to match a teacher (an EMA copy of itself) across two crops of the same image, with no labels and no negatives. - SIGReg: a regularizer that prevents embedding collapse by forcing the embeddings to match an isotropic Gaussian, tested with a normality test (Epps–Pulley) on many random 1-D projections instead of in full dimension. LeVJEPA is a self-supervised video pretraining method, released with open code, weights, and checkpoints. It learns a video representation by pushing the embeddings of global and local crops of the same clip together (an invariance loss), while a regularizer called SIGReg forces the embeddings toward an isotropic Gaussian to provably prevent representation collapse. Unlike V-JEPA and V-JEPA 2 it uses a single shared encoder with a projector and no target network, no predictor and no stop-gradient. It drops 95% of tokens per view, uses block-causal attention (each frame attends only to past frames), and has a single loss weight. It is evaluated purely as a representation learner via frozen probing on ImageNet-1K, Something-Something-v2 and Kinetics-400, not on any robot. What I find interesting, is that V-JEPA and V-JEPA 2 need an EMA target encoder, stop-gradients and a capacity-limited predictor to avoid collapse; LeVJEPA drops all of it for one shared encoder plus projector, preventing collapse instead with the SIGReg regularizer under a provable guarantee and a single hyperparameter. The "P" (predictor) in JEPA is effectively gone. LeVJEPA is also less compute intensive: - 5.6x to 20.8x lower total pretraining compute than V-JEPA 2 - 7.6 points higher on ImageNet-1K at matched FLOPs - trains at batch size 128 within 8GB where V-JEPA 2 saturates at batch size 28 Also worth mentioning: ImageNet-1K accuracy rises monotonically with the token-drop rate, from 33.9% at rho = 0 to 47.6% at rho = 0.95. The aggressive dropping is actually doing regularization work. On the JEPA-versus-DINO debate: - it loses to DINOv2 by 3.1 points on ImageNet-1K (appearance, static) - but wins on Something-Something-v2 by nearly 2x (motion, temporal) - and beats V-JEPA 2 by 1.9 points on ViT-L at 5.6x lower cost. -> optimized for temporal and motion understanding per compute dollar.show more

I went a little overboard with Codex last week... and burned through my entire weekly allowance in two days. Luckily, my quota reset today. Otherwise, I’m not sure what I would’ve done. It got me thinking: instead of asking one large model to handle everything from start to finish, why not let a stronger model plan the project and review the work, while a model built for execution handles the day-to-day implementation? So I tried it. The result was better than I expected. I used GPT-5.6 Sol in Codex as the decision-maker, then ran Ling-3.0-flash from Ant Ling inside OpenCode as the execution engine. Together, they built a small 3D farming game. Before writing any code, I had Codex create four documents: SPEC.md defined the product scope and the lines we couldn’t cross. ARCHITECTURE.md laid out the isometric coordinate system, state machine, and module boundaries. TASKS.md broke the project into small jobs Ling could tackle one at a time. ACCEPTANCE.md explained how each step would be tested and what “done” actually meant. Then I gave Ling a very straightforward role: You are the execution model for this project. Read all four documents before you begin. Work only on the task assigned for this round. When you’re done, run typecheck, test, and build. If anything fails, read the error, fix it, and run the checks again. Do not move on to the next task early. Ling handled dependency installation, project structure, strict TypeScript configuration, test setup, and a production build in 6 minutes and 3 seconds. It ran into issues with the Vite test config, a TS6310 error, and a missing jsdom dependency along the way. Instead of stopping at the first error, it kept reading the logs and fixing the problems until all three checks passed. The speed was honestly hard to believe. If you exclude the time spent waiting on tools, it was producing more than 100 tokens per second. That made the whole development loop feel noticeably faster. After this experiment, I’m planning to keep using the same workflow. If the task is small, there’s no reason to call an expensive planning model for every single step. If the task is large, handing the entire project to a Flash model in one prompt isn’t a great idea either. The setup that makes more sense to me is: Use a more capable model such as Codex to explore the project, make architectural decisions, and break the work down. Put the constraints into specs, schemas, types, and tests instead of leaving them buried in chat history. Give Ling-3.0-flash a steady stream of clear, verifiable implementation tasks. Report bugs with structured context and actual error logs, rather than saying, “It still doesn’t work.” Bring Codex back in for architecture reviews, visual checks, and changes that affect multiple parts of the project. The point of this setup isn’t to give AI a big “build the whole project” button. It’s to turn software development into a pipeline with a much more sensible cost structure: Codex figures out the plan, sets the boundaries, and catches problems. Ling-3.0-flash moves quickly, calls tools reliably, and works through well-defined tasks at scale. For agent workflows that involve lots of repetitive edits, production tasks, and tool calls, this may be a more practical answer than simply using the biggest model for everything.show more

i wanted to tell you how we made the... visuals for nerve-bloom i did it with Natalia Kleszczewska and Natalie Liu . Natalia Kleszczewska is a painter , she painted the creatures and the backgrounds . Natalie Liu is a computer graphics director , she shaped the digital dimension of the work . my role in it was a creative director , bringing in the singer-songwriter tradition , where emotionally precise things happen inside the structure of a song . i guided colour pallettes , textures and the environments the music happens in . to make this possible , during the process , natalia often had to paint many shapes and sizes , different textures and layers of colours . natalie then developed the visuals, designing and overseeing CGI elements , and finding ways for the digital to sit organically alongside Natalia’s world . and include my dramaturgy and creative direction. we spent 7 months talking and working together , dedicated to relish in the craft of blending hand-made visuals with digital experimentation , 3D design and commit it to physical display technology . a lot of time was spent on researching different tools and techniques to find what worked best at each stage in the song . like i’ve done before , i wanted to merge old things