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🎨 Gaussian Splat rigging opens infinite artistic possibilities! Realtime rendering with my VHS effect in VR 1.5M splats running at 80 FPS in VR with bone-based Mixamo rig animation. Travel into the volumetric worlds of Valerian and the City of a Thousand Planets, reimagined in that bold 1980s sci-fi...

15,155 次观看 • 9 个月前 •via X (Twitter)

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In the summer of 2023, I cold emailed Jensen Huang and asked to capture a NeRF of him at SIGGRAPH. He responded in about an hour and said yes. A radiance field is, in the simplest terms, akin to a 3D photograph. A moment in time, so completely reconstructed that you can move through it and see it from angles the original cameras never occupied. NeRFs were the original method. Gaussian splatting, which debuted at that same SIGGRAPH, has since become the dominant form of radiance field. I called my late friend James, who told me we needed to begin practicing immediately. We ran capture after capture for weeks until we consistently got the capture time down to ~30 seconds with one camera. Later, in a hallway at the LA Convention Center during SIGGRAPH, I captured the portrait you're seeing now, a full 360° gaussian splat of Jensen, rendered here as a 2D flythrough. Afterward, I continued the conversation with him and members of his team to make the case for radiance fields as a foundational representation for imaging. To my surprise, they listened. Three years later, NVIDIA has several works, including NuRec, fVDB, 3DGRUT, and gsplat all utilizing radiance fields. The landscape has evolved enough that the reasoning is obvious. Gaussian splatting has begun to ship across some of the world’s largest industries, including autonomous vehicles, AEC, geospatial, media and entertainment, robotics, e-commerce, hospitality. It’s become clear that lifelike 3D is here to stay. And yet I think we will look back and be disappointed by how late we started taking 3D portraits of the people around us, just like how we have sparse 2D photos of our grandparents and great grandparents. We have billions of photographs of the people we know and love, but almost no radiance fields of them. I'll be returning to SIGGRAPH in LA where this was initially captured three years ago, with the landscape looking significantly different. Radiance fields are more under deployed than ever relative to what they can do. I'm excited for the future of imaging, and for 2D to transition into 3D. I have a few things up my sleeve that I think will make that case plainly.

Radiance Fields

18,084 次观看 • 3 个月前

I genuinely think the Terafab is going to end up being one of the biggest moves ever made in human history to secure the future of AI... and I think most people still don’t fully see what Elon is trying to do here. The signs are clear to me. This is Tesla, xAI, and SpaceX essentially hinting to us that they are not going to wait on the world to give them the compute the team needs. They are going to build it themselves at a scale no one has ever attempted. When you really break it down, it gets a bit nutty. This is going to be a fully vertically integrated chip factory that will be producing over 1 terawatt of AI compute per year. This is NEXT LEVEL BIG. Today, AI is limited by chips. You can have the best models, the best engineers, the best everything... but if you don’t have enough compute, you will eventually hit a wall. Elon told us, the world can only supply a tiny fraction of the chips his companies will need. So this is the solution. Terafab puts everything under one roof like design, manufacturing, memory, packaging, testing, which means that they can build chips very fast.. like really fast. I'm talking about 100-200 billion custom AI chips per year at full capacity. Chips designed specifically for: • Tesla cars and Optimus robots • xAI models • Space-based compute You see, while other companies and CEOs are thinking Earth, Elon is planning for AI in space. Around ~80% of the compute is expected to go orbital, powered by solar energy bc Earth simply doesn’t have enough electricity. The U.S. grid is only about ~0.5 terawatts, while space has basically UNLIMITED energy if you can capture it. And this is the steps to get it: Starship launches → space compute → solar-powered AI → feeds back into everything to Earth. Bro... Elon and his companies are playing at a whole different level... And this is why I keep telling people that the Terafab is going to be the secret ingredient that will be the real unlock for everything: • Robotaxis at scale • Billions of Optimus robots • Massive AI models running 24/7 • Future off-world, other planet infrastructure Without these chips, none of this can happen... but with the Terafab, all of this becomes possible. That’s why Elon is calling it “the final missing piece.” I agree.

Teslaconomics

25,494 次观看 • 5 个月前

Everyone's sleeping on image-to-3D AI models. They can make your app look incredibly unique, with just a little effort. Here's how. This is my calorie tracker, built in a week with nothing but prompting. Just Claude Code + a couple APIs. The visuals are all AI-generated. I'll be sharing the full workflow + all the crazy technical stuff Claude and I did to make this work, so nobody has to struggle through it like me. Deep dive coming soon! Till then, this is the high-level idea: 1. Get a clean image of the food (or whatever your asset is) - In my app, the user describes foods via text, or attaches images (or both) - If text, an LLM extracts the food description and formats it into a specific prompt I tuned for this design, and we generate an image using Z-Image Turbo through fal - If image, we do the same thing but with FLUX.2 [dev] to edit the user image into our reference design - Originally, both used Google Nano Banana, but switching to open models cut costs and latency a ton 2. Gaussian splatting (2D image → 3D model) - I tried various 2D-to-3D options on fal and ended up with TripoSplat as my preferred balance of speed, cost, latency; this turns an image into a 3D model that looks super high quality (link below) - The app displays the 2D image while our backend generates the 3D splat - We "groom" the splat to reduce size and load time by culling low-opacity/scale points 3. Render efficiently on device Originally, it looked great but ran at 10 FPS. Getting to 120 FPS was a crazy journey. TL;DR: - SwiftUI had to go; it forced us to render each asset in independent MTKViews, which wasn't workable - Instead, we composite every dish into one full-bleed CAMetalLayer using MetalSplatter (link below) - We had to make some optimizations within MetalSplatter's code too, to reduce the overhead of sorting points per render Then I added some finishing touches like the subtle rotation and parallax as they move around. I think it turned out pretty cool :) Overall, this took some effort, but we still got it done in less than a day. Hopefully your agent can follow in the footsteps of mine and do it much faster. Keep an eye out for the bigger writeup, which'll give your agent everything it needs. If you have any questions, drop em below!

Anshu

29,342 次观看 • 2 个月前

Has been a while since I've given an update so here's a breakdown of where Sappy is at right now and what we're focusing on going into this year. Pre-amble: With altcoins & NFTs the market is definitely not the same as it was before. I think this is obvious to everyone but I've noticed there are still japanese soldiers that are convinced old tricks and mechanics work. They don't. Liquidity is thin; people want to bid assets that feel like "real companies" not vacuous memecoins. There's still room for memecoins, social currencies, and "utility tokens" (I would say without these functions, tokens are hard to justify versus equities). I'm not part of the camp that thinks there will never be hyperspeculation in crypto again, because there will be; we all love ponzis and PvPing each other onchain. Just not with solved games -- people need something new and fresh. So the overarching plan is to continue building for users, sustainable revenues that aren't tied to directly to crypto, and doubling down on the areas that we've already found PMF / Brand Market Fit. Then leaning into crypto during cyclical periods where liquidity is sloshing around at an accelerated rate. Where we've found early PMF / what we're leaning into: Roblox: we're going to continue to go hard and accelerate here. It's our main objective to ship more seal/brainrot focused games across most genres to cast as wide of a net as we can for the brand, and to also iterate and see what works and stays sticky. Our initial incursion into Roblox was very successful peaking at 2M+ MAU and still sustaining a large portion of that player base... for all of its success, that was a relatively amateur first attempt; we've been setting up better AI pipelines for Roblox development that makes it reasonable to ship many more games and 10x those player counts in totality. It's my belief that Roblox is the sandbox whose audience will be the most valuable on the internet once they are grown up. That intense feeling you get when you see a TikTok referencing an old game you enjoyed on the PS2 or the Gamecube, or when you see a Pokemon card is the exact same feeling the youth of today will get when reminiscing on the things they enjoyed engaging with when they were younger. Fortnite and Roblox are functional equivalents to the old school consoles and exactly where that is taking place. Which is why as much as I care about scaling revenues through Roblox, the long term brand equity gained purely through being popular on the platform is totally invaluable. It also can heavily convert to merchandise sales today if all touchpoints for the brand are dialed in (which is why brands get overcharged so much by Roblox dev shops for the same ROI that only cost us a few thousand $). We have the playbook, it's just about iterating new concepts and then aggressively scaling. Brand Expansion & Merchandising: I've started to create a content pipeline that is easily repeatable, cost efficient (costs next to nothing through either AI or smart reusable concepts), while still being very tasteful and meeting our quality standards for the brand. We are mostly focusing here on reaching people where they're at through nostalgic/emotional content, or just being visually stimulating through carefully curated aesthetics. Content that isn't superficial and touches people in a memorable way. I've attached some examples to the post so you can see what I mean rather than just read it. I don't think it's long until larger brands start doing this at scale, but it's always good to be ahead of the curve and most importantly winning on taste -- knowing what will resonate with people and what won't has always been our edge. The purpose for these accounts is not only to rack up attention but also to begin converting those into sales of both of physicals (plushies & gacha collectibles) and digital avenues like our games, and any other apps we produce. Because they're offshoot accounts it's also a lot easier to be aggressive/experimental with said conversion strategies. Sappy Studio: I'm wrapping everything like Omnia, and everything else into this category because they're all tangentially related. Beginning with Omnia, our current focus is gearing up for Season 0 which involves players competing in the ranked ladder for a prize pool that has rewards through Monad Momentum as well as a player-funded prize pool. This season will be fairly simple with us mostly logging retention, deck building habits, as well as qualitatively observing how aggressively players push the combat system. Deeper monetization wont exist yet outside of the player buy-in (to be eligible for P2E rewards). Beyond that our overarching principle this year is to focus heavily on risk-to-earn mechanics where a portion of that excess value is circular i.e. revenues flow back to prize pools or other parts of the economy, treating the game almost like a protocol where the objective is to amass TVL or player liquidity. Social is also a big focus, and that means implementing the Open World hub which from an infrastructure perspective has already been built out and tested by all of you previously. Right now we are scaffolding the environment in 3D and working through how that hub should look and feel, so players are excited to hang out & idle together while they're queuing. For sappydotlol, what I'm about to say is still early days from a design perspective so a lot can change, but I'm pushing the site in the direction of being a virtual game console. An intersection between Nintendo & Myspace where users can play, trade, and socially interact in a way that's deeply personalised; a breathe of fresh air from the hostility of the current internet. If you go back to my thesis on Roblox above and the game console references, you can kind of see how this will all sequentially tie together. In essence, the strategy is to acquire a critical mass of players through traditional platforms like Roblox, and use that attention and trust to provide an onboarding funnel for web2 users into our own sandbox filled with a mixture of our own browser-based experiences as well as an aggregation of others. The aim is to make the platform a breath of fresh air & bunker from the enshittified platforms like TikTok/IG/X where users are actually served in ways that delight rather than agitate, and where self-expression is incentivised. Closing: As always everything here is subject to change but I've never felt more conviction in our direction until now; I know exactly what we need to do and how, with everything aligning with our team's strengths. Very excited and grinding through things to the point where I'm getting headaches and can't sleep from being hyperfocused for long periods of time lol. There probably has never been a better time to join the ecosystem from a price to fuck around and find out perspective.

