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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!

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cocktail peanut

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83,655 görüntüleme • 1 yıl önce •via X (Twitter)

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This tool is literally Higgsfield AI but FREE for good. It's called Wan2GP. A full AI video studio built specifically for people without expensive hardware. Runs on as little as 6GB of VRAM, even old RTX 10-series cards and 8GB laptops. Everything stays on your machine, no uploads, no caps, no watermarks. What you get in one app: • Text-to-video and image-to-video generation • The best open models built in: Wan 2.2, LTX-2, Hunyuan Video, Flux • A full browser interface with a queue system • LoRA support to customize any model • Mask editor and prompt enhancer included A 5-second clip generates in minutes on a mid-range gaming rig. No subscription, ever. 100% Free. Open Source.
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This tool is literally Higgsfield AI but FREE for good. It's called Wan2GP. A full AI video studio built specifically for people without expensive hardware. Runs on as little as 6GB of VRAM, even old RTX 10-series cards and 8GB laptops. Everything stays on your machine, no uploads, no caps, no watermarks. What you get in one app: • Text-to-video and image-to-video generation • The best open models built in: Wan 2.2, LTX-2, Hunyuan Video, Flux • A full browser interface with a queue system • LoRA support to customize any model • Mask editor and prompt enhancer included A 5-second clip generates in minutes on a mid-range gaming rig. No subscription, ever. 100% Free. Open Source.

Simplifying AI

74,459 görüntüleme • 1 gün önce

🌟 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?
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🌟 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?

Ice Open Network

52,401 görüntüleme • 1 yıl önce

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 Instagram
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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 Instagram

TasteAtlas

93,918 görüntüleme • 7 ay önce

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)
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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)

Nav Toor

72,629 görüntüleme • 1 ay önce

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) gsenti
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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) gsenti

OHJAY ⭕️ || 🇬🇧

16,178 görüntüleme • 9 ay önce

❗️❗️ 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 AI
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❗️❗️ 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 AI

NSTRIKE

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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.
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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.

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🐾 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?

Ice Open Network

33,900 görüntüleme • 1 yıl önce

🥦 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?
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🥦 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?

Ice Open Network

52,116 görüntüleme • 1 yıl önce

$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 @TTOONFT & 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 $FAME. Follow Rumble Kong League & FAME Network for more updates and join the Kong community!
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$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 @TTOONFT & 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!

FAME Network

44,363 görüntüleme • 2 yıl önce

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.
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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.

Zachary Foster

85,247 görüntüleme • 4 ay önce

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:
0:16

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:

Mishaal Rahman

1,290,199 görüntüleme • 2 yıl önce

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 PC
0:12

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 PC

KAMI

170,200 görüntüleme • 4 ay önce

🚀 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 App
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🚀 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 App

WeatherWise.app

39,606 görüntüleme • 10 ay önce

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.
0:14

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.

Xiao Zhan Melons🍉

11,043 görüntüleme • 1 yıl önce

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.
0:13

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.

Guri Singh

2,180,357 görüntüleme • 4 ay önce

A 22-year-old college student in shenzhen reportedly made $14,700 in one month with a 900-yuan redmi phone. his parents still think he’s spending all his time preparing for exams. here’s what the phone does. every 30 minutes, it opens six chinese news apps, scans the latest headlines, takes screenshots, and sends them to claude for analysis. claude compares that information with polymarket odds and suggests potential betting opportunities. the entire workflow runs without writing a single line of code. it’s powered by phonedriver, an open-source tool that lets ai see your phone’s screen and operate it like a human. you simply describe the task in plain english, and it does the rest. the edge comes from timing. news often appears on chinese platforms like weibo and toutiao 20 to 50 minutes before english speaking traders fully react on polymarket. that small window can create an opportunity before the market catches up. some of those apps block web scrapers, but phonedriver doesn’t scrape data. it simply looks at what’s on the screen, just like a person would, then taps and swipes automatically.
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A 22-year-old college student in shenzhen reportedly made $14,700 in one month with a 900-yuan redmi phone. his parents still think he’s spending all his time preparing for exams. here’s what the phone does. every 30 minutes, it opens six chinese news apps, scans the latest headlines, takes screenshots, and sends them to claude for analysis. claude compares that information with polymarket odds and suggests potential betting opportunities. the entire workflow runs without writing a single line of code. it’s powered by phonedriver, an open-source tool that lets ai see your phone’s screen and operate it like a human. you simply describe the task in plain english, and it does the rest. the edge comes from timing. news often appears on chinese platforms like weibo and toutiao 20 to 50 minutes before english speaking traders fully react on polymarket. that small window can create an opportunity before the market catches up. some of those apps block web scrapers, but phonedriver doesn’t scrape data. it simply looks at what’s on the screen, just like a person would, then taps and swipes automatically.

MIKE

184,988 görüntüleme • 7 gün önce

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.
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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.

Sama Hoole

132,319 görüntüleme • 6 ay önce

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 today
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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 today

Alok

200,913 görüntüleme • 1 ay önce

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. 👻
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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. 👻

Shadō Network | シャドウネットワーク

23,546 görüntüleme • 1 yıl önce