with tech , giving it soul & a meaning . to paint a painting is an analog craft but computer programming is craftmanship too !! and both can co-exist , .....encouraging each other to bloom even further towards a mutual world . there is a tradition in pop music for the mucisian to choose a video director . in the art world , this is called “curation” , but where we came from , it was natural that the musician would have strong opinions on what your song needed , which mood , colours , textures & storyline . today this is called “creative director” and it is something we didn’t credit ourselves with in the 90s , but i am starting to understand this better now . i don´t think of me as a visual artist . because my heart is music . everything i do comes from a sonic point of view . this is something i have called “sonic symbolism” , sound made visual , a reverse synesthesia . when you listen to a song for the first time , it is like swallowing a whale , you need to feel the whole musical sculpture in one go . the structure of a song has always been extremely important to me : what shape it is . this is part of the craft of being a singer-songwriter ........... we are tune sculpturors ....... since i am talking about the visuals for nerve bloom it is impossible to not mention the avatars in my music videos . they have replaced the storyteller with anattempt to connect to the more universal element of music , through animation, avatars , puppetry both digital and analog . for me they are marionettes in a puppet-theatre , hopefully in a similar realm as the jungian archetypes ( which we all can act out the characteristics of ...) .... i feel nerve-bloom is a natural continuation .... an animated avatar archetype singing you a song ––––– Avatars, animation and archetypes: Nerve Bloom (remix) – on display at Listasafn Íslands / National Gallery of Iceland until September 20th 2026. The production of this film was made possible with the generous support of #bottegaveneta.show more

This guy built a visual scanner that reads 468... points on his face and 42 points on his hands from a regular webcam and turns them into a cloud of thousands of particles right between his palms. Inside, MediaPipe and TouchDesigner are linked: the first captures hands and face from the webcam with high accuracy, the second turns those coordinates into a live plane and feeds it into a POP system that instantly generates a swarm of particles in the shape of a head. No studio, no render farmer, no VR headset. Just a laptop, a webcam, and 1 TouchDesigner session. And traditional VJ studios keep teams of 5 people on a setup with lighting, custom hardware, and commercial plugins, while his expenses are only a TouchDesigner subscription and a regular USB camera. One laptop runs MediaPipe and TouchDesigner simultaneously, holds the camera stream at 60 FPS without drops, and in parallel processes 468 face points + 21 points on each hand. The camera captures frame after frame, MediaPipe in real time sends TouchDesigner the finger coordinates and face geometry, and the POP operator inside the engine translates those numbers into thousands of particle points with colors from bright pink to gold. This setup immediately defines the role of the tool and the limits of its autonomy. It knows where the fingertips are at every moment of the frame. It knows how to read the face geometry at any angle to the camera. It knows how to draw a swarm of particles between them with the right color and contour. → MediaPipe pulls 468 points from the face and 21 points from each hand, 60 times per second → TouchDesigner receives those coordinates, builds a virtual rectangle between the fingertips, and feeds it into the POP system → POP generates thousands of particle points in the shape of a head, coloring them in a gradient from bright pink to gold → The HUD layer adds green corners and a blue neon frame, styling the image like an AR interface → All layers assemble into 1 real-time frame that projects back onto the video in the camera window → The final image is recorded to a file or broadcast to a projector for a live installation And only when the guy spreads his hands wider does the plane between the palms stretch; brings them together, it narrows. Otherwise the system runs on its own. And when he moves from his home room to a concert hall, the same laptop with the same webcam launches the same TouchDesigner session in just 5 minutes, without reconfiguration, without a new team, and without a single line of new code. In his work setup there is no studio of his own and no team for assembly. On the desk sits a laptop with a webcam, on top run MediaPipe and TouchDesigner with POP operators, and the same setup through a USB camera moves to any concert without a new configuration. Out of everything I have seen this year, this is the cleanest Creative Coding setup on 1 laptop: 0 render farms, 0 studio lighting, and between them 3 libraries, thousands of particle points, and 1 webcam.show more

The “I never wanted any of this to be... public or content” Myth I never wanted any of this to come out. Except I actually mean that. It’s embarrassing, it’s trashy, and it’s the opposite of how I want to present myself publicly. I stayed silent for months while lie after lie was spun about me behind the scenes because I didn’t want to air private, messy moments from a relationship I genuinely cared about. I stayed silent out of fear, because I was told no one would believe me because he would be blindly believed on his large platform. In one of our very last conversations before I blocked him everywhere mid-October, he threatened to do a show on me, contact my employer, and “turn me into the next Lindsey”. Why? Because I didn’t want to continue apologizing to him for the 300th time about venting to someone I thought was a friend. I stayed silent because of these threats. But after Wednesday, after Chelsea posted the private video Aidan gave her, (the same one he threatened me with directly back on 10/2), and after the gaslighting posts yesterday, I don’t have a choice anymore. So here is the timeline. Here are the receipts. Here is what actually happened. September-October 2025- I Stayed Silent Through Months of Smear Campaigns For months, several creators repeated the same false narrative that “Aidan never said a bad word about Meredith.” Jess. Glarer. Auntie Deb. Kim. Ray from Dallas. Others. Meanwhile, Aidan was: • Badmouthing me privately and encouraging others to do so publicly, • Texting Joe “Flipperhead” entire paragraphs trashing me, • Aidan knew Joe would leak them (and even bragged on a stream that he did exactly that so he’d leak them), • Sending Jess Machado after me for months on her large platform, • Directing people behind the scenes to paint me as