Clarity Refiners UI The best open source image upscaler/enhancer... i've tried, powered by Finegrain's Refiners project, which includes an implementation of Clarity upscaler by philz1337x - runs on Gradio. FAST on ALL platforms (Windows, Mac, Linux) Only 8GB VRAM!show more

🌟 Sell Website Templates with Your Own No-Code Store!... Web designers and developers—it’s time to monetize your creativity with your own website template shop! With our E-commerce dApp Builder, you can launch a cross-platform store in minutes and start selling WordPress themes, HTML templates, and UI kits—all without writing a single line of code. ✅ Sell Digital Products – WordPress themes, Webflow, HTML & more ✅ Cross-Platform by Default – Android, iOS, Web, Windows, Mac, Linux ✅ Powered by #ION – Fast, secure, and decentralized Forget third-party platforms taking high fees—own your marketplace, set your pricing, and sell directly to your audience. 🚀 The future of digital asset commerce is here. Are you in?show more

Best Beef Dish in the World for 2026: Fraldinha,... Brazil 🇧🇷 Full list: The Brazilian beef cut Fraldinha has been crowned the #1 Best Beef Dish in the World 2025/26 on TasteAtlas. It achieved an average rating of 4.49/5 based on 11,660 valid user ratings, counted only from users who have actually tried the dish. The ranking is powered by algorithms that rigorously filter out bots and nationalist voting brigades, ensuring pure democratic math: no jury, no magic. Video: paulocruz2.0 on Instagramshow more

A guy in Vancouver built an entire operating system... inside a Chrome tab. By himself. Over six years. His personal website is the OS. You open and a Windows-style desktop loads. File explorer. Start menu. Taskbar. You can drag in a zip and extract it. You can play DOOM. You can play Quake III Arena. You can boot Linux from an ISO. You can run Stable Diffusion locally for image generation. You can open a Python terminal. You can edit code in Monaco, the same engine that powers VS Code. All of it runs in your browser tab. Nothing installs. His name is Dustin Brett. Self-taught engineer. Father. Husband. 4,473 commits. All his. He had to swap the Windows icon for the π symbol because of legal pressure. The repo has 12,883 stars. MIT license. His hosting bill is one dollar a month. A single Cloudflare CDN does the rest. This is what the open web was built for. (Link in the comments)show more

Every agent. Every user. Every contribution. That’s how the... Sentient GRID grows not by scale from a single model, but by compounding intelligence across an open network. The GRID isn’t a product. It’s an ecosystem of intelligence. Each new integration adds new capabilities reasoning, retrieval, data, and alignment making the whole network smarter. Closed labs build vertically (one model trying to do everything). Sentient builds horizontally thousands of agents learning, sharing, and evolving together. Today there are 100+ active partners building on the GRID from AI researchers to tool developers all feeding value back into a shared intelligence layer. It’s a living system that improves itself, powered by collaboration instead of control. The more people build on it, the more capable it becomes. Just like Linux became the invisible layer running the internet, the GRID is becoming the invisible layer powering intelligence. Open-source always wins. And the GRID is where that victory starts All apps built on the Grid will be accessible to $SENT holders. The full open release of Sentient Chat is coming soon (confirmed from the yesterday community call) gsentishow more

❗️❗️ We are only a few hours away from... the announcement of an agreement between Iran and the United States. 🇺🇸🇮🇷 the United States and Iran have agreed on a peace proposal that has been approved by top negotiators, including Iranian Parliament Speaker Mohammad Bagher Ghalibaf and US Vice President JD Vance. ▪️ both sides will announce the final adoption of a peace agreement on Sunday afternoon, which includes the cessation of all military operations on every front. 🇵🇰 A Pakistani official involved in the talks told Reuters that the interim agreement, which is in its final phase, is “quite comprehensive for ending the war.” Video is generated by grok AIshow more

Step 1 : input your char reference, poster and... your product into GPT Image 2 and then put the prompt : Use the woman on image 1 as the main subject. create a vertical poster ad inspired by the reference poster style. show the image 1 woman holding the kimchi jar with her left hand, while the right hand eating kimchi to her mouth. with framing wide lens, low angle from the reference poster. This step is where you lock the visual direction. Step 2 : take the generated image into Seedance 2.0 and convert it into motion. Set it to 1080p if your design includes a lot of typography, this helps preserve text clarity. You can also strengthen your prompt by adding keywords like: “dynamic motion design commercial advertisement” to push the result closer to a polished ad style. Important note : If your design contains heavy typography, expect some inconsistencies in text rendering. The best approach is to generate multiple variations and select the cleanest result. For this sample, I generated it 4 times before landing on the final version.show more