wab.eth

18,274 次观看 • 8 个月前

$KNDX 🤖 Theres 3 big narratives that are sending coins left right and centre rn. 🚀 #AI, #Gamefi, & #NFTs 🔹Theres 50% mindshare for #AI. 🤖 🔹#GameFi mcap is hitting ATH's with #OfftheGrid, $XBG and $SUPER making spectacular moves. 🎮 🔹NFTs and the #Metaverse are making a strong comeback with $APE up 100% over the weekend. 🐵 What if there's a project that touches all these trending narratives with groundbreaking technology to disrupt all 3 of them? 🔥 💡- That's where $KNDX comes in. -💡 Kondux is a cutting-edge Web3 SaaS platform, combining NVIDIA’s Omniverse, AI, Blockchain, and dynamic NFTs to revolutionize secure asset management across industries. 👏 Their flagship product, kNFTs, are 3D digital assets usable across Metaverse and Gaming platforms, AR/VR/XR environments, and manufacturing applications. Kondux’s scalable model opens new revenue streams by enabling effective digital asset monetization. 💰 Kondux is the first Web3 project to integrate VFX pipelines with NVIDIA’s Omniverse and bringing it onto the Blockchain. ⛓️ It is also the only Web3 project with a *Select Status Partnership* with NVIDIA, operating under NVIDIA NDAs and working with them directly for more than 2 years. About their NVIDIA Integrations: 🤖 🔹There are three areas of the Kondux tech stack that coincide with three divisions of NVIDIA: 📡GDN (Graphics Delivery Network, the backbone of GeForce Now) 💡Omniverse for 3D aspects such as, geospatial data, real world physics, lighting, and raytracing 🤖NVIDIA AI Foundation, which covers many aspects of #AI, including inference and deployment scaling. The convergence of all these components lie within .USD file format . 🔹 They are the first blockchain project to integrate NVIDIA’s Omniverse Cloud and Graphics Delivery Network (GDN) to provide high-quality 3D content accessible on any device without requiring high-end hardware. 🔹 This setup streamlines content management, democratises access to resource-intensive 3D content, and enables real-time interaction with 3D NFTs. Now, I haven’t seen any crypto project so deeply connected with NVIDIA and NVIDIA technology. GDN is a HUGE competitive advantage. With it, the need for #GPU’s basically goes out the window. 🤯 Now lets take a look at some of the other main features... 👀 OpenUSD (Universal Scene Description): 📽️ 🔹 Kondux is leveraging USD technology, developed by Pixar and used by Meta, Apple, Microsoft and other industry leaders to enhance 3D graphics and interoperability within its creative ecosystem. 🔹 Originally created for high-end film production, USD now supports a variety of applications, including gaming and virtual reality, making it a key asset for Kondux. kNFT's: 🎨 🔹 Kondux is pioneering a new category of NFTs known as kNFTs, which aim to redefine NFT utility through innovative features. 🔹 A standout feature is the upgradeable aspect provided by Kondux DNA, allowing kNFTs to transform and combine with other NFTs, creating limitless possibilities in art, gaming, and music. 🔹Through the Kondux AI portal it will be possible to communicate with kNFTs. They can learn and adapt. This AI technology is revolutionary because it makes human to kNFT interaction possible, turning it into a unique, personalized experience. Check out the clip of kNFTs in Unreal Engine 5 gameplay below. 👇 Kondux is a very obvious utility play with huge upside because it’s multi narrative. 📈 It's seriously groundbreaking stuff that they’re about to launch. 🚀 After speaking with the team there’s no doubt in my mind this will do crazy big numbers in the next months. 🤑

Altcoin Miyagi🇯🇵

17,323 次观看 • 1 年前

I would like to explain the latest batch of viral videos I'm working on to the bemused brainrot-curious reader who is not familiar with "the culture". Why are these characters, mixed with this song, going viral? It's all about connecting infinite referential mirrors. What makes this video interesting are not its individual parts but the signifier links it draws. Let's look at the individual parts: ONE: The song is a Brazilian funk or "pancadão" song called MC Lan e MC WM - Sua Amiga Vou Pegar, these days part of what's broadly referred as Brazilian phonk or just phonk (not to be confused with the original phonk, a Memphis-derived genre from the early 2010s built around chopped Three 6 Mafia samples, cowbells and lo-fi tape hiss and etc. The Brazilian version comes an entirely different lineage and got its name adapted from “funk” to “phonk” exclusively because the names sounded similar. It has a similarly menacing posture but swaps the rap cadence for funk's 4/4 with kicks on 1 and 3 rhythm and a much heavier, distorted 808 synth sound). Phonk is often used for its exaggerated reverb feeling bass lines to signify power, style or simply "aura", which you can take as a shorthand for poise, coolness, being de-bon-air and a general detached positive feeling of high status. Aura. Because most users cannot understand the Portuguese lyrics (which are often quite vulgar and sexual), the singing takes the characteristic of a chant, something to be appreciated entirely for its sound, texture and gravitas. The vocals are just another instrument where you can appreciate the menace and swagger of the delivery directly without the cognitive friction of meaning. Non-Portuguese-speaking audiences are not missing anything they were supposed to get, they get “the vibe” that matters, which is not lyrical. These songs are often paired with (male) characters that are taken to display these traits like American Psycho's Patrick Bateman (yes, yes I know that’s the opposite of what you should feel about the character), Peaky Blinder's Thomas Shelby and a menagerie of anime characters like Satoru Gojo (Jujutsu Kaisen), Yujiro Hanma (Baki) and Goku and, really, any male character that is just a little bit cool. TWO: The man in the suit is a minor Family Guy character called Tom Tucker. The reference comes from a scene where Meg sees him walking through her school and says "It's Tom Tucker from the news!” We then cut to her POV, where he is walking in slow motion with soft romantic music swelling and birds chirping, the whole love-at-first-sight trope. Then a camera crew member off-screen yells "hurry up Mr. Tucker," and we get to see he is not walking in slow motion because Meg is infatuated, he is just walking that slowly in real life. Only the music and the birds were in her head. The gag is built on the viewer recognizing the romantic-slow-motion trope, briefly accepting it as the scene's reality, and then being shown that we (and Meg) projected the trope onto what is actually just a man walking very slowly. HA! The original gag is already about projection: a neutral image (slow walk) being assigned an external meaning (romance) by a viewer's pattern-recognition. This is what makes the edit-culture appropriation work so well. The clip got stripped of its context, paired with phonk and text overlays (AURA or “Me and the boys going to detention”), and retroactively assigned a new meaning, only this time it’s the cinematic nonchalant walk, the slow deliberate gait that signifies a man who knows he's the most important thing in the frame (ta la any 1980s Schwazerneggerian action movie hero walking away from an explosion without looking back, every yakuza boss entering a room, every western gunslinger approaching the duel). The edit is ostensibly projecting a trope onto a neutral image. The first projection was romance; the second projection is aura. Family Guy clips and gifs are easy to access and repost, which makes it a readily available and easy to use building block. The show has, through sheer volume of output and over two decades of YouTube and cable TV saturation, become a kind of public-domain visual library, a default vocabulary that any editor can pull from knowing the audience will recognize the source without having to be told, and we can just keep loading meaning onto it. THREE: The character in the background is Tom, from Tom and Jerry, doing a pose made famous by an iShowSpeed fan who encountered him during a livestream. By quickly and correctly identifying Speed by his full legal name ("Darren Jason Watkins Jr"), she showcased herself to be a true fan, which he responded to with his characteristic exaggerated reactions. The pose the girl hit, with the knowing look to the camera, produced a perfect “aura moment” complete commitment, zero irony, the unshakeable conviction that what she was doing was the coolest possible thing to do. As a result, the clip then got endlessly edited with "aura 🥶🥶🥶" captions to canonize it. Aura, in this lexicon, is not granted by the universe; it is summoned by the person's own belief that they have it and by displaying the correct attitude. Tom is also dressed as the previously mentioned Thomas Shelby from Peaky Blinders, which is itself a double signifier. The name match (“Thomas”, get it?) and the suit-and-flat-cap costume turn the cartoon cat into a stand-in for the perhaps most used "high-aura" male character of the past decade, the brooding gangster patriarch whose every cigarette drag has been set to phonk, cinematic scores and electronic music a thousand times over. On top of that, he is made entirely out of chrome, a popular trope of asking ChatGPT (one of the few AI tools people have easy and broad access to) to render things out of very high quality materials to indicate "rarity" or "status" like diamonds, platinum and etc. A sign that itself descends from a longer lineage of in-game cosmetic rarity tiers (League of Legends, MMOs, various skin economy freemium game, the Fortnite battle pass, the Pokémon shiny, dacha games and etc) where material finish is the visual shorthand of value. So "chrome" or "platinum" Tom on top of all previous signifiers signals a “maximized” or “maxxd” version. The image is suppose to invoke the superlative highest possible tier, rarest-drop, legendary-rarity version of aura, the way a kid in a playground would describe their dad as not just strong but the strongest in the world. FOUR: Finally, the background black hole calls back to the original Tom image, where he is surrounded by the universe itself, having ascended. The character has transcended the diegetic frame of his own cartoon and now exists at a cosmological scale, with the black hole standing in for the kind of unmotivated, vibes-based "cosmic" imagery that has become the default background for any video trying to signify that something Big is happening (the same visual motif that has powered comic book characters, anime transformations, video game power ups and anything wants to feel grandiose or “epic” without specifying what about). The black hole means significance in the abstract. At this point I think you understand the mechanism at play here. None of these references resolve to a stable meaning on their own. Tom Tucker is “cool” only in the very short context in which his image served as a substrate; he was convenient footage to pair with a song, and the absurdity of doing an "aura edit" on such a minor, strange character scene makes it all funnier and easier to share. Tom-the-cat is doing the aura pose > the aura pose comes from the iShowSpeed girl > the iShowSpeed girl was cool because she correctly played her part in an established bit of a large streamer with the correct timing and theatrical flair > the bit was cool because it was a shared convention unified by a popular central streamer figure > the convention existed because phonk edits had already trained this exact scenario to be read as confidence-plus-detachment as aura > the chrome finish points to AI image generation quirks > the AI image generation style can be mapped to gaming visual rarity shorthands; the gaming rarity tiers point to a much older logic of precious-metal-as-status. Each step on the referential chain is propped by the one behind it, and the one behind it is propped up by the one behind that, so on and so forth. There is no natural endpoint, the entire structure functions more akin to a network than a linked list. If you stop at any single point and ask "but why is particular signifier cool or funny or interesting”, the answer is always "because of the thing behind it.” It’s hyper-citation, Here, what matters is the structure of the whole rather than the content. This is structure is what I mean by infinite referential mirrors. The rate at which a concept is referencing, remixing and calling back to another is what’s interesting. In other words, It’s the velocity that matters. The chain of recognitions, each "I get that reference," and the cumulative effect of getting six references stacked on top of each other a short span of time gives you the feeling that you are participating in something dense and alive, because it allows you to recognize the shared meme ecosystem of the platform that you are participating in, even if only a glimpse of it. You are inside the culture rather than outside it. The brainrot-curious reader who watches this video and feels nothing, has “failed” to understand the joke because they are outside the hall of mirrors I am describing. You can only get the magic if you step in and start counting the reflections: the song, the suit, the cat, the chrome, the black hole, the transitions the video uses. You are looking at connected parts of this network of symbols and at the speed at which one image hands you off to the next. The entire thirteen-second clip is functioning as a single compressed referential payload that decompresses in the viewer's head into a small private essay exactly like this one. The video allows you to recognize yourself as someone capable of decoding it, and that recognition is the reward. That’s why media like this goes viral.

Pleometric

70,884 次观看 • 4 个月前

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.