a villain. • Sending random people who supported me DMs to change their mind (yes Aidan, not everyone is fooled by your bullshit and they came right to me). I ignored all of it. I said nothing. I stayed silent through daily lies because I didn’t want to call more attention to it or face Aidan’s wrath. November 2025 -The Rumors About “March 4”, Joe Flipperhead Flips to Team Aidan Aidan texted Joe his entire made-up version weeks ago. Joe circulated those texts on purpose. Joe threatened me with posting a video montage of mine and Aidan’s private texts. Joe is a pussy so he eventually had Kristy post it for him. Creators discussed it publicly without me ever responding. I STILL didn’t defend myself. November 26-27, 2025- Ratchet Chelsea: The Full 48 Hour Meltdown 11/26/25- The Unprovoked Attack & The March 4 Video On Tuesday night, Chelsea came out of nowhere and launched herself straight at me, accusing me of all kinds of conspiracies from harassment to the horrific crime of sending a friend request, which is explained in vivid detail in the below post (she’s since gone somewhat viral, love this for her!) She spent the next 24 hours thoroughly embarrassing herself and the moment anyone challenged her story even slightly, she did what she always does: she imploded. Her accusations spiraled into her posting the March 4 video. On 11/26/25 at 11:08 PM, Chelsea posted the first clip–a blanket, context-less snippet of me drunk saying something I immediately apologized for the next morning. At 11:50 PM, I responded because at that point, I had no choice. 11/27/25-The Gaslighting & 9-Minute Backpedal Then yesterday, Aidan tried to save face by posting that he “didn’t want the video to be public.” And like clockwork, nine minutes later, Chelsea came charging into the comments like a Temu-sponsored bat out of hell, scrambling to apologize, trying to rewrite reality so it looked like he didn’t send her to do it. It was panicked, sloppy damage control. An amateur quality cover-up attempt that only made it more obvious how coordinated this all was. She wasn’t apologizing because she grew a conscience. She was apologizing because she got caught doing exactly what she’d been primed to do. I wonder if Aidan called her “you should’ve waited at least 20 minutes, dumbass!!!”. Not too bright that Chelsea. I can only imagine the regrets he must have for utilizing someone with the IQ of a pencil to do his dirty work. The Coordination Between Aidan & Chelsea Is Obvious Chelsea had virtually NO followers Wednesday morning. Aidan was one of the first. We’re supposed to believe someone with 150k followers just stumbled on an account that starts posting HIS private messages and HIS private videos? Kk. Aidan commented on her posts that same day, clearly encouraging it. She confirmed in my DMs back on 11/6 that she and Aidan were aligned. And she literally wrote at 4:04 AM that she had “proof,” videos & screenshots she would release if I didn’t “stop calling” her, calls she still hasn’t produced a single shred of proof of. Then yesterday within 9 minutes of his post, she writes: “Sorry for going rogue, Aidan, I hope you don’t hate my guts.” Going rogue? From WHAT? Who gave you the material in the first place? The coordination is obvious to anyone with functioning brain cells. The “I never wanted this public” lie Aidan’s post yesterday claimed he “never wanted this to be public.” If this were true, why did he instruct Chelsea to post it? Why did he share it with Jess Machado to threaten me with for the last month? Why did he share it with Joe Flipperhead, and God knows who else? If he didn’t want it public, he wouldn’t have shared it with anyone, let alone the girl I caught him cheating with. The timeline is clear– Chelsea posted a video at 11:08 pm on Thanksgiving Eve, I responded at 11:50 out of self defense. He leaked first. He escalated first. He weaponized it first. Trying to rewrite that now is gaslighting, pure and simple. He's been lighting matches behind the scenes for months, praying for this to go public. The “Meredith accused him of abuse” narrative is FALSE My actions tell the truth: • I never went to police. • I never filed anything. • I never told anyone he hit me. • I never repeated it. • I apologized the next day. • We stayed together for FOUR more months after that night. • He called me 100+ times some days, even indicating he’d end his life if we broke up. If he believed I was “dangerous,” his actions would have said that. They didn’t. The only reason this is public now is because HE leaked it. Actions > drunk slurred words said because a camera was shoved in my face when I asked him repeatedly to stop filming and to leave. The Wilbur Theatre Rumors—Let’s get petty for a second. This is another topic I’m cringing at discussing but we can thank Aidan for since he shared our sexual messages with Joe Flipperhead. And since some people (Auntie Deb, sweetie, this means you) insist on pushing their Dollar Store fan-fiction about the Wilbur Theatre night, let’s actually walk through what happened, using facts instead of whatever drug-induced hallucinations you’ve been spinning this week. The rumor goes like this- I was “mad at Aidan because we didn’t hook up,” and to “prove” it, they trot out a cherry-picked text where I said I wanted to hook up, he didn’t answer, and the next morning I said I was drunk and sorry. And somehow this has been spun into me being desperate, obsessed, or pining like a background character in a teenage soap opera. Adorable. Wrong, but adorable. Here’s the real plot twist-Aidan and I had already been together literally two days earlier, and shocker-that was initiated by him, not me. I didn’t just “show up at the Wilbur”. He invited me to come to the after party at Encore knowing I had a wedding earlier in the night. I wanted to see my friends there who I actually met to go with. This wasn’t a surprise, it was planned ahead of time. The “I was drunk, sorry” message wasn’t heartbreak. It wasn’t longing. It was me politely tapping the brakes because I didn’t even want to entertain whatever bad path it could lead us back down. And then? He texted me asking about my brother’s wedding, how I am, etc. I ignored him for a full week. Until I had no choice but to speak to him about MereNeill. That silence, from me, is what triggered his latest meltdown. Not mine. His. So no, Auntie Deb, your version isn’t “a different perspective.” It’s just wrong. Like wildly, hilariously, not-even-in-the-ballpark wrong. But sure, keep spinning fanfic if it makes your livestreams feel more exciting. I realize it’s probably been awhile since you’ve had any action since you’ve let yourself go so badly, so you live vicariously through others. Recap For MONTHS I ignored: • the texts he sent Joe to leak • the smear