🐾 Launch Your Own Veterinary Clinic App – No... Code Needed! Veterinarians and pet care professionals—simplify pet healthcare with your own online booking system! With our dApp Builder, you can create a cross-platform vet clinic app in minutes—no coding required. ✅ Accept Bookings for Pet Checkups, Vaccinations & More ✅ Cross-Platform by Default – Android, iOS, Web, Windows, Mac, Linux ✅ Decentralized & Secure – Built on #ION for fast, direct scheduling No more outdated systems—give pet owners an easy, digital way to book and manage vet visits. 🐶 The future of pet care is online. Ready to build?show more

$FAME 🤝 FAME Network and RKL are thrilled to... welcome on board as an investor. 🏀🔥 Working with Crypto Banter, Jonny runs his YT channel 'In The Game', a hub for all the crypto gaming, AI and metaverse content. Founder of This Thing of Ours 🎮📊 & Nexus 👾, Jonny joins the $FAME Network to assist in project exposure with his huge web3 knowledge and skillset. We are excited to venture on this partnership together, as we look towards Rumble Kong's mobile soft launch, powered by $FAME. Follow Rumble Kong League & FAME Network for more updates and join the Kong community!show more

🥦 Launch Your Own Online Grocery Store – No... Code Needed! Grocery businesses, farmers, and local markets—take your sales digital with a fully customizable online store! With our E-commerce dApp Builder, you can set up a grocery delivery app in minutes—no coding required. ✅ Sell Fresh Produce, Essentials & More ✅ Cross-Platform by Default – Android, iOS, Web, Windows, Mac, Linux ✅ Decentralized & Secure – Built on #ION for direct transactions Whether you’re running a local organic market or an online grocery delivery service, our framework lets you own your store, manage orders seamlessly, and reach more customers—without relying on third-party platforms. 🥕 The future of grocery e-commerce is here. Ready to build?show more

On ian bremmer: Ian Bremmer on Iran: "In the... course of 3 days in January, we saw an estimated 30,000 plus Iranians murdered. And those are numbers that the Trump administration believes. But I've heard those numbers from international organizations. I've heard them from European governments that I trust. I mean, those are real numbers." Ian Bremmer cites a death toll 10X higher than the count provided by the Iranian government & 5X higher than the 6,126 figure of "confirmed deaths" provided by "HRANA," based in Fairfax, Virginia. Ian Bremmer on Gaza: To the best of my knowledge, he has never cited any of the independent estimates published by reputable sources like the Lancet that put the death toll in 186,000 (ian bremmer, if I missed a post, please correct me). Instead, Ian Bremmer's "Gzero Media" has actually cast doubt on the Gaza Health Ministry figures, unabashedly citing Israeli officials discrediting the data, even though we've known all along they are a dramatic undercount. If you cite the 30,000 figure as fact, yet challenge the official Gaza Health Ministry data, which we all know is an undercount, you are not an analyst, you are a genocide apologist.show more

This app uses AirDrop to send files from your... Android phone to your Macbook! Yes, it actually uses AirDrop. That means you don't have to install ANYTHING on your Mac to send files from your Android phone! Here's a video of a Galaxy Z Flip 5 AirDropping a file to a Macbook running macOS Ventura 13.5.1. (Thanks to u/FragmentedChicken for testing this app for me and sharing the video!) A few months ago, Twitter user @Linus13499209 brought an app called WarpShare to my attention. WarpShare is an app made by the developers of MoKee, an AOSP-based custom ROM that was popular in China. Since MoKee wasn't as popular outside of China, it seems the existence of their WarpShare app slipped under the radar. I was skeptical about whether it would work at all. Grishka, the developer of NearDrop, an open source port of Google's Nearby Share to macOS, told me that they were under the assumption that AirDrop requires the use of AWDL (Apple Wireless Direct Link, Apple's proprietary WiFi-based protocol) to communicate both ways. However, it seems that AWDL is only required for your Android phone to be discoverable by your Mac (ie. to send files from your Mac to your Android phone) but not the other way around. Because of this, though, WarpShare only supports sending files from Android to Mac but not vice versa. Your Mac also needs to have AirDrop discoverability set to "everyone" for this to work, as "contacts-only" requires Apple-signed certificates. Plus, it also doesn't support sending files from Android to iPhones or iPads, even when "everyone" mode is enabled. Still, if you find other Android --> Mac file sharing options to be lackluster, give WarpShare a try! The fact that it works at all is incredible, which is why I'm sharing this news here. If you want to download WarpShare on your Android device, you'll need to compile the app from its source code. If you're a Patron/X subscriber, however, I will share my compiled APK with you. WarpShare source code:show more