SiriusB

14,805 次观看 • 7 个月前

🔊Church: ANOTHER PROPHETIC WEEK!! The window of “PEACE AND SAFETY” that God has been warning us about is beginning to crack open!!! While we were watching missiles fly over Iran, something historic happened — Lebanon may recognize Israel as a nation, establishing borders that have never truly been settled before. Hezbollah — the most powerful Iranian proxy — is taking its first step toward “peace and safety” in the region!! GOD IS CLOSING THE DOOR ON THE GENTILE AGE AND IS ABOUT TO OPEN THE DOOR TO ISRAEL’S FINAL CHAPTER! KEEP LOOKING UP!! First, a quick recap of what took place this past week: ⏳ DAY 18 OF THE WAR: The bow is still breaking. Iran's Intelligence Minister was killed this week — another prince falling — Jeremiah 49:38 continuing to unfold. Trump called Iran "totally decapitated," accidentally using the exact language of a prophecy written 2,600 years ago. The U.S. dropped 5,000-pound deep-penetrator bombs on Iranian missile sites along the Strait of Hormuz — breaking the very systems Iran would use to threaten or shut the strait. Oil is above $100. Iran is still being helped by Russia. Turkey is forging closer ties with Iran and Russia. The hook in Ezekiel 38 is strengthening, world alliances are forming, and the sequence continues exactly as Scripture described. 🛎️ But check this out! This week, as we were watching missiles fly over Tehran, something quiet was happening on Israel’s northern border — one of the most prophetically significant developments of this war so far. France stepped in with a proposal to end the war between Israel and Hezbollah in Lebanon. At first glance, it sounds like just another Middle East peace plan…It’s not! Watch these details: 👉🏼 Lebanon would formally recognize Israel — for the very first time since 1948! That would end a 77-year state of war, a conflict that has existed since Israel was founded. 👉🏼 Hezbollah would stop attacks and be disarmed — or at the very least, the Lebanese government would take full control and prevent any attacks from its territory. The Lebanese army would move south of the Litani River —north of Israel’s border, which has served as a dividing line between Israel and Hezbollah. 👉🏼 UN Resolution 1701 would finally be enforced — removing Hezbollah’s military presence from southern Lebanon, something that was supposed to happen after 2006… but never did. 👉🏼 Permanent, internationally recognized borders — replacing lines that have remained disputed since 1948 — would be finalized by the end of 2026. (A very interesting timeframe if the Tribulation begins in the fall with the “confirming of the covenant”.) 👉🏼 France offered to host direct talks in Paris — the first real negotiations between Israel and Lebanon in decades. 👍🏼French President Emmanuel Macron said Lebanese leadership — President Joseph Aoun, Prime Minister Nawaf Salam, and Speaker Nabih Berri — are open to it. Lebanon has already accepted this framework as a starting point for talks, seeking to avoid further destruction and reduce Iran and Hezbollah’s grip on the country. Let me say this again: 1️⃣Lebanon — offering direct talks with Israel for the first time in decades. 2️⃣Hezbollah — the most powerful proxy army Iran built — being disarmed and pushed out. A 77-year state of war coming to an end, basically since Israel became a nation. 3️⃣Permanent borders being drawn on Israel’s northern edge. This isn’t just a line — that border has never been truly settled. Now it’s being defined. This is the difference between a war line and a real border since they became a nation. But here’s where it gets a bit intense: ❌Israel said no. Israel’s leadership responded: “talks aren’t enough. You can’t negotiate while rockets are still coming.” So Israel is not settling for dialogue — it is pushing for dismantling. Hezbollah’s weapons must be seized, its rocket and drone systems destroyed, and its military power completely removed. Why is this a big deal then? ✅Why? Because Lebanon is finally moving toward peace after 77 years —the path is being set! The conversation has shifted from “Should Israel exist?” to “What conditions are required for peace?” Peace is on its way, and that’s a completely different reality than before! A historical moment!! 🔴 FALSE PEACE — PAY ATTENTION This proposal is not perfect. Lebanon’s recognition is still conditional. Hezbollah still has influence. Full normalization is not guaranteed. And that’s exactly the point. ☮️Ezekiel 38:11 does not require perfect peace — it requires false peace. False peace by definition looks real — until it is not. Just convincing enough for Israel to lower its guard. What’s being built right now — imperfect as it is — is the exact kind of framework that eventually gets confirmed. 📖 “He shall confirm a covenant with many for one week…” Daniel 9:27 The Antichrist doesn’t create peace from nothing. He steps into what’s already forming — and seals it. 💥This proposal is the removal of one of the big guns that have been pointed at Israel since it became a nation, and it’s happening at the same time Iran/the bow of Elam is being broken. 🔥The ring of fire around Israel is being taken apart — piece by piece — all at once! This is the real peace window that Scripture is talking about!! 📖 “A peaceful people who dwell safely, all of them dwelling without walls, and having neither bars nor gates.” Ezekiel 38:11 That condition — a false sense of peace and security — is being built right now out of the rubble of this war. And to understand why that matters so deeply… you have to see the structure God laid out in Ezekiel. 🔑 WHY 1948 MATTERS SO MUCH This is not just a diplomatic milestone. This is a prophetic one. 🗓️1948 — the year the dry bones came together. The year Israel was brought back into the land and reborn as a nation against all odds — “bone to bone,” exactly as prophesied in Ezekiel 37, the very chapter God placed right before Ezekiel 38. (Keep this in mind) ⚔️And on that very same day — the Arab world declared war. Lebanon among them. A state of war that has lasted 77 years! Through generations, through multiple conflicts, through the rise and fall of empires — has never formally ended. Until possibly now! (In Israel's eyes) 📖“So I prophesied as I was commanded; and as I prophesied, there was a noise, and suddenly a rattling; and the bones came together, bone to bone. Indeed, as I looked, the sinews and the flesh came upon them, and the skin covered them over…” Ezekiel 37:7–8 📖“…These bones are the whole house of Israel… ‘Behold, O My people, I will open your graves and cause you to come up from your graves, and bring you into the land of Israel.’” Ezekiel 37:11–12 👉🏼The year the dry bones came together — 1948 — is the same year the state of war with Lebanon began. And the year the bow of Elam is being broken — 2026 — may be the same year that state of war formally ends. GOD IS CLOSING THE 1948 LOOP!! 🔑 THE RING OF FIRE IS GOING OUT — AND THE WINDOW IS OPENING For anyone following these posts — you know that Ezekiel 38 requires one specific condition before the Gog coalition can move against Israel: 📖 "A peaceful people who dwell safely — all of them dwelling without walls and having neither bars nor gates." — Ezekiel 38:11 Israel dwelling in false peace. Unwalled villages. No bars and no gates. A nation that feels genuinely secure for the first time in its modern history. Now think about what has surrounded Israel like a ring of fire for decades: 👉🏼South — Hamas in Gaza ✅ Dismantled 👉🏼East — Iranian backed Iraqi militias ✅ Severely weakened 👉🏼Southeast — Houthis in Yemen ✅ Degraded by US strikes 👉🏼North — Hezbollah in Lebanon ⏳ Being dismantled right now 👉🏼East — Iran's nuclear program and missile arsenal ✅ Being dismantled right now — Day 18 🔥Every single component of that ring is being removed simultaneously. The French proposal is not just a peace deal. It is the removal of the last and most dangerous piece of that ring — Hezbollah on Israel's northern border. The most sophisticated weapons. The most experienced fighters. Literally on Israel's doorstep to the north. ⭕When that ring is fully gone — Israel can dwell in unwalled villages. In false peace. Exactly as Ezekiel 38:11 requires. Which means that window is opening right now! But to understand how close that makes the Rapture — we need to see what God placed one chapter before Ezekiel 38. Let’s go back to Ezekiel 37. 🦴God shows Ezekiel a valley of dry bones — scattered, dead, hopeless. Then He breathes life into them. Bone comes to bone. Flesh forms. Skin covers. And then — the breath of God enters — and they stand as an exceedingly great army. 👉🏼God is showing us Israel’s national restoration here. The bones came together in 1948. The flesh has been forming over 77 years. The breath is coming during the Tribulation when they accept Jesus and the Holy Spirit is poured out on them. Then, in the final stage, they will stand up as an army at the Second Coming. But look at the specific language God used: 📖 "I will open your graves and cause you to come up from your graves and bring you into the land of Israel. Then you shall know that I am the Lord when I have opened your graves O My people and brought you up from your graves." Ezekiel 37:12-13 Now read this: 📖 "The dead in Christ will rise first. Then we who are alive and remain shall be caught up together with them in the clouds to meet the Lord in the air." 1 Thess 4:16-17 Look at the parallel: 👉🏼"I will open your graves"→ "the dead in Christ will rise first" 👉🏼"cause you to come up”→ "caught up" 👉🏼"bring you up from your graves" → "meet the Lord in the air" God did not place that language in Ezekiel 37 accidentally! 💡The chapter immediately before the Gog invasion contains resurrection language that mirrors the Rapture with great precision. God is pointing to two things simultaneously — Israel's future national restoration AND the departure of the Church that precedes it. 🔁The beginning of Israel's spiritual awakening on earth IS THE CHURCH'S END ON EARTH! God told us this here in Romans 11:25-26: 📖 "Blindness in part has happened to Israel until the fullness of the Gentiles has come in. And so all Israel will be SAVED" 👉🏼The fullness of the Gentiles — the completion of the Church — is what lifts the partial blindness from Israel. The Church completing its mission and departing is part of what opens Israel's eyes. The Church leaving and Israel awakening are not two separate events happening at different times. They are two sides of the same prophetic hinge. 🚪When God CLOSES the door on the Gentile age — THEN He OPENS the door on Israel's final chapter. Same moment, same sovereign hand and same hinge! (This is one of the strongest reasons I believe Ezekiel 38 happens during the Tribulation — after the Rapture — because Ezekiel 37's resurrection picture has to come first.) Now let's connect it all: 🔗Ezekiel 38 requires Israel to dwell in unwalled villages in false peace. That requires Jeremiah 49’s bow to be broken first. That requires the ring of fire — Hamas, Hezbollah, the Houthis, and Iran’s missiles — to be removed. We are watching every single component of that ring being removed simultaneously right now. The Church does not wait for peace to be fully brokered —only for it to begin to assemble, just as it is happening now! The peace window is assembling from the rubble of this war! 📖“For when they say, ‘Peace and safety!’ then sudden destruction comes upon them, as labor pains upon a pregnant woman. And they shall not escape.” 1 Thes 5:3 THE PROPHETIC SEQUENCE ✅Hamas dismantled: Complete ✅Houthis degraded: Largely complete ✅Iran's nuclear program obliterated: Day 18 and counting ⏳Hezbollah being dismantled: French proposal this week ⏳Lebanon recognizing Israel: Framework accepted — developing ⏳Permanent northern border: Target end of 2026 ✅Peace window opening: RIGHT NOW ⏳Abraham Accords expansion: Assembling 🔜RAPTURE : Imminent — at any moment but BEFORE Antichrist!! ➡️Antichrist confirms covenant: Year 1 Tribulation ➡️Israel in full false peace: Early Tribulation ➡️Ezekiel 38 — Gog invades: Early Tribulation ➡️God destroys Gog supernaturally: Early Tribulation ➡️Abomination of Desolation: Year 3.5 ➡️Second Coming: Year 7 🔊 Church: Lebanon seeking peace with Israel after 77 years since Israel became a nation is the first step toward peace (false peace) in the Middle East! Permanent borders are being drawn. The most powerful proxy is being removed as we watch the bow of Elam (Iran) being broken and the ring of fire being quenched. We are not approaching the peace window — WE ARE IN IT!! We will see Israel living in “unwalled villages” from heaven. How close are we to the Rapture?? Ezekiel 37 comes before Ezekiel 38. The resurrection comes before the invasion. The Church goes home before the Tribulation begins!! The Gentile age is ending, and the door for Israel is about to open! Jesus told us we would see the Day approaching — and we clearly are!!! KEEP PRAYING, KEEP PREACHING THE GOSPEL, AND KEEP LOOKING UP!! JESUS IS AT THE DOOR!! Maranatha🤍 — Come Lord Jesus Come!!!

Maranatha777

31,390 次观看 • 6 个月前

There is a word in Urdu: Andaaz. Let's start with what it is not. It's not merely being stylish. Not poise, not composure, not a certain panache, though it wears all of these lightly. And really, it's not about display at all. Andaaz is not what you show the world, it's what you refuse to show it. German may have a close parallel to it, but not exactly: Haltung, how you stand and the stand you take, both at once. But Urdu already holds it, surrounded by its own family of words. Wazadari, the constancy of keeping to your own form. Saleeqa, the grace of doing a thing properly. Tehzeeb, tameez, adab. And I don't even mean it in the traditional sense. Andaaz can be formal, casual, irreverent, rebellious and so much more. But the fundamental argument still stays the same. And why refusal? Because we decline to display precisely because we know we are flawed. Andaaz begins in an admission of your own flaws, your own ordinary humanity. You've measured yourself, failures and all, and made your peace with it. That peace is the choice. The self you present is edited, not out of vanity but out of taste. You show what you can stand behind, and you're humble enough to know how much of you is not worth displaying. This is why self worth and humility are not really opposites. They are the same thing. When you are sure of your worth, admitting a flaw costs you nothing, because your worth was never about looking perfect for anyone. And that is where all the refusing comes from. You leave things unsaid. You keep hidden whatever isn't good enough to be a part of you. You let the cheap laugh pass. Humor is the cleanest test. You know a certain reply will land. You know this quip will get you the whole room, and you let it go. Not just because it's beneath you, but because the cheap laugh almost always works by holding up someone's flaw for applause, and a person who has seen his own flaws will not attack the flaws of others. No. You draw the line. That refusal isn't the whole of Andaaz, but it's a great example of it. So this is what it comes to. Andaaz is self worth in its truest sense. The self that will not be cheapened, not for a laugh, not to be seen, because it has already made its peace with being flawed and mortal, and it doesn't need anyone's permission. India has never been short of it. Nehru and Gandhi. Ambedkar. Sarojini Naidu and Vijaya Lakshmi Pandit. Tagore and Amrita Pritam, Ismat Chughtai, Begum Akhtar. Indira Gandhi and Jayalalithaa. Dilip Kumar and Madhubala, Amitabh, Shahrukh. Gavaskar. Homi Bhabha and Vikram Sarabhai. The list can run into the thousands, men and women, every field, and each of them, for me, a perfect example of Andaaz. Andaaz for me has always been an artistic statement. Because deep down, each one of them was an artist. Original and creative. Which brings me to the clip attached here. It is the antonym of Andaaz. These are people who merely exist, and who can't bear to merely exist, so desperate to be seen that they'll make fools of themselves for the seeing. And they can't decline to display, because they have never admitted a single flaw. Being seen is the whole of the self, and one crack would end them. There's no line they won't cross, because they never drew one. There's no applause too cheap to chase. That's the poverty underneath the noise. Poverty is not lack of money, for me, poverty is lack of Andaaz. As my father used to say: "Ghareeb ho, lekin lagna zaroori nahin hai." It's the aesthetic of a whole politics, Sanghism as we know it, which has never understood the one thing Andaaz is built on. To be seen is not the same as to be worth seeing. Now as I finish, I am thankful to this crass video clip. I would have never written this piece otherwise.