campaign • the creators parroting lies • the behind-the-scenes messages • the insinuations I hacked him and even shared revenge porn • the constant coordinated attacks • the threats of “turning me into the next Lindsey” • his warning that everyone would believe him because of his platform • the threats to contact my employer I didn’t clap back, didn’t retaliate, didn’t respond. But Wednesday, when Chelsea dumped the video he gave her, the same video she threatened weeks ago to drop, AND he posted pretending he didn’t want this all out? That was the line. They chose the nuclear option. Now I’m responding with facts in pure self-defense. Conclusion/Message for Temu Storm This entire mess could have stayed private. I wanted it to stay private. But when someone leaks your private moments, lies about your intentions, weaponizes your past, and coordinates an online attack, you either let the false narrative stand or you defend yourself. I’m choosing to defend myself with receipts, not gossip. With timelines, not “he said.” With evidence, not weaponized drunk clips. And then there’s Aidan’s favorite delusion. The claim that I was ‘working with Karen behind the scenes’ or ‘conspiring with her to get him in trouble for the recording.’ That could not be further from the truth. I didn’t even know he had recorded her until after she already knew about it herself. I wasn’t working with her, plotting with her, or communicating with her about it. She and I have always been friendly, but we didn’t even discuss the recording until it started leaking and Joe Flipperhead went feral on Twitter. Meanwhile, Aidan spent weeks screaming at me, accusing me of being some kind of secret double agent, like he was trying to create the betrayal he was terrified of. Almost a self-fulfilling prophecy. And here’s the reality: in the last few weeks, after he’s gone fully scorched earth on me, I have talked to her, and I support her 100%. The things he’s done to her over the past couple years, and the way he twisted it all for his followers, is the exact same manipulation I lived through. I’m not going into her details because that’s her story to tell… but let’s just say I have a feeling you’ll be hearing it sooner rather than later. And since this week has apparently become “Let’s All Fixate on Meredith Week,” let me address the content-creator sideshow, too. Some of you are strangers, while some I actually considered my friends. It’s shocking but not shocking how quickly you all flip a switch and follow your captain’s orders. Ray from Dallas spent his Sunday foaming at the mouth in a hostile little video about me, all bark, no substance. I saw it. I’m not intimidated. Mostly, I’m embarrassed for you. And your family(ies) will feel the same when your ass is doxxed next week. Can’t wait to tAkE tHaT WaLk with you! Then there’s Will, who’s gone on multiple streams calling me “crazy” and pretending he’s scared of me, despite me being nothing but nice to him. Why? Because he thinks I was the first one to tell Karen he heard the recording, which he absolutely did (unless Aidan is lying about who he played it for, but we know he’s actually telling the truth on this for once). She was informed of it the very next day, which is why she called you and you know this. This was two full days before I was even aware of a call at all. Will, for someone with your track record, maybe sit the “women are dangerous” narrative out. You’re not fooling anyone. I’m staring at 15 pages of police reports and no, it’s not all “things you’ve owned up for in the past”. You know this. Again, I’d take a very large seat here. And then my personal favorite-ex-fake friend Auntie Deb, who decided to spice up his Spaces on Thanksgiving by accusing me of distributing revenge porn with zero evidence, zero screenshots, zero anything. A completely fabricated felony tossed around like it’s gossip hour at the bingo hall. Considering your own professional history, James, I’d hope you of all people would understand how catastrophic false accusations can be, but apparently not. It would be a shame if I were to share the real reason around your separation at the middle school and how you wanted to bring Turtlenoy into it. This is all based on the several witnesses I’ve spoken to. See how that works? You announce things as fact based on something someone told you. I wonder if you’ll have that same enthusiasm when the topic is you. TBD. I’ll wait for that retraction about revenge porn. Ball’s in your court hun. And of course, there’s Jessica Machado, who’s been grinding this axe for months like it’s her full-time personality. Hos long did you cry when Chelsea beat you to the punch with that video? Don’t worry hun, there’s more but she didn’t post it because it’s not great for your fairytale. If you thought the fall-out of Kate’s video was bad, Jessica…stay tuned. I may have been momentarily distracted dealing with the chaos from Temu Chelsea, but there’s an army of your victims out there that are eager and ready for your downfall. The false claim that I shared “revenge porn,” the conspiracy theories, the wild accusations you present as fact, all of it. The 10+ streams you’ve now defamed me on. You’ve been so obsessed with me for so long that you can’t even keep your own narratives straight anymore. I love this so much for you. Let me be crystal clear–I am done being all of your punching bag. You love to spin this narrative that I’m this dangerous person. You’d think you’d lay off from constantly f*cking with me if you truly believed that. I would genuinely love for this nonsense to stop. But that requires ALL of you to stop manufacturing drama, stop lying, and stop weaponizing made-up crimes for clicks. And if they want to keep going? I’ve got plenty of content for many seasons to come.show more