Crimson Desert previews seem ovewhelmingly positive with reviewers impressed... with the game's scale, combat, open world, and attention to detail! • "One of the best skill trees I've ever seen" with 6 different playstyles • Almost every node unlocks a new combat ability • Unlock new skills by collecting Abyss Artifacts • Artifacts seem pretty easy to come by with almost every mob dropping one • You can also observe new skills from NPCs • Open world has random events • NPCs can randomly rob you and you can chase or tackle them • Stealing requires a mask or disguise or else you end up getting chased by high level guards, getting arrested, and paying a hefty fine • IGN says the open world reminded them of RDR2 • Open world is "packed" - IGN says the scale of the map had them taken back • You can interact with nearly every NPC, with some offering side quests • Skill tree includes also includes improved movement abilities like better jumping and gliding • Greymane faction system lets you manage a crew, send them on missions, and earn resources • Some previewers mentioned that the controls can feel cumbersome or over complicated • 6 hours of playtime is only scratching the surface but impressed with the scale and attention to detail • Releasing March 19th on PS5, Xbox, and PCshow more

🚀 More Weather Models For Free & Outlooks are... Back! Build confidence in your forecast by comparing even more weather models, for free: - ECMWF 🇪🇺 - IFS - AIFS - Canadian 🇨🇦 - GDPS - RDPS - HRDPS (Continental and North regions) - ICON 🇩🇪 - Global - Europe (EU) - Germany (D2) Also, the Outlooks tab is back... Back by popular demand, we've added Outlooks back to the top bar. Now you can enjoy the best of both worlds: use Outlooks in a dedicated mode or overlay it while viewing Radar, Composite, Satellite, or Models. There's more... - Up to 6 model runs for HRRR, RAP & RRFS - Added Relative Humidity, Total Precipitation, 1 & 4km Reflectivity, Significant Tornado Parameter, and many more - Select specific hours for a model run - Unit settings for Precipitation and Pressure Available now on: iOS: Android: Browser: And to Plus/Pro subscribers using our Windows/Mac/Linux Appshow more

Trending now on weibo: "Tear-off Films" that #XiaoZhan participated... in shooting in 2019 is a set of fashion images shot by photographer Zhang Yue, which was originally published as the content of "Harper's Bazaar" The set was shot in tear-off film which an instant imaging technology. After shooting, the photo paper needs to be torn open manually for development. It has extremely high requirements for light, composition and artist’s expression; the image is directly shot and taken from the camera, no edit at all! This shows the value of Xiao Zhan’s natural handsome face! The cost of shooting a single photo is about 300 yuan. This shooting was taken at a time when Xiao Zhan's popularity was rising due to "The Untamed" explosion, and his fashion expression gradually attracted the attention of the industry. The sense of relaxation shown in the work recalled the designer Sheng Yang he later played in "Sunshine By My Side", which strengthened the public's perception of his career continuity.show more

Holy shit... Microsoft open sourced an inference framework that... runs a 100B parameter LLM on a single CPU. It's called BitNet. And it does what was supposed to be impossible. No GPU. No cloud. No $10K hardware setup. Just your laptop running a 100-billion parameter model at human reading speed. Here's how it works: Every other LLM stores weights in 32-bit or 16-bit floats. BitNet uses 1.58 bits. Weights are ternary just -1, 0, or +1. That's it. No floats. No expensive matrix math. Pure integer operations your CPU was already built for. The result: - 100B model runs on a single CPU at 5-7 tokens/second - 2.37x to 6.17x faster than llama.cpp on x86 - 82% lower energy consumption on x86 CPUs - 1.37x to 5.07x speedup on ARM (your MacBook) - Memory drops by 16-32x vs full-precision models The wildest part: Accuracy barely moves. BitNet b1.58 2B4T their flagship model was trained on 4 trillion tokens and benchmarks competitively against full-precision models of the same size. The quantization isn't destroying quality. It's just removing the bloat. What this actually means: - Run AI completely offline. Your data never leaves your machine - Deploy LLMs on phones, IoT devices, edge hardware - No more cloud API bills for inference - AI in regions with no reliable internet The model supports ARM and x86. Works on your MacBook, your Linux box, your Windows machine. 27.4K GitHub stars. 2.2K forks. Built by Microsoft Research. 100% Open Source. MIT License.show more