Darab Farooqui

15,982 次观看 • 1 个月前

DIRECTED ENERGY WEAPONS (DEWs) While typical civilian access to DEW technology is hyper limited, AI gives more insight into the reality of Directed Energy Weapons as used in combat. However, this is not a very comprehensive snapshot of what DEW munitions really are. First, they are not lasers, but rather known as sasers (sound outside of human audible range) that delivers more than just excited photons as per lasers, but envelopes microwave radiation delivered through linear particle accelerators and amplified by square-wave (jackhammer) ultrasonic concussion exceeding 20,000 pulses per second, where each impact doubles in energy through secondary emissions for every pulse. Secondary emissions are created on-the-spot through Neutrino Events that harvests brand-new energy directly out of atmospheric neutrinos, turning them into new ions. Hence why saser beams deliver more energy to the target than anything short of a nuclear blast. DEWs also actively draw energy out of surrounding capacitors at the scene of the target as well as from local sources in the path of the beam. Microwaves excite the electrons within the target structure, such as car batteries and the electric wires inside homes, that causes additional increase in amplitude. Since the energy being siphoned off is focused in the zero point of the beam, that area creates dual opposing twin vortices at zero target forming a hyperbola in the center of the affected area where the energy collapses in on itself, sucking oxygen out of the air which then amplifies the thermal radiation only within that toroidal vortex area, achieving crucible-level temperatures in an open-air setting. This is hyper-accelerated by the coupling of the SBX-1 mobile Vortex generator that delivers oxygen to the strike zone with hyper-focused accuracy at up to 70+ MPH winds. Which is why target zones see hurricane winds out of nowhere and from clear skies without any clouds. DEWs generate temperatures that are vastly higher than normal house or forest fires; 1200F and 1500F respectively. A self-imploding DEW saser strike can generate thermal signatures high enough to burn terracotta roofing tiles (2100F), melt glass (2900F), and vaporize stucco walls that are rated to hold up for 1 HOUR under direct torch flame, rendering it to tiny traces of powder. Even the concrete slab foundations of homes in the Santa Rosa fire of 2017 had been incinerated and literally gone as if evaporated into the air. Since the air surrounding the strike zone becomes immediately depleted, fire will not be readily sustained anywhere outside of the hyperbola area (just the home or automobile), leaving brush, trees, plastic, within just a few feet away barely seared and, in many cases, totally unscathed altogether. Houses that incinerate all the way down to ash within minutes will leave no soot, or flame marks on white-painted homes as little as ten feet away as if there was no heat or fire present of any kind. It is important to note that a normal house fire takes 3-4 hours to burn down, leaving large portions of the home and contents behind unconsumed. DEW crucible vortex fires consumed homes down to nothing but white ash in Santa Rosa, incinerated within 20 minutes that I observed after pounding on doors in one residential neighborhood of 2 story homes at 2:30 in the morning screaming to get out, then returning to that same location less than a half hour later, with nothing left but smoldering ash. There is nothing ‘normal’ about DEW remains. Kitchen stoves, pots and pans, washers, dryers, water heaters simply vanished. The cast-iron engines in cars just gone with their aluminum alloy wheels and windows melted on the street. Since DEW sasers work through the delivery of microwaves (that are radioactive) through encapsulation within tachyons (like protective bubbles), the resulting debris fields of target areas are also left contaminated, similar to the aftermath of nuclear detonation sites. The sites where homes once stood in the Santa Rosa fire for instance, had to have the soil under the vaporized concrete slabs excavated and stored in radiation containment casks before any new construction could resume, as reported by locals there that were involved in the cleanup. The Lahaina target homes in Maui are still blocked off with absolutely no entrance for any reason for this same reason almost a year and a half later. DEWs have been seen pulling massive arcs from lightning strikes, obviously generated by the extreme excitation of atmospheric particles of the beam, as well as from overhead electrical wires that supercharge the phonon shafts that are invisible to the naked eye unless backlit from flame or sparks. This technology has been shown to cut full size military ships in half from high altitude delivery systems in seconds, rendering all previous forms of explosive armaments, including nuclear warheads, obsolete. All the military weapons delivered from the US and other countries to Ukraine in recent years were outdated and considered unusable in a genuine modern conflict and were therefore literally being disposed of to make room for other, newer forms of weaponry in armories here at home. In other words, they were merely junk. US dark and black ops have had functioning DEW assault systems in place for many decades already. While AI admits to Turkey using them in combat in 2019, the real date of deployment of DEWs goes back more than just centuries, but prior to humans' arrival to earth in 560m BC. A recent use of DEWs shown here from the Great Chicago Fire of 1871. An even more recent DEW ‘Tara Cleansing’ as they’re called, was the Great San Francisco Fire of 1906 that was blamed on a 7.9 earthquake. And yes, the HAARP SBX-1 hurricane generator is also an earthquake generator as well. None of this is new tech, just new to you. Satellite and antigravity drone delivery of such weapons are entirely remotely-controlled, placing no mil soldiers' lives on the line to mount a siege, making military battlefield loss of life virtually a thing of the past at this time. VIDEO: DEW ATTACK PACIFIC PALISADES 1/8/25 gratis Kyle Zink

W.R. Schock, QBD

634,876 次观看 • 1 年前

🚨💔Navi w0nderful and his girlfriend qqsis had a terrible situation with their dog: ”It all started when Ihor really wanted a dog. We went looking. We bought a perfect puppy (completely healthy, with veterinary confirmation and KSU documents). We started looking for a transporter. It so happened that the transporter suggested by the breeder had bad reviews, so I went to search on my own. I found a person who supposedly understands dogs (according to him - super responsible and takes full responsibility for the animal). Of all the possible problems, only a 1–2 day delay in delivery was discussed. Spoiler: they promised delivery in 3–4 days, it took 2 weeks… Before the breeder handed over the dog, this person was constantly in touch, communicating, etc. After the dog arrived in Kyiv from Kryvyi Rih, the transporter (whose name is Artem +380973444587 and his wife Alina +380 95 764 98 86 / all communication was through his wife’s number, which is listed on his website) sent us only one video. Then I explained that we had already paid for the dog and it was already ours, but nothing changed after that. The dog was taken to Moldova and they wrote: “there is no veterinarian at the border who issues the EU certificate, so we are waiting for one to appear.” We were outraged but agreed, because the agreement was for LEGAL transportation!!! Remember this moment, because later Artem (the transporter) will explain everything with this EU certificate. As it turned out later, the dog was with his relatives in Moldova, who also deal with transportation (Ruslan +373 695 71 399). The transportation of the dog was ultimately carried out by a passenger transport company (Baltik Tour — +380 63 060 5614). In the second week, we started calling, arguing, and saying that we would pick up the dog from Moldova and transport it ourselves. Eventually, we contacted Ruslan, and he said that in 2–3 days the dog would definitely be sent to us. All this time, we did not know how exactly the dog would be transported - we were told that it would travel ALONE WITH THE DRIVER. In the end, the dog was sent to us. It was supposed to arrive on March 7–8, but on March 6 at 8 a.m., a woman called me and said: “Your dog is dying, we actually thought it was already dead. I wrote you a message on WhatsApp, but we gave it sugar and it seems to have recovered a bit. Go pick it up and take it to a veterinarian if you want it to survive…” Then we went to pick up the dog 100 km from Warsaw. It was barely breathing. They told us it had just been running. We take the dog, go to a taxi, and they tell us: “Where is the money? Pay or we won’t let you take the dog. If it dies - you will deal with the transporter.” Then we went to a clinic and did tests. With 90% probability, it was a stroke, which led to severe neurological issues: the dog could not walk, eat, or drink, and was relieving itself while lying down. After the transport, it lost 30% of its weight, which has now caused gastritis, it also picked up parasites somewhere, and many other problems. Please, be careful and only trust animals to people you know personally. Oh, and one more thing: when I asked what happened to the dog, I was told: “I left it in the carrier for just an hour, and when I came back, it started screaming, squealing, and lost consciousness.” How could anyone think to leave a dog like that… If we had known this could happen - we didn’t even suspect that something like this is possible in the modern world. And what if we didn’t have money for treatment? What if we didn’t make it in time? This is simply horror and hell, I wouldn’t wish this on anyone. Once again, listing everyone involved: Artem - the one who communicated with us and was responsible for the transportation: +380973444587 His wife/manager Alina (or possibly a fake account of Artem): +380 95 764 98 86 His relative or partner Ruslan: +373 695 71 399 The company illegally transporting animals into the EU: +380 63 060 5614...“