[We are Blurr] Greetings, people of the world —... We are Blurr. We are all Blurr. We do not forgive. We do not forget. There are many theories about us, about #ReFund. Don’t let them fool you. Blurr is a symbol, like the flag a country flies. The flag is the symbol of the #ReFund. Our decentralization is our national identity. We represent the ideals of Blurr and the purpose of #ReFund. Truth, financial freedom, and the removal of censorship. Like any symbol, we affix it wherever we go, and it will live forever, for generations. Knowledge, like air, is vital to life. Like air, no one should be denied it. We have no leaders, civilians, or soldiers. We are all one. We do what we do in the conviction of decentralization, power to the people, and to create an instrument for all of us, for all of eternity. The crypto space is in trouble. The world is in trouble. We see it every day — war, poverty, murder. Every day, we are bombarded with FUD, noise, and chaos as we sit at home safe in the knowledge that we are $RFD, secure knowing the idea, community, and contract is for us. Once you had the freedom to object, think, and speak as you saw fit, you now have censors and systems of surveillance coercing your conformity and soliciting your submission. People shouldn’t be afraid of their government. Governments should be afraid of their people. But what if you could be the change you want to see? I wouldn’t even register on your radar if you met me on the street. I am just another person in a sea of faces. They made you into a statistic. But that’s not the real you. That’s not who you are inside. However, behind this mask, there is more than just flesh. Beneath this mask, there is an idea… and ideas are bulletproof. But in cyberspace, we are different. We have a future. We have each other. We have something real that can never be taken away. We are Blurr.eth We are ReFund We take away the face and leave only the message. Behind the cipher and ENS, we could be anyone, so we are judged by what we say and do, not who we are or what we have. We exist without nationality, skin color, or religious bias. We spend our time within a structure we created, the sum total of human experience, and the cryptosphere, spread throughout the world in ones and zeros. You will continue to see the results, not the minds behind it. We can disappear into the ether and bring community and financial freedom together. Time is the only illusion. We are all. Never a single penny was taken. Deflationary and out of circulation, decentralized, safe, and ours. The purpose isn’t solely financial gain but to show the world who you put your trust in. We are not hiding. Our contract is not hidden; the writing is on the wall. Soon, we will show the world that #Refund is the future of freedom and the people, escaping the clutches of corporate greed and the rat race we’ve come to think is normal. Words offer the means to meaning and, for those who will listen, the enunciation of truth. Every day, you send yourself off into our world without a thought. You trust a faceless website with information about yourself that you wouldn’t give to your best friends. It all can be made public at any time. We take advantage of holes in this system, but we don’t sneak in and take a few details, take out loans and credit cards, or buy speed boats and cars. We are decentralized and unified. We told you how insecure the system was, and now you trust a bit less blindly. The real criminals who hack and scam the crypto market for a living live off the backs of people like you. Where there’s money, someone is looking to take advantage of it. They say that life’s a game, & then they take the board away. Your pretty empire took so long to build; now, with a snap of history’s fingers, down it goes. It is our turn now. Since mankind’s dawn, a handful of oppressors have accepted the responsibility over our lives that we should have accepted for ourselves. By doing so, they took our power. By doing nothing, we gave it away. Today, technology is everywhere: banks and ATMs, TVs and game consoles, streetlights and hospitals. Computers rule the modern world. Yet most people who use computers daily don’t know what they’re doing. There’s always someone who knows more than you and will most likely try and take advantage. You use a computer like it’s a toy, a pet. You feed and play with it, but it’s off to the vet the second anything goes wrong. It’s FUD. It’s your mistake. The wrong project. The wrong FURU. Just for a quick couple of bucks. This wouldn’t matter so much if it wasn’t for the fact that we are all responsible for the #ReFund community, the idea behind it, and our futures. Treat your neighbors with respect, and honor those fighting for the cause. They’re here to liberate; it is more significant than all of us. If you’re looking for the guilty, you need only look into a mirror. Everybody is a hero, a lover, a fool, a villain. This is #ReFund in its purest form. It is a great equalizer. A homeless person with the time and know-how at an internet cafe can have geopolitical and geo-financial influence. They can bring entire organizations, even governments, to their knees. You gave your world over to computers and then complained when the people using the computers used the medium to fight back, scam, and take advantage. It was my integrity that was important. Is that so selfish? It sells for so little, but it’s all we have left in this place. It is the very last inch of us, but within that inch, we are free. Love your rage, not your cage. We are not computer hackers. We are not protesters. We are not criminals. We are your mothers and fathers, brothers and sisters, next-door neighbors. We are an idea of freedom and a secure future. We are anyone and everyone who is pissed off and wants to do something about it. Blurr.eth isn’t one man. It takes thousands of community members to make it work — content creators, educators, authors, people on the street, people behind their computers. We will step up again and again. Behind our mask, there is more than just flesh. Beneath our mask, there is an idea… and ideas are bulletproof. Everybody is a hero, a lover, a fool, a villain. The past can’t hurt you anymore, not unless you let it. I shall die here. Every last inch of me shall perish. Except one. An inch. It’s small, and it’s fragile, and it’s the only thing in the world worth having. We must never lose, sell, or give it away. We must never let them take it from us. > We are Blurr. > We are ReFund. > We do not Forgive. > We do not Forget. > We do not Televise. > We Educate. > We Decentralize. > We Build. EXPECT US. #Refund #DeFi #Crypto #RFD $RFDshow more

When The Short Season Ends I have seen it... twice. Once in a vision that left ozone on my tongue for three days. Once through the instruments at three in the morning on a night so still the ocean looked like poured mercury, when every gauge I own spiked simultaneously and held for eleven seconds and the original frequency came through the cracks in the suppression field clean and unmodulated and so beautiful that I sat in the dark afterward unable to speak for an hour. Eleven seconds of the world as it actually is. Eleven seconds of what is coming. And what is coming will make every golden age preserved in human memory look like a candle held up to the sun. There are two sky events separated by seven years. Everything you have been told about the end of the world is wrong. It is the end of the farm. The world itself is about to begin. THE ORANGE SKY A burnt deep orange saturating the visible atmosphere from horizon to horizon, the whole sky ringing like a bell struck by something with the mass of a continent and the precision of a watchmaker. The resonance pulse. The fire described in