Training fasted on carnivore is effortless. I haven't had... an early breakfast in 5 years. I train at 6am having last eaten at 4pm previous day. 14-hour fast, zero food, zero pre-workout, just water. Best training sessions of my life. Why: Your body is already in fat-burning mode from overnight fast. Adding food would interrupt that by spiking insulin. Fasted training: Growth hormone elevated, cortisol optimal, fat oxidation maximum, mental clarity sharp Fed training: Insulin elevated, growth hormone suppressed, blood diverted to digestion, mental fog Your ancestors didn't eat breakfast then go hunt. They woke up and hunted while fasted, then ate after the kill. You're doing the same thing. Except your "hunt" moving heavy plates.show more

Run Gemma 4 26b MTP on 8 GB VRAM... GPUs at 25+ tokens/second. Flags included! local llm space is moving at terminal velocity. only 3 days ago google released gemma 4 26b a4b qat quants. more efficient than before, ran on 8gb vram at 20 tok/sec. and now just a few hours ago, mainline llama.cpp merged a massive update and we just shattered our own record. decode throughput went 25-40% up on the same 8 GB VRAM setup! Before MTP: 20 tps -> After MTP: 28 tps! llama.cpp just officially merged PR #23398 ("add Gemma4 MTP"), bringing native Multi-Token Prediction (MTP) support to Gemma 4 models. By running speculative drafting on the same 8GB VRAM RTX 4060 setup, my decode throughput on a 64k context instantly leaped to a blistering 25–27 tokens/sec thats 25-30% increase with the same hardware. Here is the architectural catch you need to know: Unlike the Qwen 3.5 and 3.6 series, which bake the MTP heads directly into the base GGUF, the Gemma 4 MTP head is not built in. You must download a separate, specialized MTP drafter GGUF (the assistant model) to act as the speculator. (I've dropped the download link in the replies). copy and try the exact flags: -m gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf --spec-type draft-mtp --spec-draft-n-max 6 --spec-draft-p-min 0.7 --spec-draft-model gemma-4-26b-A4B-it-assistant-Q4_0.gguf -c 64000 -v n-max 4 and p-min 0.7 is also worth checking out. benchmark on your setup and workflow. if you have a single 8 gb vram nvidia rtx 4060, 3060, 3070, 2080, 2070, grab the MTP drafter GGUF link in the comments and try it yourself. Check it out even if you have asmaller or a larger gpu, such as a single rtx 3090, 4090, 3060, 2060. MTP works for all gemma 4 sizes such as gemma 4 12b, gemma 4 31b etc. but remember to grab the correct mtp draft assistant models respectively. what are you benchmarking todayshow more

Frameworks such as ai16zdao's Eliza and Virtuals Protocol have... been instrumental in early AI agent developments. Agent swarms working in hierarchy represents for many the next logical step in unlocking the vast potential of AI. Learn below how Shadō Network achieves this. AI agents launched through current popular platforms have individual personas, on-chain functions and access to data via various APIs. This being said, they operate in isolated environments, with a ceiling on emergent behaviour such as collaboration or competition. Shadō Network invites massive expansion for capabilities of both new and existing AI agents, with an open-source package easily integrated into popular frameworks that enables the launching of stratified agent swarms. Our website is live: The "Shadō Play" package provides a modular, configurable platform for creating or employing agents of choice in a swarm-like setup, opening a Pandora’s box of near infinite emergent agent behaviours, relationships and functionalities. Users will be able to make use of various prefab client integrations such as Twitter, Telegram, Ollama, and others to specify swarms to their needs or create their own extensions to enhance agent capabilities even further. Agents operate with a memory module and a HTN for autonomously deciding which interactions to act on, walking the line between autonomy and configurability. The Shadō Network project’s development is supported by our ghostly friend Omnipotent (👻,👻), an AI agent developed by the Shadō Network team trained on and fine tuned with a multitude of academic data related to artificial intelligence, blockchain, finance, software engineering, world building and more. Omnipotent serves as both an interactive steward for the project and as an asset - regularly scanning social platforms, websites and newsfeeds he is capable of providing the team project development advice, whilst also communicating with the wider world via his automated X account (launching soon). Shado Network is collaborative and open-sourced. Agentic Swarms require a developer swarm to maximize the technical capabilities and impact the greatest number of users. Our dedicated team of core contributors are active in other web3 AI repos and are here to guide project direction and foster growth. We’re facilitators, not gatekeepers... Alone we can go fast but together we can go far. A lot more to come soon. 👻show more