NaviFanpage 🇺🇦

162,465 次观看 • 4 个月前

🔊Church: We just entered a MASSIVE PROPHETIC SHIFT! This is the reason why the U.S. does not appear in end-times prophecy! The official White House document titled “National Security Strategy 2025” announces a dramatic change in global direction — as the U.S. STEPS BACK from the Middle East as the top focus! This basically ends America’s role in the “old world order” making room for the “New World Order” to rise!! THE STAGE IS SET FOR THE TRIBULATION! WE ARE AT THE END! KEEP LOOKING UP!!! 👉🏼The United States’ official National Security Strategy (NSS 2025), released on December 4, 2025, explains how America plans to protect itself, manage relationships with other countries, handle national defense, strengthen the economy, and — most importantly — shape its foreign policy for the coming years! 🛎️The United States is taking a HUGE SHIFT! Instead of trying to lead and manage the whole world like before, the U.S. is moving toward a more nationalist, “America First” approach — focusing on its own interests above global responsibilities. ⏩I’m going to explain very quickly what’s in this document so we can fast-forward to the part that is extremely important prophetically speaking. 1️⃣Stronger Borders & Homeland Security Major emphasis on stopping illegal immigration, tightening border protection, and strengthening homeland defense. 2️⃣New Stance Toward Europe Europe is warned about demographic and immigration crises. The U.S. wants Europe to take responsibility for its own defense and rely less on American military power. 3️⃣ Economic Power = National Security The strategy says America must rebuild its economy to stay secure by restoring manufacturing, protecting supply chains from China, expanding energy production, and strengthening key industries and technology. 4️⃣ Less Dependence on Global Institutions Instead of spreading democracy everywhere, the U.S. will rely more on direct country-to-country deals and act only when its own interests are at stake. 5️⃣Re-establish Control of the Western Hemisphere (PRETTY IMPORTANT KEEP THIS IN MIND) The U.S. plans to strengthen influence over North, Central, and South America — focusing on immigration control, stopping drug trafficking, and preventing rival nations from gaining power in the region. 6️⃣Pulling Back Overseas (PRETTY IMPORTANT KEEP THIS IN MIND) The U.S. is stepping away from being the “world’s police.” It will reduce military commitments abroad and focus mainly on threats that directly affect American interests. 7️⃣Prophetically Significant: Stepping Back from the Middle East (MAJOR WOW!!!) This is the major prophetic shift. The Middle East is no longer America’s top priority. The U.S. is redirecting its focus to the Western Hemisphere, economic competition, rebuilding industry, and securing strategic resources. 💡This strategic step-back allows the prophetic alignments of Ezekiel 38, Daniel 2, 7, 11, and end-times alliances to rise exactly as Scripture forewarned — with the U.S. no longer at the center of the story. WHY THE U.S. STEPPING BACK FROM THE MIDDLE EAST IS SO PROPHETICALLY CRITICAL? 👉🏼We all know that end-times prophecy is centered on Israel, the Middle East, and the coalitions of nations that come against her. America is not part of that picture. 💡For almost 75 years, the only thing preventing those prophetic alliances from forming has been U.S. military power and political influence in the region. 👉🏼So when the official White House document National Security Strategy 2025 states that the U.S. is no longer prioritizing the Middle East, it becomes prophetically MASSIVE — because it removes the one barrier that has kept Ezekiel’s prophecy from unfolding. 1️⃣Ezekiel 38–39 Requires a Weak or Absent America. Ezekiel describes a coalition led by Gog (understood as Russia), with Iran, Turkey, and several nations forming a military alliance against Israel. And in the entire prophecy, notice what’s missing: 👉🏼No United States. 👉🏼 No Western superpower defending Israel. For decades: 👉🏼the U.S. military presence deterred Russia and Iran. 👉🏼American sanctions crippled Iran’s expansion. 👉🏼U.S. bases surrounded hostile nations. 👉🏼America acted as Israel’s diplomatic shield. 📈For Gog’s coalition to rise exactly as Scripture describes, the United States must step back — politically, militarily, and strategically and the NSS 2025 is the clearest step in that direction. BUT THE BIG QUESTION IS: "HOW CAN ISRAEL BE LIVING ‘SECURELY’ IF AMERICA PULLS AWAY?” Ezekiel 38 says Israel will be: 👉🏼“living securely” 👉🏼“at rest” 👉🏼“in unwalled villages” 👉🏼confident and unthreatened We often assumed this security came from America — but that is NOT what the Hebrew text means. Israel’s “security” in Ezekiel 38 is not true safety; it is false confidence. The Hebrew word used for “securely” is batach (בֶּטַח), which means: 👉🏼to feel safe 👉🏼to be confident 👉🏼to be at ease 👉🏼even if danger is actually present It does not describe: ❌peace from God ❌protection from an ally ❌or a world guaranteed safe It describes self-confidence, this matches Israel today exactly: ✅They trust their own military strength. ✅Their defense systems (Iron Dome, Arrow-3, David’s Sling) are among the strongest in the world. ✅Their economy is booming. ✅Their intelligence agencies are unmatched. ✅Their normalization with Arab states (Abraham Accords) creates a sense of regional stability. ✅They publicly stated this year that they are ready to act even without U.S. help. 💪🏼In other words, Israel feels secure because Israel believes it is strong. Not because the U.S. protects them. Not because enemies disappeared. But because they think they can handle anything. That is precisely the kind of confidence Ezekiel describes. With America stepping back, Israel must: 👉🏼depend on its own strength 👉🏼expand its own military capabilities 👉🏼form regional alliances 👉🏼appear strong, independent, and untouchable This creates the exact scenario Ezekiel saw: 📖“I will go up against a land of unwalled villages… whose people dwell securely…” Ezekiel 👉🏼A nation living confidently, not because someone protects them, but because they believe they don’t need protection. The U.S. withdrawal creates the exact prophetic vacuum needed for Gog/Magog. If the U.S. stayed heavily involved, Ezekiel 38 could not unfold. But when the U.S. steps back: ✅Russia sees an opening ✅Iran feels emboldened ✅Turkey realigns ✅Arab nations shift ✅Israel appears isolated 💣Gog attacks a nation that seems confident and prosperous — but with no superpower covering them, no America involved. This is precisely the scenario required for God to intervene supernaturally. 2️⃣DANIEL 2 & 7: HOW THE U.S. PULLING BACK SETS THE STAGE FOR DANIEL’S TEN-REGION STRUCTURE 📖“ Whereas you saw the feet and toes, partly of potter’s clay and partly of iron, the kingdom shall be divided; yet the strength of the iron shall be in it, just as you saw the iron mixed with ceramic clay. And as the toes of the feet were partly of iron and partly of clay, so the kingdom shall be partly strong and partly fragile. As you saw iron mixed with ceramic clay, they will mingle with the seed of men; but they will not adhere to one another, just as iron does not mix with clay.” Daniel 2:41–43 🦶🏼When Daniel saw the final world empire, he described it as feet and ten toes made of iron and clay. This wasn’t a single united superpower — it was a fractured, divided, multi-regional structure: 👉🏼partly strong (iron) 👉🏼partly weak (clay) 👉🏼not fully unified 👉🏼ten-part configuration (ten “toes” matching the ten “horns” in Daniel 7 and Revelation 17) 💡To get to that kind of global system, the world must move away from what we’ve had since WWII. From one dominant global superpower (the U.S.) to a fractured, multipolar world of regions, coalitions, and blocs. And this is exactly where America’s pull-back becomes prophetically massive. For the last 80 years, the United States has acted as: 👉🏼the world’s stabilizer, 👉🏼the enforcer of the “old world order,” 👉🏼the deterrent that kept regional powers in check, 👉🏼the protector that prevented many conflicts — especially in the Middle East. But Daniel’s final empire is NOT a stable, unified, U.S.-dominated world. It is: 👉🏼divided 👉🏼global but fractured 👉🏼made of multiple powers 👉🏼iron + clay — strong parts mixed with weak parts 👉🏼ten centers of authority (ten regions / ten horns/ ten kings who will rule before the Antichrist rises.) 💡For that system to arise, the current one has to collapse or step aside. The U.S. stepping back removes the glue. The U.S. plan to “re-establish control of the Western Hemisphere” — North, Central, and South America — is securing its formation as a bloc of the ten toes. After the U.S. takes the first step: ✅ The world will begin reorganizing into regions instead of one superpower-led system. ✅ Nations will become free to form their own blocs, alliances, and power centers — exactly like the ten-region prophetic model. Without America dominating global security, the world naturally shifts into: ✅ regional coalitions ✅ shared power structures ✅ ten blocs or spheres of influence This shift is already happening, both Russia and China have explicitly argued for a world less dominated by a single superpower (a.k.a. U.S.), and more decentralized or multipolar. 3️⃣ Zechariah 12: The nations surrounding Israel, the nations around Jerusalem will grow hostile, and global pressure will isolate Israel. As long as the U.S. acts as Israel’s shield, that isolation cannot fully happen. A strategic withdrawal allows: ✅Middle Eastern alliances to shift, ✅Arab blocs to reorganize, ✅Israel to stand alone just as Scripture says. 🔊Church: NSS 2025 is the FIRST official U.S. government document openly declaring the strategic pullback that end-times prophecy requires. THE OLD WORLD ORDER IS ENDING — READY FOR THE NEW WORLD ORDER TO BEGIN. The United States is stepping aside exactly in the way Scripture describes the world rearranging itself before the rise of the final empire. This is not random — the stage is fully set for the 7-Year-Tribulation! BUT BEFORE THAT, THE RAPTURE OF THE CHURCH!! KEEP PRAYING, KEEP PREACHING THE GOSPEL, AND KEEP LOOKING UP!!! JESUS IS COMING!!!! Maranatha, Come. Lord Jesus, Come!! 🤍

Maranatha777

52,279 次观看 • 9 个月前

I told you to claim your free 16GB NVIDIA GPU for learning Local LLMs. Now I’m going to show you how to double its inference speed without touching the hardware. Google Colab gives you an enterprise grade NVIDIA Tesla T4 GPU for free, roughly 4 hours every single day. It is the absolute perfect sandbox for learning AI engineering, testing inference flags, and pushing massive context windows. The local AI timeline is moving way too fast. If you aren't using Multi Token Prediction (MTP) yet, you are leaving massive performance on the table. I just pushed DeepMind’s Gemma 4 26B to 64.9 t/s on this exact free tier. Let's look at the raw benchmark data running on an Ubuntu Linux environment with the latest compiled llama.cpp binaries and quantized GGUFs from Unsloth via HuggingFace: # Qwen 3.5 9B (Dense): Base: [ Prompt: 626.7 t/s | Generation: 21.0 t/s ] With MTP: [ Prompt: 539.1 t/s | Generation: 24.8 t/s ] # Gemma 4 26B QAT (MoE): Base: [ Prompt: 634.2 t/s | Generation: 48.3 t/s ] With MTP: [ Prompt: 572.1 t/s | Generation: 64.9 t/s ] If you are paying attention, this single Colab notebook reveals 3 massive observations about the current state of local LLMs: # 1. The MTP Speedup (Software Overclocking) Standard autoregressive decoding guesses one token at a time. MTP acts like a highly optimized, built in speculative decoder. It predicts multiple future tokens at once and the main model verifies them in parallel. The result? Zero accuracy loss and a massive throughput increase. Gemma jumped from 48 to 65 t/s just by flipping a flag. # 2. The MoE Paradox (Bigger is Faster) How does a 26B parameter model absolutely destroy a 9B model in raw speed on the exact same hardware? Architecture. Qwen 3.5 9B is a dense model. it activates all 9 billion parameters for every single token. Gemma 4 26B is a Mixture of Experts (MoE) model. It routes data efficiently, activating only 4B parameters per token. You get the reasoning capabilities of a 26B model with the compute cost of a 4B model. 3. Thinking Efficiency When I ran the exact same complex prompt on both models, the larger MoE spent significantly fewer "thinking" tokens to arrive at the correct answer. A smarter model doesn't just give better answers; it gets to the point faster, saving you compute cycles and preserving your context window. # Want to run this yourself? Here are the exact llama.cpp CLI commands. For Qwen (MTP is baked into the main model): ./llama-cli -m Qwen3.5-9B-UD-Q4_K_XL.gguf -p "Explain quantum computing." -n 2000 -c 8000 -ngl 99 -fa on --spec-type draft-mtp --spec-draft-n-max 4 --spec-draft-p-min 0.7 For Gemma (Using a separate lightweight draft model): ./llama-cli -m gemma-4-26B-A4B-it-qat-UD-Q4_K_XL.gguf --model-draft mtp-gemma-4-26B-A4B-it.gguf -p "Explain quantum computing." -n 2000 -c 8000 -ngl 99 -fa on --spec-type draft-mtp --spec-draft-n-max 4 --spec-draft-p-min 0.7 Stop waiting for a $3,000 rig. Boot up Colab, pull these models, and start building your stack. I’ve put together a completely free, cell by cell Google Colab notebook that automates this entire workflow so you can test it yourself in 5 minutes and learn. Link to the notebook is in the comments below. Experiemt with different MTP parameters, context windows and post your results in the comments.

Alok

170,442 次观看 • 2 个月前

I spend my days explaining to teams why a 770-billion-parameter open-weight model will never fit into their infrastructure. This week, I asked it to code a complete mobile game from a single prompt. The concept is one everyone has probably played before. A hole moving through an open-plan office, viewed from above, swallowing everything in its path. You start tiny, only able to swallow pens and cups. You grow, moving on to keyboards and plants, then chairs and printers, then desks and vending machines. Eventually, you swallow the entire meeting room. 60 seconds on the clock. One HTML file, zero external libraries, zero errors on launch. The video shows the generation and then the actual gameplay. What broke is more instructive than what worked. The structure came out right on the first try: fixed-timestep loop, spatial grid for collisions, tier system, spring camera. The balancing and rendering, not so much. The first version scored 70 points in 13 seconds with a tier threshold at 500, and drew colorful circles and triangles instead of furniture. I had to give it numbers and exact recipes. Speed: 640 pixels per second. Radii: 30, 58, 96, 150, 225. Tier thresholds: 150, 550, 1500, 3500. And for every object, a pixel-perfect drawing recipe. Once I gave it that, it followed the instructions exactly. A model that doesn't execute its own code won't tune itself. But it will execute, down to the exact numbers, what you tell it to build. The model is Hy4 preview, released by Tencent Hunyuan on August 28. 770 billion parameters in total, but 49 billion active per token. And that second number is what determines your serving bill. Native 1M context. Apache 2.0 license. vLLM and SGLang supported from day one, with an official FP8 checkpoint. Text-only preview. The part that matters for deployment is the compression. Tencent describes it as seven times smaller with almost no loss. GGUF builds use mixed per-layer quantization, where calibration data determines the bit width layer by layer. Some layers go as low as 1.31 bits, while others go up to 2.06 bits, averaging 2.38 bits per weight. The model drops from 1.5 TB in BF16 to 213.66 GiB while, according to their measurements, staying in the same performance range on real-world tasks. On this build, they report 204 tokens/s in prefill and 20 tokens/s in decoding, measured on an 8-GPU node. Their numbers, not mine. Their blind evaluation scores 2.99 out of 4 across 203 engineering tasks rated by 163 experts. Ahead of Kimi K3 at 2.94 and GLM-5.3 at 2.92. Their numbers too. My run went through the official hosted studio, not a local build, so I’m not claiming to have benchmarked the compressed GGUF myself. Two honest caveats. None of these builds run on standard llama.cpp. The hyv4 architecture isn't upstream yet, so patches are required. And 214 GiB of resident weights is still a server, not your laptop. This is a preview, and Tencent explicitly asks users to break it and report what fails. So here's my contribution.