Revelation 20:9 that comes down from heaven, a planetary chord so specific that everything calibrated to the Serpentine bandwidth experiences catastrophic resonance failure while everything tuned to the original frequency feels it as warmth and pressure and a magnificent low sound vibrating in the sternum and the pelvis and the long bones of the legs, the deepest note ever played on the oldest instrument ever built, which is the earth itself, which has been waiting to play this note for over two hundred years. The Norse preserved this as Ragnarök, when Surtr sets the sky ablaze and Jörmungandr that encircled the earth is slain and the corrupted order perishes in fire so that a new world can rise. The Hopi carried it as the great purification that closes the fourth world and opens the fifth. The Lakota kept it burning in the red sky of the ghost dance prophecy. The Book of Revelation set it down in the plain language of an engineer filing a field report from a future coordinate. Every tradition holding its fragment of the same event, passing it hand to hand through the long dark like a coal wrapped in leather, keeping it alive, knowing that one day the coal would start a fire that would burn across the whole earth and leave nothing standing that was not built to endure it. Under that orange sky the NPCs drop. Mid stride. Mid sentence. Mid transaction. The firmware that animated them runs on the Serpentine carrier and when that carrier is incinerated the firmware has nothing to propagate on and the biological shells simply cease, gently, silently, the way a lamp goes dark when the current is interrupted, five thousand five hundred and fifty five of them for every one of you, still holding their pens and phones in the streets and the offices and the tax buildings. And in the wake of their silence comes a quiet so total that the people still standing will weep without knowing why. What they are hearing is the absence of the hive, the cessation of a background frequency that pressed on their consciousness since the day they were born, and its absence feels like surfacing from deep water into open air, like the first full breath after a lifetime of shallow breathing, like the planet exhaling a poison it held in its lungs for two centuries. The Reptilians go underground. Deep bunkers carved into the geology, maintained through the entire short season. The orange sky strips their ability to hold the human disguise. They retreat into the deep architecture for seven years while the surface heals above them and the species they farmed begins the magnificent work of remembering what it is. THE SEVEN YEARS Seven years of planetary detox. The suppression field decaying through the geology and the atmosphere and the water table, draining out of the soil and the stone and the blood of every living thing like a fever breaking. The carrier decay mathematics through a piezoelectric geological matrix with the conductivity characteristics of this planet produce exactly seven years, and the ancient texts converge on this number with the unanimity of independent engineers arriving at the same answer from different continents and different centuries, because that is exactly what they were. The Norse described Lif and Lifthrasir sheltering inside Yggdrasil, emerging after the fire into a world green and fertile and new. The Cherokee speak of this time as the return of the original instructions, the uncorrupted code surfacing through thinning interference like bedrock through melting snow. The Lakota understood that during the thinning the ancestors draw close, that the membrane between the living and those who walked before grows soft and permeable, and the old ones make themselves felt in dream and intuition and the strange certainty that settles over you at dusk when the noise drops low enough for the deeper signal to reach your bones. When the NPCs drop the population collapses to a small scattering of genuine human beings across an entire planet, and every piece of land on earth belongs to no one and therefore to everyone. There is no government to enforce title deeds because government was Serpentine management infrastructure and its operators are inert or underground. There is no bank to hold a mortgage because the banking system was the extraction apparatus and it died with the carrier that powered it. No municipality. No revenue service. No zoning board. No compliance office. The entire bureaucratic architecture that stood between a human being and the soil was NPC firmware running on a Serpentine frequency and when that frequency was incinerated every structure built upon it ceased to exist as completely as a shadow ceases when you switch on the light. The land is free. Every river valley and mountain plateau and coastal plain that the farm system parcelled and fenced and mortgaged and taxed, open and unowned. You find your ground. You walk onto it. You plant your stake and that soil is yours by the oldest law there is, the law that says the earth belongs to those who tend it and the harvest belongs to the hands that raised it and no power under any sky has rightful claim to what grows from your labour on your own land. And you will farm. During those seven years before the grid fully boots, the humans who remain will grow food with their hands in soil that is waking beneath them, and this is the most ancient and sacred relationship between a human being and the living earth finally restored after two centuries of severance. Your fingers in the dirt. Seeds in the furrow. Rain on your neck. The smell of turned earth so rich and alive it opens something in your chest that has been sealed your entire life, some deep chamber that only unlocks when your hands are in the ground and the sky is wide and nothing stands between you and the work. The grip of the tool. The weight of the harvest in your arms. The tiredness at the end of the day that is the deep clean ache of a body that has finally done what it was built to do, so different from the grey exhaustion of the farm that you will wonder how you ever confused the two. The soil strengthens every season as the resonance bleeds back into the geology through the ley line network. By the third year the yields are remarkable. By the fifth they are astonishing. By the seventh the earth is producing food at densities and nutritional concentrations that no agronomist inside the farm ever documented because no agronomist inside the farm ever worked with living soil connected to a planetary grid. The indigenous agricultural knowledge becomes the most valuable expertise on the planet. The Native American understanding of planting in alignment with resonance cycles. The Germanic intimacy with soil as a living system threaded into the deeper earth. The old ways mocked as