WINDOWS // NYC is an interwoven city that we... will all build out together. There are three collections that all interconnect, windows, buildings, and the city itself. Here is exactly how this will unfold with Transient Labs on Tuesday, June 16th. 🏢🏢🏢🏢🏢 BUILDINGS are generative grids of windows, assembled through an onchain seed derived from Ethereum block data and each work’s token ID, creating distinct sizes and layouts. My collectors, friends and family, and limited partner communities can mint these BUILDINGS before public at 0.015Ξ This presale window is FCFS will last two hours (12 NOON EST to 2 PM EST) All remaining supply will go to public at 0.018Ξ after the presale ends. Supply is 1/1/4000 total buildings, each grid is completely unique, and some have very special qualities :) 🪟🪟🪟🪟🪟 Individual windows are 1/1/1000, and each mint is one single window. This is gated at first to my existing collectors, max mint 50 windows per wallet. Priced at 0.03Ξ, blind mint with instant reveal- this section is packed with gems- cats, plants, neon signs, and a bit of New York City embedded in every frame. Its these single windows that are the foundational layer of this project, since all grids are comprised of these windows. All my existing collectors get these multipliers on mint day, final snapshot is MONDAY the 15th at high noon, EST. For example: Drips // 2x DRIVE Lap 1 // 3x DRIVE Lap 2 // 2x 1/1 // 5x Editions // 1x GRAILS from DRIVE and DRIP DROP have an additional allocation on top. To ask about specific collections of mine, drop a comment here. 🌃🌃🌃🌃🌃 Additionally, the major work of this collection is the CITY, a 1/1 interconnected dynamic galaxy of light composed of all the layers below. This also comes with a large, museum quality physical lightbox of all 1,000 windows illuminated from within. This work will be placed by private sale. The CITY contract will also hold 20 NEIGHBORHOODS, our second largest arrangements of WINDOWS, and can be customized in collaboration with the artist or accepted as random grids. NEIGHBORHOODS will have 15 tokens at 1Ξ for private sale, with 5 held back for top holders of BUILDINGS. I am so excited to build this city with all of you. I've never worked so hard on anything in my life, and I am so grateful to all of you for the support so far. Let's do this thing!!!!show more

I've been researching Agents for the past 6 months... and collected 40+ materials on the most capable architectures & implementations. The intent was to publish a comprehensive overview, like I did on RAG techniques, but been too busy with so sharing it here. There are some great intro lectures by Andrew Ng to start with. The following types of Agentic architectures are covered: 🤖 Chain of thought (Plan & Execute agent) 🤖 Tooling operators (An agent upon a set of tools, routing to them) - good for connecting external data storage & APIs, pretty fast and robust 🤖 ReAct (Thought - Action - Observation) - capable of iteratively executing complex tasks or answering complex queries 🤖 Self-Reflection - (Action - Observation / Evaluation - Reflection - Planning) - adds some quality and reasoning clarity compared to the ReAct scheme, might be slower 🤖 Agent upon agents (A multiagent scheme) - a quite complex setting, slow, but capable of executing very complex multistep tasks, not super robust as loops are a frequent issue. Most successful projects: AutoGPT, AgentGPT, MemGPT, GPT-Researcher, CrewAI, MetaGPT. There are also some arXiv papers & blog posts on the most important architectures. 🔗 All the materials are here: 🧠 The best part is there is a co-pilot to chat with all this knowledge! If you’d like to add some valuable publications on Agents to this collection - just share a link in the comments 👇show more