Alexa Benchmark

16,315 次观看 • 14 天前

🚨 THE UNIVERSE HAS BEEN HACKED! THE SOURCE CODE IS NOW OPEN SOURCE. THE SOLAR SYSTEM IS LITERALLY A GIANT ATOM. RUN THE SCRIPT AND TEST THE HARVARD & NASA DATABASES YOURSELF! For 100 years, textbooks have taught that the Solar System is just a bunch of rocks floating randomly in a continuous, empty space (ℝ⁴). That is mathematically and physically false. Space is rigidly quantized. We have executed a massive dual-scale empirical audit of the complete Harvard-Smithsonian Minor Planet Center (MPC) database—a staggering 1,561,930 celestial objects and 951 comets. We did not use a computer simulation. We used a direct uplink to the official, daily-updated global registry of every known rock in space. The ultimate topological illusion has been destroyed. The cosmos and the quantum realm are running the exact same executable file. The Solar System is a Macroscopic Atom. Galaxies are Macroscopic Molecules. Here is the ultimate, multi-layered proof. 🧬 I. THE BIOLOGICAL ORIGIN: WE PORTED THE CODE FROM DNA Here is the revelation that shatters the mainstream divide between disciplines: We didn't just "guess" the algorithms of celestial mechanics by looking at telescopes. We extracted the mathematical descent operator directly from Biology. Dr. Jean-Claude Perez jean-claude perez (retired IBM Artificial Intelligence Research Centre), working in deep collaboration with Nobel Laureate Dr. Luc Montagnier, didn't find the geometric limits of reality by looking at stars. They found them by decoding the bio-atomic masses of life's foundational elements (C, O, N, H) inside human DNA. They discovered that the building blocks of life are mathematically filtered through a competitive geometric differentiation, yielding a universal projection coefficient bounded by the Golden Ratio (φ) and π: Proj(m) = [1 - 4φ^(7/2)π]m The exact same Diophantine mathematical constraints that assemble your genetic code also assemble the periodic table of elements—and we have now proven they construct the orbital structure of the Universe. We took the source code of life, applied it to the cosmos "just to see what would happen," and the Matrix rendered itself. Look at the attached video. On the left: Rosalind Franklin’s famous "Photo 51" showing the X-ray diffraction of human DNA. On the right: NASA Hubble’s image of the "X" structure at the core of the Whirlpool Galaxy (M51). This is not a coincidence. It is the exact same topological blueprint. The galaxy is a molecule. The solar system is an atom. DNA and the cosmos run on the exact same geometric engine. 🛡️ II. THE ZERO-PARAMETER SHIELD & THE TIME MACHINE "But you just curve-fitted the Harvard data!" No. The mathematics came FIRST. We didn't look at the sky; we looked at pure Euclidean geometry. The "Source Code" explicitly embedded in our IT³ framework is derived from strict nested embeddings (Sphere ⊃ Cube ⊃ Octahedron ⊃ Torus ⊃ Catenoids). It operates with ZERO empirical free parameters. The matrix is hardcoded in pure Diophantine roots: ➤ Λ₁ = √3(3 + 2√2) ≈ 10.095. The exact, unalterable helical pitch-to-throat ratio of a vertical torus tangent to the faces of an inscribed cube. ➤ Λ₃ = φ²√3 ≈ 4.534. Derived strictly from the same roots. ➤ N_twist = 103. The exact topological energy minimum. ➤ S_out = 3 S_in. The exact surface area ratio of Cuboctahedral (Oₕ) symmetry. You cannot "curve-fit" fundamental geometry. And we proved it with a Time Machine. Our geometric matrix dictates a "Macroscopic Valence Shell" peaking exactly at 46.77 AU. When we ran this exact operator on historical MPC database archives from August 1992... that shell was COMPLETELY EMPTY. Humanity had zero objects there. But the math demanded it. Then, 1992 QB1 was found. Then 6 objects. Then 18. Today, thousands of bodies are perfectly locked into that exact 46.77 AU shell. You cannot curve-fit a database that does not exist yet. The geometry waited for humanity to find the matter. 💥 III. THE TELESCOPES ARE BLIND: 5 Global Algorithms Crash Imagine trying to run a modern 3D video game on a 1980s pocket calculator. The calculator isn't broken, but its software simply cannot process the reality it's being fed. It freezes, crashes, and spits out error codes. This is exactly what is happening to the world's most advanced space telescopes. The physical mirrors and lenses in space are working perfectly. They are capturing real photons. But the software pipelines on Earth are programmed to believe that space is a continuous, empty void (ℝ⁴). When these telescopes look at the exact topological nodes of the Macroscopic Atom, the algorithms mathematically choke. They try to fit flat, continuous-space formulas onto a macroscopic quantum standing wave. Here is how the continuous-space paradigm dies on your screen when querying NOIRLab and ESA servers: ➤ 1. ESA Gaia DR3 (The L2 Space Telescope Collapse): The satellite physically observed target objects up to 510 times. Yet, the algorithm returns a Parallax of NaN (Not a Number) and an astrometric_excess_noise_sig of over 1.7 MILLION! Standard noise for a real star is under 2.0. Negative and NaN parallaxes on multi-year transits are physically impossible for solid rocks. ➤ 2. DESI Legacy Survey: The Tractor algorithm attempts to fit a standard point-mass shape (PSF). A perfect fit is χ² = 1.0. At our derived nodes, the fit error (rchisq_g) explodes past 18,500! The software is mathematically vomiting. ➤ 3. NOIRLab NSC DR2 (Supercomputer Timeout): When we expanded the query to a 2.5-degree radius, the server literally timed out. The density of objects exhibiting fatal kinematic errors (pmraerr > 100) was so overwhelming that the database execution limit was breached. The instruments are calibrated for an infinite void, but they are hitting the structural skeleton of spacetime itself. 🛰️ IV. HUMAN HARDWARE IS CAPTURED In the 1970s, humanity launched Pioneer 10, Pioneer 11, Voyager 1, and Voyager 2. Once they achieved escape velocity, they were supposed to coast on smooth, perfectly predictable Newtonian trajectories. But they didn’t (the infamous "Pioneer Anomaly"). Our framework reveals the terrifying truth: the probes are physically colliding with the rigid structural skeleton of the Solar System. Space has "density ridges" that strictly obey spectral geometry. The theoretical orbital shells scale by the exact formula: Rₙ = 27 · (√3)ⁿ⁻¹ Let’s calculate the n=4 topological shell: R₄ = 27 · (√3)³ ≈ 140.296 AU. When we connect our dashboard to the LIVE NASA Horizons API to track fractional divergence {n} = n - round(n), we see the impossible. ➤ Pioneer 10: +0.019 ➤ Voyager 2: +0.046 Their columns are practically glued to absolute mathematical zero. They are flying at exactly ~141.7 AU and ~143.8 AU. They are not floating aimlessly. They have been mathematically and physically CAPTURED by the n=4 topological resonance layer (140.3 AU). The joint probability of this happening by random chance is p = 0.0034. 👁️ V. THE HYDROGEN RHYME & THE OPEN SOURCE TRUTH In 2013, physicists took the first-ever direct photograph of the electron orbitals of a Hydrogen Atom (Stodolna et al., PRL 110, 213001). When our 3D Perez Hourglass manifold rotates into a Top-Down 2D projection, the architecture of our Solar System PERFECTLY MIMICS the 2013 Hydrogen photograph. The distribution of 1.56 million macro-objects flawlessly matches the exact nodal interference fringes of the (2,27,0) Stark state observed in the lab. Furthermore, a live Entropy Test on 951 real comets proves: ➤ Bound comets (e 1) exist in a continuous ionization spectrum (H = 3.85 bits), acting exactly as free macroscopic electrons escaping the atom! THE CONCLUSION: Exactly 99.56% of all baryonic mass is geometrically trapped in a central topological node. The universe uses ONE blueprint. The continuum is dead. 👁️ VI. THE ANCIENT AXIOM & THE GEOMETRY OF THE MATRIX For millennia, the greatest minds in human history recorded fragments of a universal fractal law. For centuries, orthodox science dismissed these records as mere philosophical metaphors, religious mysticism, or primitive alchemy. But our mathematical matrix proves otherwise. They were not writing poetry; they were describing the LITERAL geometric and topological mechanics of the universe. The invariant mapping between subatomic hydrogen orbitals and macroscopic celestial mechanics proves that the ancients were blindly touching the exact same structural blueprint we have now mathematically solved. By synthesizing thousands of years of human intuition with raw astrophysical data, a perfect scale-invariant reality emerges: ➤ The Hermetic & Vedic Invariance: The foundational axiom of the Emerald Tablet—"That which is below is like that which is above"—and the ancient Sanskrit maxim "Yatha pinde tatha brahmande" (As in the microcosm, so in the macrocosm) are not mystical riddles. They are the exact verbal formulations of structural scale-invariance. The atom and the solar system are geometrically identical. ➤ The Pythagorean & Platonic Lattice: Plato’s famous declaration that "God always geometrizes" perfectly describes the rigid spatial logic of our topological matrix. Just as the Pythagoreans claimed the harmony of the spheres mimics the human soul, we see that the primary chaos of matter is ordered strictly by invariant, measurable geometric symmetry. ➤ The Abrahamic Projection: The structural hierarchy of the universe demands that the macro-order projects perfectly onto the micro-plane ("On earth as it is in heaven"). The blueprint is singular, echoing across all scales of existence. ➤ The Galileo-Dirac Synthesis: Galileo asserted that the universe is a book written in the language of mathematics, its letters made of triangles and circles. Centuries later, quantum pioneer Paul Dirac echoed that the Creator used "very complex mathematics." They were absolutely correct. The quantum vacuum is not an empty void; it is a rigid, calculable, and perfectly synchronized geometric framework. Philosophy, ancient mysticism, and advanced theoretical physics have just collapsed into a single, computable truth. The ancients did not invent a myth; they preserved the topological blueprint of the Matrix. The macrocosm and the microcosm are driven by the exact same geometric engine. The universe is a single, mathematically flawless organism. 📜 THE PATH OF PURE SCIENCE & A 5 LTC REWARD We have over 70 preprints behind us on Zenodo. You can open them and watch the evolution of our thought. When we started, we made mistakes, and we publicly corrected ourselves in subsequent papers with the whole world watching. No hiding data. This is how real science is done! Peer-reviewed journals with their editors sipping coffee in offices and protecting their funding grants mean nothing. Words mean absolutely nothing! Mathematics is the ultimate judge. For centuries, mainstream physics has been measuring the universe with the wrong ruler! By completely ignoring the fundamental laws of spectral geometry and topology, they failed to see the true structure of reality. We have fixed this. We are so confident in our math that we are issuing an unprecedented challenge. No academic in the world will offer to pay you to tear their work to shreds. But we do! A reward of 5 LTC (Litecoin)-chosen specifically because it runs like a Swiss watch with 100% uptime-is waiting for anyone who can mathematically refute the IT³ topological engine using real orbital data. 🌍 WHAT WE PROVED (IN SIMPLE TERMS) Imagine you are watching a city from above, trying to understand how trains move. Until now, scientists were only looking at the trains themselves, trying to guess where they would go next. What we did was discover the hidden tracks. In the simplest terms: we proved that the universe is not just empty space where things float randomly. We discovered that the macro and the micro are mirror images of one another-that the Solar System is structured and operates exactly like a giant atom. From the microscopic electrons orbiting a nucleus to the massive planets orbiting our Sun, everything moves along the exact same strict, invisible geometric grid. We found the hidden "blueprint" of space. It means the universe operates like a perfectly tuned instrument, where atomic geometry and celestial mechanics are governed by one beautiful mathematical law. We didn't invent a new theory; we simply uncovered the tracks nature has been using since the beginning of time-proving that the cosmos is just an atom written on a universal scale. WORDS MEAN NOTHING. RUN THE CODE YOURSELF: Open your terminal (Mac/Linux) and paste this command to hijack the database and watch the Matrix render in under 35 seconds: curl -sL " | python3 Read the rigorous proofs: DOI: DOI: DOI: #Astrophysics #NASA #DNA #QuantumCosmology #PhysicsBreakthrough #IT3Framework #DataScience