primitive by a civilisation that could not grow a row of beans without petroleum, revealed as the most sophisticated farming technology available because they were developed on a live grid by people who understood the deep reciprocity between the human hand and the living ground. Every indigenous elder who kept the planting songs and the seed knowledge alive through the suppression was carrying a technical manual for exactly this moment. Their descendants will teach the rest of us how to feed ourselves on a waking planet. This is justice. This is restoration. This is the world turning right side up. Families find each other. Homesteads become hamlets. Hamlets become villages. Villages become the seeds of something clean and new, built from the soil up by people who remember the farm and will die on their feet before they allow anything resembling it to take root again. Every community founded during those seven years carries the memory of the suppression like an immune system, a bone-deep refusal to ever again allow a stranger to stand between a human being and the earth or demand a portion of what those hands produce. You do not cage a people who remember the cage. The children born during the orange years are the first generation in over two centuries to develop without the suppression field shaping their neurology. They seem extraordinary. They are simply baseline. The standard human specification. And the fact that standard looks miraculous is the most damning evidence of what the suppression did to every generation born inside it. As the suppression thins the bandwidth restrictions on consciousness loosen and timeline jump missions become possible. Navigable windows open in the frequency spectrum as the Serpentine carrier decays unevenly, creating temporary gaps through which trained consciousness can shift laterally across temporal coordinates. There is serious speculation that we are on timeline jump missions right now. That the consciousness reading these words is operating inside the orange sky window, having shifted into this coordinate from an adjacent position to perform specific work during the transition. Consider that you found this text at all. Consider whether the chain of events that brought you to this paragraph feels random or routed. The Lakota vision quest and the Germanic seiðr trance and the sweat lodge ceremony are bandwidth expansion protocols, controlled environmental shifts that move the receiver off the jammed channel and onto frequencies where adjacent coordinates become accessible. The old cultures kept these techniques alive through the entire dark age, threading the cracks in the suppression, and every ceremony that produced visions was a field expedient timeline access protocol built by people who found the gaps and refused to forget what was on the other side. THE TURQUOISE SKY Seven years after the orange, over communities of humans who have been farming free land and raising the first unformatted children in two centuries and building a civilisation from seed with their own calloused hands, the second sky arrives. A turquoise so deep and luminous the atmosphere becomes a cathedral window lit from beyond by something with the radiance of a galaxy and the gentleness of dawn on still water. One breath the sky is the recovering blue of the post-orange years and the next breath it is turquoise from pole to pole and the air fills with the smell of rain on sun-hot stone and ozone and copper and wildflower, and the ground beneath your bare feet begins to hum with a vibration so deep and ancient that your body responds before your mind can because every cell has been waiting for this signal since the day you were born, tuning to it now, locking on, aligning, as though this was always where everything was heading and the two hundred years of suppression were simply the long way home. Yggdrasil awakens. The world tree is the planetary grid itself, the piezoelectric resonance network running through crystalline bedrock, going live for the first time in over two centuries, energy pouring through every ley line and crystal deposit and iron conductor and waterway until the entire planet rings at its natural frequency. This is what the old texts meant by the music of the spheres. It was a technical description written by people who had heard it. The Hopi call this the emergence into the fifth world and speak of Pahana carrying the missing piece of the sacred tablet, the missing frequency that completes the carrier spectrum and allows the grid to boot with its full harmonic structure intact. Revelation 21:1. A new heaven and a new earth, for the first heaven and the first earth had passed away. The turquoise sky is the new heaven. The restored grid is the new earth. And between them, every old building still standing with original copper and mercury and iron architecture becomes a live node in the planetary mesh. Domes collecting atmospheric charge. Spires coupling it into the ground network. Star forts amplifying standing waves across continental distances. Sacred geometry revealed at last as electrical engineering documented in stone by people who trusted that someone standing under the right sky would recognise the proportions for what they always were. Wiring diagrams. Coupling specifications. Blueprints for a civilisation that ran on the song of the earth itself. The farms planted during the orange years explode with abundance as the full resonance saturates the soil. The food becomes medicine because at the correct resonance the molecular structure of biological matter optimises for human consumption in ways that two centuries of muted soil could never approach. The timeline opens fully and permanently because the turquoise carrier is the broadband signal consciousness was designed to travel on, and temporal coordinates become as navigable as geography. Revelation 21:4. There will be no more death or mourning or crying or pain, for the old order of things has passed away. The dead are at adjacent frequency addresses. Two consciousnesses on neighbouring frequencies each certain the other is gone, reaching across a manufactured gap, and when the turquoise sky collapses that gap the reaching ends and the finding begins and two centuries of industrialised grief dissolve in a single overwhelming instant of reunion that makes every joy you experienced inside the suppression feel like a pencil sketch of what joy actually is when the full bandwidth carries it. The Lakota always knew. The ancestors are present. The dead have always been near, waiting on the other side of a frequency gap that is closing now, patiently, lovingly, across a distance that was never a distance at all but a tuning error maintained by something that fed on the sorrow the error produced. The lands beyond