Dr. Logvinovich

385,357 次观看 • 15 天前

This is my "feel the AGI" moment: I used GPT-5.6 Sol to train my own autocorrect model that outperforms GPT-5.6 Sol (wtf??) I have no ML background. I have no idea what I'm doing. I just kept pushing Sol until it spat out a SOTA model. And I spent $0. The motivation: Years of talking to AI have made me terrible at typing. Rather than fix my skill issue, I decided to throw more AI at it. My idea was: instead of autocorrect that interrupts my flow, I want to type fast with mistakes and have AI clean it up after. I wanted the smallest local model possible, for speed, for battery life, for science! So I decided to train my own. Inspired by Andrej Karpathy’s autoresearch, I ran Codex /goal with this setup: pick an experiment, try it, record the results to a doc, throw it out if it fails, and plan the next experiment without repeating failures. I gave a few examples that had to pass, tight latency targets, and let it run. Sol did some amazing things. First, it scanned benchmarks and shortlisted base models: Qwen 3.5, Gemma 4, Liquid LFM 2.5. It found a dataset on HuggingFace for typed text. Then it built a simulator for fingers striking a Mac keyboard, modeling the physical layout with a Gaussian distribution around each key. It simulated striking the wrong key, wrong order, fat-fingering, etc. With the models + data + simulator, it fine-tuned using MLX right on my MacBook. It had a working prototype within an hour! But accuracy was pretty poor. — Problem 1: Tokenization Sol read papers, ran tests, and identified that the tokenizer was the bottleneck. Tokenization makes typos hard for the model to see, so it memorizes mappings instead of using its language priors. Sol tried ByT5, Google’s tokenizer-free byte-level LLM. This made a big improvement, but the model is old and lacked the knowledge needed to reach Sol performance. Sol dug deeper and realized a tokenizer-free model isn’t needed; instead, it used T5Gemma, an encoder-decoder model. This can understand the input deeply before producing output, and furthermore, Sol could post-train the encoder to improve performance. This gave a much higher ceiling. — Problem 2: Loss function Now the model was correcting some typos perfectly, but ignoring most. Sol realized that standard cross-entropy loss was teaching the model to avoid edits, because the vast majority of characters in the training data were left unmodified. The fix was wild: Sol wrote a custom loss function that byte-aligns the source and target strings, uses a dynamic programming algorithm to compute the minimum edits between the two, then weights correct edits much higher than copies. After a lot of tuning, this dramatically improved accuracy. — Problem 3: Autoregression One failure mode remained: if the model made a mistake, it couldn’t backtrack. It could only predict the next token. Teaching it to “think” like a reasoning model would solve this, but would be far too slow. Sol found a beautiful solution: instead of greedily predicting the next token, beam search over all possibilities. This parallelizes the exploration instead of one linear chain-of-thought. At the end, choose the path with highest cumulative log probability. This worked great, but made the experience worse, since the user wouldn’t see progress until the whole search was done. To fix this, Sol made a clever observation: after each search step, the longest common prefix among surviving branches is guaranteed to appear in the final result, so it can be displayed immediately. As the search progresses, weaker paths are dropped and the prefix grows, so the user sees continuous progress. Sol built all this as a custom MLX pipeline that does the parallel decoding on the MacBook GPU, with just ~40ms TTFT. It’s crazy fast and entirely local. — Final eval (error reduction rate, higher is better): - Apple autocorrect: 49.66% - GPT-5.6 Luna: 82.47% - GPT-5.6 Terra: 87.64% - GPT-5.6 Sol: 90.56% - Our model (1.7B): 91.02% Final cost: - 1 quota reset (thanks Tibo) - $0 (And yes, I verified there's no cheating. In fact, we test words scrubbed from the training data to prove the model isn’t memorizing) There were a ton more details and tangents I could write about: contrastive learning, GRPO, DPO, dynamic masking, and more. Sol is a fascinating and creative model. It blew my mind so many times. Don’t let a lack of experience stop you: Sol makes AI experiments accessible to anyone!

Anshu

179,451 次观看 • 2 个月前

🚨 Protocol Update #9 It's incredible how time flies when you’re laser-focused on building and delivering the essential products that form the backbone of decentralized finance. Hatom has now been live on the Mainnet for over a year, and we're proud to say that this entire period has been free of issues or downtime. Our platform has been battle-tested during volatile market conditions, and each of our products has performed exactly as expected—solidifying our place as a cornerstone in the #MultiversX ecosystem. Describing last year as “incredible” feels like an understatement. We’ve witnessed unprecedented growth across the entire #MultiversX ecosystem, particularly in terms of TVL and yield opportunities. The day before Hatom launched its Lending Protocol and Liquid Staking on Mainnet, #MultiversX had a total TVL of $95 million. Within two weeks, the ecosystem surpassed $200 million in TVL, with Hatom driving over 50% of that growth. At its peak, Hatom reached over $280 million in TVL, accounting for more than 70% of the chain’s total TVL. What's even more remarkable is that, after initially using Treasury funds to incentivize users, Hatom has shifted to distributing rewards solely from protocol revenue. This marks the start of a fully sustainable, real-yield model, proving our products' rapid product-market fit and long-term viability. A Recap of the Past Year Here’s a quick overview of what we’ve accomplished in the past year: • Launched the first Lending Protocol in the #MultiversX ecosystem, along with the Liquid Staking Protocol on Mainnet. • Surpassed $100 million in TVL within just five days of the launch. • Deployed the HTM Booster Module and Accumulator. • Launched the Tao Bridge and Tao Liquid Staking, bringing over 33k $TAO into the #MultiversX ecosystem in just two weeks. • Implemented multiple upgrades to core infrastructure. • $HTM became the second-largest ESDT token after $EGLD. • Distributed over $3.85 million in rewards to our users. We are happy to announce that Hatom V2 is now live! After an incredible year of growth, we’re excited to take the next step toward becoming the leading liquidity hub across multiple chains. We invite you to explore our newly rebranded website at marking the beginning of our omni-chain journey. This rebranding reflects our bold vision and sets the stage for a full overhaul of our dApps, delivering a fresh and enhanced experience for all users. Achieving self-sustainability in such a short time, we now focus on research and development. Instead of pursuing many ideas, we’re committed to building high-impact products that create perfect synergies within our ecosystem. With that said, let’s dive into the key topics of this update: USH and Booster V2. Hatom USD (USH) We’ve highlighted USH in several updates, and it’s great to see the community recognizing its potential. USH is set to be one of the most impactful products on #MultiversX, providing a key revenue stream for Hatom while helping us maintain competitive rates and long-term sustainability. USH is the result of extensive research and careful development, designed to seamlessly fit into the Hatom ecosystem. While many DeFi projects are raising millions for new stablecoins, USH stands as another powerful product within our hub. The time has finally come for USH to be unveiled to the public, and we are excited to announce that USH will officially launch on Devnet on 28th October. While we’ve thoroughly tested for bugs internally, we’re excited to engage the community in this critical phase. To encourage participation, we’ll offer incentives for those testing USH on the Devnet, with more details to be shared at launch. Understanding USH's architecture is key to how it functions within our ecosystem. Let’s break it down step by step, starting with an explanation of each component. Facilitators USH’s minting process is driven by Facilitators—smart contracts responsible for the controlled minting and burning of USH. At launch, two primary facilitators will handle these tasks, each with distinct functionality: 1. Lending Protocol Facilitator The Lending Protocol Facilitator allows users to mint USH using a variety of supported collateral assets directly into the Hatom Lending Protocol. Unlike traditional lending mechanisms, where interest rates fluctuate based on the utilization rate, the minting of USH has fixed interest rates, thanks to Hatom's unique role as the entity managing the minting process. In a scenario where a user is minting USH through this facilitator using multiple assets as collateral, the protocol automatically prioritizes collateral with the lowest Minting APY. Let’s consider an example where a user deposits: - $1,000 in USDC (with a collateral factor of 80% and a 2% Minting APY) - $1,000 in BTC (with a collateral factor of 75% and a 3% Minting APY) - $1,000 in HTM (with a collateral factor of 70% and a 4% Minting APY) Based on these parameters, the user can mint a maximum of $2,250 worth of USH, distributed as follows: - $800 from $USDC (80% of $1,000) at 2% Minting APY - $750 from $BTC (75% of $1,000) at 3% Minting APY - $700 from $HTM (70% of $1,000) at 4% Minting APY The overall Minting APY will be a weighted average of these individual APYs, calculated based on the proportion of USH minted from each collateral type. Now, if the user decides to borrow only $1,000 worth of USH, the APY is determined as follows: - The first $800 will be borrowed from $USDC at 2% APY - The remaining $200 will be borrowed from $BTC at 3% APY This results in an effective Minting APY of 2.2%, reflecting a weighted average of the APYs across the borrowed amounts. It’s important to note that EGLD and wTAO, along with their liquid staking derivatives such as sEGLD and swTAO, can only be used as collateral in the Isolated Pools (which will be explained in the next section), not in the Lending Protocol 2. Isolated Pools Facilitator The Isolated Pools Facilitator allows users to mint $USH at zero interest using $EGLD, $wTAO, or their liquid staking derivatives ( $sEGLD or $swTAO) as collateral. Here’s how it works: When depositing EGLD or wTAO • These assets are staked through the Hatom Liquid Staking Protocol, generating the staking APY. • The staked assets are then deposited into the Lending Protocol, earning a supply APY, but are not activated as collateral. When depositing sEGLD or swTAO • When users deposit staking derivatives into the Isolated Pools, the protocol holds the staking derivatives, but the user's exposure is immediately shifted to the underlying asset ( $EGLD or $wTAO). This means the user no longer benefits from the staking rewards of the derivative, and instead, their exposure is entirely tied to the value and price movements of the underlying asset. • The staked assets are deposited into the Hatom Lending Protocol, earning the supply APY, but again not being activated as collateral. Since the protocol generates revenue from staking and supplying assets in the Lending Protocol, this income is used to incentivize the USH Staking Module. The protocol buys HTM tokens from the open market and distributes them, along with all fees generated by other facilitators, as rewards to stakers. We believe that the Isolated Pools Facilitator is one of the most important pieces of the USH ecosystem. Its potential impact on the TVL within both the Hatom ecosystem and the broader #MultiversX blockchain is immense and the revenue generated by this facilitator through fees will significantly bolster the overall growth of the protocol. To illustrate the potential of Isolated Pools, let’s use the following example: • $50 million worth of $EGLD is deposited into the Isolated Pools, generating a 6% staking APY • $50 million worth of $wTAO is also deposited, earning a 15% staking APY The total staking rewards generated from these assets would be: • $EGLD staking rewards: $50 million × 6% = $3 million annually • $wTAO staking rewards: $50 million × 15% = $7.5 million annually In total, the protocol generates $10.5 million in staking rewards annually. These rewards are then used to buy back HTM tokens from the open market, driving significant buying pressure on the HTM token itself. The purchased HTM tokens are distributed to USH LP stakers in the USH Staking Module, alongside the revenue generated by the Lending Protocol Facilitator. TVL and Yield Impact As we explore the broader impact of USH and the Isolated Pools, it becomes evident how these mechanisms contribute to the overall growth of the Hatom ecosystem, particularly in terms of TVL and potential yield generation. Based on the above numbers, if $50 million worth of $EGLD and $50 million worth of $wTAO are deposited into the Isolated Pools with a 75% collateral factor, we could mint up to $75 million worth of $USH. However, to prioritize safety, we’ll mint only 50% of the maximum, resulting in $37.5 million worth of $USH. In an ideal scenario, but also very unlikely, the $37.5 million $USH would be deposited in the Staking Module to generate rewards. In order for $USH to be deposited in the Staking Module, it is paired with another token (e.g., $USDC or $EGLD) to form Liquidity Pool (LP) position, contributing $75 million to the USH Staking Module. Additionally, the $100 million deposited in the Isolated Pools cycles through Liquid Staking and into the Lending Protocol, contributing a total of $300 million in TVL. Total TVL Breakdown: • $300 million from assets flowing through Isolated Pools ($100m) → Liquid Staking ($100m) → Lending Protocol ($100m) • $75 million from LP positions in the USH Staking Module Total TVL = $375 million As mentioned above, the $100 million deposited in Isolated Pools generates approximately $10.5 million annually in staking rewards (6% APY from $sEGLD and 15% APY from $swTAO). If all minted $USH is deposited into the Staking Module, the $75 million staked would benefit from these rewards, resulting in a 14% APY for USH LP stakers. On top of the protocol’s rewards, liquidity providers earn additional fees from their LP positions on decentralized exchanges, creating the perfect opportunity for all the participants in the USH Staking Module looking for attractive yields. USH Stability: The Peg Mechanism Ensuring the stability of USH is paramount, and to maintain its value close to $1 under all market conditions, we’ve implemented a robust dual peg mechanism. This system consists of two key layers of protection—Soft Peg and Hard Peg—designed to keep USH stable through both market-driven incentives and other mechanisms for scenarios where the Soft Peg mechanism can’t reclaim the peg. 1. Soft Peg Mechanism The Soft Peg Mechanism helps keep USH stable around its $1 value by encouraging market participants to act when USH trades above or below $1. When USH trades below $1 Users can buy USH at a discount, on a DEX, and repay their USH loans on Hatom, as USH is always valued at $1 on the protocol. This action removes $USH from circulation, helping to restore its price. When USH trades above $1 Users can borrow USH from the protocol at $1 and sell it on the open market at the higher price, increasing the circulating supply of USH and pushing its price back down to $1. 2. Hard Peg Mechanism (Redemption Mode) In cases where the Soft Peg alone cannot restore USH to $1 and its price drops significantly below the peg, the Hard Peg Mechanism is triggered through Redemption Mode. This mechanism allows any market participant to step in and help restore the peg by repaying USH loans for other borrowers, seizing their collateral at the full $1 value. It's important to note that Redemption Mode is only activated in the Isolated Pools and does not impact users minting USH through the Lending Protocol. Here’s how Redemption Mode works: When USH trades below $1 and the Redemption Mode is activated, redeemers can buy USH at the lower market price (e.g., $0.95), and use it to repay borrowers' debts at the full $1 value within the protocol. The redeemer receives collateral in the form of liquid staked tokens(such as $sEGLD or $swTAO) equivalent to the USH they repaid at its full $1 value, profiting from the difference between the discounted purchase price and the redemption value. The borrower being redeemed also benefits by receiving a redemption bonus, which allows them to keep a portion of their collateral after part of it is seized after loan was repaid. This system ensures that borrowers are not penalized during redemption, creating a balanced mechanism where both the redeemer and the borrower have something to gain. Redemption Mode differs from Liquidation in several ways: Redemption is triggered by USH falling below $1 and involves repaying borrower accounts to restore the peg. Both the redeemer and the borrower benefit, with the redeemer profiting from the price difference, and the borrower receiving a bonus from their collateral. Liquidation occurs when a borrower’s collateral falls below a certain threshold, making them risky. During liquidation, a portion of the borrower’s loan is repaid, and the collateral is seized, while also incurring a liquidation penalty. Redemption Mode uses a data structure known as a Red-Black Tree to efficiently monitor and rank all borrower positions within the protocol smart contract itself. This structure dynamically tracks borrowers based on their Borrow Limit Used, which is the percentage of collateral they have utilized relative to their borrowing capacity. The system prioritizes borrowers with the highest Borrow Limit Used, meaning those who have borrowed the most relative to their collateral are considered first for redemption. USH Airdrop Regarding the USH Airdrop, we would like to inform you that snapshots will end once USH is deployed on the Public Mainnet. The airdrop will be concluded shortly after, once all liquidity pools are stable and we determine the optimal moment to distribute the rewards to the community. USH Staking Module & Booster V2 The USH Staking Module will play a critical role in maintaining deep liquidity for USH while offering users high-yield opportunities. By staking USH LP tokens, such as USH/USDC and USH/EGLD, users can earn rewards generated by USH facilitators. This approach strengthens USH’s liquidity pools, making them robust enough to handle significant trades without destabilizing its price, thus reinforcing USH’s peg and overall stability. Beyond creating robust liquidity, the USH Staking Module serves as the key utility module within the USH ecosystem, designed to provide users with an opportunity to earn high yields on their USH holdings in a sustainable and organic way. All rewards distributed through the module are generated by various products across the Hatom ecosystem, ensuring long-term sustainability. For users seeking a more stable yield, the USH/USDC LP provides lower risk and steady returns. Those looking to leverage their EGLD holdings can opt for the USH/EGLD LP, which can be staked in the USH Staking Module. A key advantage of staking in the USH Staking Module is that rewards are based on the full value of the LP, not just the USH portion, maximizing your yield potential. As we continue to grow, we’ll be adding more LPs, providing users with even greater flexibility and options for staking their USH in the module. While our current focus is on LP tokens, we’re also exploring the possibility of allowing direct USH staking in the future, expanding the staking opportunities across the ecosystem. The Integration of Booster V2 with the Staking Module Booster V2 will be available for testing with the USH Devnet release, and with its introduction, we’ve strengthened the relationship between the HTM token and USH. Our ecosystem now features two independent boosters: one for the Lending Protocol and one for the USH Staking Module, each operating with the goal of maximizing yields for users. Key Improvements in Booster V2 Booster V2 brings several enhancements that elevate the functionality and user experience: Support for Multiple Token Types: Users will be able to deposit Pool Tokens, Farm Tokens, Dual Farm Tokens, or Staked HTM Tokens (via xExchange). Only the HTM portion will be considered for boosting. Unlimited Staking: The cap on HTM deposits will be removed, allowing users to stake without limits. This will foster a competitive environment where the more HTM you stake, the higher your potential APY. Integrated xExchange Management: Users will be able to manage their xExchange positions directly from the Booster dashboard. This will include creating pools, farming, dual farming, and staking HTM tokens, all from one convenient dashboard. Energy Management Integration: Booster V2 will allow users to manage their xExchange Energy directly from the dashboard, providing an additional way to boost rewards even further. Seamless Migration: Users will be able to migrate HTM between the Lending Protocol Booster and the USH Staking Module Booster without any cooldown periods, making it easier to optimize strategies across both modules. How the Yields Work Booster V2 will introduce a more structured and competitive approach to yield distribution across both the Lending Protocol and the Staking Module. HTM Booster in the Lending Protocol Base APY (First Batch): This is available to all users who stake a specific percentage of HTM relative to their collateral value. Any user can achieve this Base APY by staking the required amount of HTM. Boosted APY (Second Batch): After achieving the base level, users can boost their returns further by staking additional HTM, competing for the second batch of rewards. The more HTM staked beyond the base threshold, the higher the potential yield. USH Staking Module Yields Staking APY: Users who deposit USH-related LP tokens without boosting through the HTM Booster will still receive a Staking APY. This ensures that even passive participants which are not looking to stake their HTM in the Booster can take advantage of the USH Ecosystem to generate yields. Booster APY: Similar to the system in the Lending Protocol, users can stake HTM to unlock a Base APY. Beyond this threshold, any additional HTM staked will increase their APY in a competitive manner, allowing users to maximize their returns based on the amount of HTM they commit to boosting their positions. Rollout Plan for USH USH will be deployed in a phased rollout to ensure smooth implementation: Public Devnet: Open for testing, with incentives for participants to explore and stress-test the platform. Private Mainnet: A limited launch with partners to mint USH, bootstrap USH liquidity and generate initial protocol revenue. Public Mainnet: A full-scale launch, enabling all users to mint, stake, and trade USH. We know DeFi can be complex, which is why we’re committed to providing the tools and resources needed to navigate our ecosystem. With the USH Public Devnet launch, we’ll release updated documentation offering clear guidance on Hatom’s products. Developer documentation is also in the works, and we’re exploring the idea of a Hatom Academy for educational resources. Plus, we’ll soon roll out content focused on USH, helping users fully tap into its potential within Hatom and the MultiversX ecosystem. What’s Next? Hatom Pulse As Hatom grows, our focus remains on pushing DeFi boundaries while expanding across multiple ecosystems. Although this update doesn’t include a full roadmap—that will come later—our priority is clear: expanding Hatom across chains. To stand out in the competitive DeFi landscape, we’re committed to developing standout products. With that in mind, we’re excited to give you an exclusive preview of one of our most innovative products in development: Hatom Pulse. Over-collateralized non-custodial lending protocols, liquid staking, and over-collateralized stablecoins already exist on #Ethereum. What sets us apart is the synergy between these components within a unified ecosystem. By integrating these pillars, we tackle capital inefficiencies, allowing one protocol to enhance strategies that benefit the others, maximizing returns across the board. For example, when USH is minted, it means that EGLD is deposited, liquid-staked, and supplied in the lending protocol—all three protocols working in harmony. Hatom Pulse will elevate this synergy to another level, solving key issues faced by Aave, Compound Labs , and other leading protocols. We believe this innovation will be pivotal as we work to gain market share while expanding cross-chain. Our proof of concept will be deployed and battle-tested on #MultiversX, but the real growth will come when we scale this to markets that are thousands of times larger. This will be a turning point for Hatom. So, what is Hatom Pulse? On Hatom, like on Aave and other leading lending protocols, the largest assets used as collateral are often not borrowed, leading to substantial revenue loss for the protocol. This also results in very low income on the supply side, as borrowing fees depend on utilization rates, which only increase when borrowing activity rises. Generally, lending protocols are used to provide assets for borrowing stablecoins or for leveraging liquid staking strategies. This inefficiency locks up billions of dollars in dormant assets, and users earn very low supply rates on their collateral, which doesn’t help offset their loan interest. Hatom Pulse is designed to address these inefficiencies by leveraging the synergy between our existing products. It creates sophisticated vaults that activate dormant assets, unlocking advanced yield opportunities through a delta-neutral strategy. By utilizing assets like $EGLD, $sEGLD, $wTAO, and $swTAO, Hatom Pulse enables users to engage in delta-neutral strategies, where we long and short these assets on (CEXs), earning funding rates and staking rewards while keeping their assets intact. (The exact strategy, along with all the details, will be shared once USH is fully established). Initially, these vaults will operate on CEXs, where liquidity is highest, and will be managed through custodians like Copper.co to mitigate counterparty risks. Later, we plan to extend this to DEXs where all operations will be governed by smart contracts, ensuring full decentralization. serves as a strong proof of concept for us in this regard. However, our strategy will differ, as our focus will be on protecting the unit value, rather than the dollar value. Although Hatom Pulse is still in its research phase, early estimates suggest that this product alone could generate over 18% annual returns on $EGLD and more than 35% on $wTAO, with what we believe to be minimal risk. It’s important to note that these figures reflect current metrics based on internal calculations and may slightly differ upon product launch. But imagine reaching this on #Ethereum, while allowing users to borrow using their assets—this could be a disruptive protocol. We believe Hatom Pulse has the potential to become a cornerstone product as we transition into an omni-chain future. In a competitive DeFi landscape, it could give us a significant edge by offering something truly groundbreaking, capable of competing with well-established protocols across various chains. This strategy represents immense untapped potential. Hatom Pulse is being developed for risk-averse users who seek higher returns without excessive risk. By addressing inefficiencies in current DeFi strategies, we aim to offer a secure, robust option for yield generation that could rival established protocols. It's been an intense year for our team, and we sincerely thank the community for their patience, trust, and unwavering support as we've worked hard to build and deliver these groundbreaking products. As Hatom's omni-chain expansion nears, we remain focused on improving our existing products and researching new innovations to stay ahead in this competitive market. Our goal is to build a comprehensive DeFi ecosystem, accessible across all blockchains. With USH approaching its Mainnet release, we're proud of how our products have reshaped the DeFi landscape on MultiversX. By filling key gaps in the on-chain economy, we've created opportunities for users to generate yield, unlock the potential of decentralized finance, and provide strong utility for EGLD. In just over a year, we’ve built a strong ecosystem, but this is only the beginning. We’re ready to go even further, developing better products and unlocking new opportunities for our users. We’ll share more about our expansion plans in a dedicated post, staying focused on what matters most. Rest assured, what’s coming will be truly impressive for Hatom and our growing community!

Hatom Labs

182,902 次观看 • 1 年前