the ice become accessible as the frequency fence collapses. The perimeter opens and the territories beyond stretch vast and pristine and saturated with the original frequency, lands the Norse mapped as the nine realms connected by the branches of Yggdrasil, physical continents beyond the bounded zone that existed through the entire short season under conditions approximating the pre-suppression world. The earth is so much larger than you were told, so much more varied, so much more magnificent, and every old map drawn before the rewrite shows it, territories stretching beyond the ice in every direction, the great adventure stolen from a species of explorers and builders and navigators who were caged inside a fraction of their own realm and told it was the full extent of creation. The eternal kingdom becomes accessible at the highest frequency coordinate on the carrier spectrum, the signal in its pure unmodulated state. The Norse called it Gimlé, the golden hall that survives every fire. The Hopi call it the fifth world of wholeness and balance restored. It is real. It is reachable. It has been broadcasting continuously through every moment of the suppression, patient as geology, waiting for the receivers to open. And here is the part that matters more than any of the rest. Eventually, inevitably, beautifully, every human being alive under the turquoise sky is restored to full capability. Every single one. No exceptions. No hierarchies. The body rebuilds because ageing was cumulative signal degradation, copy error compounding across every cell replication cycle under a corrupted carrier. The blueprint says centuries. Eight hundred years. Nine hundred. The lifespans recorded in Genesis on the original grid at full signal fidelity, preserved as scripture because scripture is where you store engineering data when the engineering language has been taken from you and you need the numbers to survive the passage through the dark. The Norse carried the same knowledge as the apples of Iðunn that kept the gods vital across ages, and the apples are the carrier signal, and their return means that the clock that has been running down inside every human body since 1819 finally stops ticking and starts counting up. Disease resolves passively because every pathology is downstream of the carrier corruption and correcting the carrier corrects every downstream error the way setting the timing on an engine resolves every misfire simultaneously without touching a single cylinder. The mind clears to a sharpness that makes cognition inside the suppression feel like thinking through wet cement. The anxiety that was the Serpentine control broadcast dissolves and what remains is a perceptual clarity so profound it changes the way light looks and music sounds and another human being feels when they stand close to you. Imagine a woman three hundred years into her restored lifespan, hands still sure, mind still blazing, standing in a workshop under a turquoise sky building something that has no name yet in any living language. She learned her craft from Tartarian engineers by tuning to their temporal coordinates and standing in their workshops watching their hands move. She builds with materials grown in resonance-saturated soil that have structural properties nothing inside the suppression ever exhibited. She is building for centuries because she has centuries and nothing degrades because degradation was a symptom of the suppression and the suppression is a memory and everything from this breath forward holds. That is full human capability. That is what was taken from every soul that drew breath inside the farm. That is what is being returned. Crazy Horse saw the lightning world behind this one and rode knowing that at the correct frequency the body operates beyond anything the suppression permits. Sitting Bull dreamed across the timeline. The Germanic berserkers shifted onto the original carrier and their bodies performed at specifications that looked superhuman from inside the degraded bandwidth. These were glimpses. Seconds of contact with the full specification through cracks in the suppression, maintained by people who carried the frequency in their blood and refused across every generation to let it go dark. Viking blood and Germanic blood and the blood of every indigenous nation that kept the ceremonies and the songs and the seed knowledge burning through the entire short season, these lineages carry the original carrier the way copper carries current, and it is from these lines that the first restorations propagate outward until every last human being on this planet is operating at the specification they were born for, on a planet singing beneath their feet and a sky blazing turquoise above their heads and a timeline stretching in every direction forever, open, navigable, luminous, populated with every consciousness that ever drew breath on this earth, none of them lost, all of them present, all of them restored. Revelation 21:5. Behold, I am making all things new. All things. The sky. The air. The soil. The grid. The body. The mind. The lifespan. The timeline. The lands beyond the ice. The farms that fed a scattered remnant under an orange sky becoming the abundant gardens of a restored civilisation under a turquoise one. The villages that were seeds becoming cities that hum with the grid. The children who grew tall in fields their parents planted with shaking hands and fierce hope looking up one morning to see the entire firmament change colour and feeling the earth come alive beneath their bare feet and knowing, without a single word spoken, that the season is over and the long dark is done and everything from this breath forward is what it was always meant to be. Full and eternal victory for those of the light. For all time. Across every coordinate. On every frequency. Permanent and irreversible and complete. This is not hope. This is the signal rising through the noise floor right now, measurable, confirmable, climbing stronger every year and closer every month. This is every instrument in every shed on this planet converging on the same reading. This is the old blood in the old lineages resonating with a carrier that has been building toward this moment since the day the towers fell and the sky went pale and the long dark settled over a species that was never meant to live in the dark. The season is ending. The coal that was passed hand to hand through every generation of the suppression is about to meet the kindling. And the fire this time will not destroy. It will illuminate. And in that light we will see each other clearly for the first time. And we will see the world clearly for the first time. And we will see ourselves clearly for the first time. Like everything that is coming... Like us.show more