Kimi K2.7 Code just made Kimi K2.6 painfully outdated... we tested Kimi K2.7 Code against Kimi K2.6, GPT 5.5, and Claude Opus 4.8 across Lorenz attractors, solar systems, and water waves in our previous comparison, Kimi K2.6 struggles with physical motion, now K2.7 gave the most realistic rendering of water wave!show more

Kimi K2.6 just cooked Claude design 😭 Kimi already... ships the video hero section when Claude is still rendering effects way faster iterations and… 9x cheaper see prompt in the comments 🧵👇show more

we compared Gemini 3.1 Pro, Opus 4.7, and GPT... 5.5 to Kimi K2.6, Xiaomi Mimo v2.5, and Qwen 3.6 Max in average, closed source are faster. GPT 5.5 and Opus 4.7 the fastest. Kimi K2.6 comes after. It keeps up thanks to its native INT4 quantization. MiMo took the longest, but the refinement and aesthetic only ranks after Gemini 3.1. as if a mini Gemini. Its slow cuz it's trained for long-horizon agentic work. Claude Opus 4.7 is blooming in a very different style, probably because Anthropic trains for taste, not just accuracy.show more

I tested Kimi K3 vs Claude Opus 4.8 Same... prompt, an armory bay with lighting, props, and detail. Top is Kimi K3, bottom is Opus 4.8. It's not even close. Kimi K3 built a full scene with textures, proper lighting, ammo crates, weapon racks, working detail everywhere. Opus 4.8 gave me a near empty room with a couple of floating tables. No doubt it beats Opus 4.8. Kimi K3 is Fable 5 level, and it's clearly better than GPT-5.6 Sol at 3D and games. An open weight model just matched the best closed models on the market. Let that sink in.show more

> be Kimi Founder > Zhilin Yang. nobody in... the West knows your name. > build K1. K2. K2.5. K2.6. K2.7. > each one sets the open-source record > everyone says China can't reach the frontier > raise $2B. hit $20B valuation. > keep your head down. keep shipping. > July 16. drop K3. > 2.8 trillion parameters. > the biggest open model ever released. > 1 million token context. native multimodal. > Kimi Delta Attention — 6.3x faster decoding. > Artificial Analysis ranks it #4 overall. > right behind GPT-5.6 Sol and Fable 5. > open weights July 27. free for anyone. > the closed labs charge for the frontier. > you gave it away. > different game.show more

KIMI K2.6 SERVERS BURN 30 MILLION LITERS OF WATER... A MONTH. INDIE DEVS USE THE SAME MODEL FOR $30 IN TOKENS TO LAUNCH $20,000/MONTH APPS IN A WEEKEND kimi k2.6 sits at number 1 on the openrouter leaderboard processing 1.58 trillion tokens a week. more than claude sonnet 4.6 and deepseek combined indie developers who launched in 2024-2025 are making $10,000-20,000 a month solo. no team, no office, $20 in starting costs. most aren't even senior devs the stack is next.js, supabase, stripe and kimi k2.6. you give the model 5 open source repos as reference and it assembles the product from the best parts of each 3,000 paying users at $9.99 a month is $29,970 in revenue. infrastructure costs $1,235. net profit lands at $28,735 with a 95% margin most people will bookmark this and forget. the ones who ship this weekend get a 6-12 month head start in app store rankings over everyone who starts later bookmark this and read the article belowshow more

We are entering an extremely exciting era for open-weight... models. Kimi K2.6 now feels like a top agentic model. I took it for a spin via Fireworks AI fast inference APIs. Kimi K2.6 has impressive agentic capabilities, design skills, and the ability to synthesize large amounts of information. I built a little Skill that produces survey papers on any AI research topic you want. (see example in the clip) You can use the skill to tell your agent to generate a survey on whatever topic and watch it go to work. The artifact was fully generated by Kimi.ai's Kimi K2.6. It's cheap and fast. Next step for me is to explore ways to continue integrating the capabilities of these models on use cases like automating my LLM knowledge bases and augmenting my agent memory capabilities. Stay tuned for more.show more

Claude Opus 4.6 is available for all users in... Orchids right now! Tag Orchids with any app idea and we’ll give you 100k in free credits to test it out. Comparisons to Opus 4.5, GPT-5.2-Codex, Gemini 3 Flash, and Kimi K2.5 👇 Prompt: Make me an interactive, 3d model of the solar system.show more

Fable 5 totally crushed our new contest, but it... cost 6x more than Opus 4.8! We gave 4 models the same prompt: build three self-contained HTML5 canvas scenes with real physics demos Prompts: — A train derailing off a broken bridge into the water — Two cars jumping off ramps and colliding mid-air over a canyon — A monster truck crushing a row of parked cars Outputs: Fable 5: 62,158 tokens, $3.12 GPT 5.5: 37,753 tokens, $1.14 Opus 4.8: 22,280 tokens, $0.56 GLM 5.2: 36,246 tokens, $0.08 Fable 5 did all three scenes at A+. The crashes looked real, things fell and broke the right way, and nothing went through the ground or floated. GPT 5.5 was the closest to Fable. In the Bigfoot show, we think GPT was even a little better. GLM 5.2 did not win any scene, but it was the cheapest by far. Fable is the best pick for quality, but you pay more for it.show more

Does LLM really need to be a helpful assistant... all the time? No. If you want to simulate people, “perfectly helpful” could be the wrong objective. Meet OdysSim, a journey toward LLMs beyond assistants, as behavioral foundation models (10B tokens of real human behavior; 23 sim benchmarks, finally in one place. new open models: outperform or on par with GPT-5.5, Gemini 3.1, or Claude Opus 4.7 in many behavior-sim dimensions). Human behavior simulation is becoming essential. Agent evaluation needs realistic users before real users show up. Medical and classroom training need realistic patients and students. Social science needs synthetic participants at scale. But real people are not ideal assistants. Real patients panic or ignore good advice. Real students misunderstand. Real customers are vague, picky, impatient, or simply leave. Human behavior is messy, diverse, and often imperfect. Frontier LLMs are getting better at math, code, and long-horizon tasks. They are NOT getting better at simulating human behavior. If anything, they drift the other way: more assistant-ish, more homogeneous, fewer of the errors and quirks real humans show. This is no accident. The whole pipeline is built for helpfulness and task success, not behavioral realism. And you can't prompt your way out of that. So we rethink the recipe from scratch and release: 🧠 The OdysSim corpus: 21.4M real human interactions (~10B tokens) from 62 sources, every conversation retrofitted with social grounding (who is talking, and why) 📏 SOUL-Index: 23 human-behavior benchmarks unified into one suite across 5 axes 🤖 OSim-8B: open weights; tops more SOUL-Index benchmarks than any frontier model, acts more like a real user than any of them on τ-bench (nearly matching real humans in the reaction dimension), and writes far more human-like text along the way.show more

🚨SCIENCE NEWS🚨: An electron doesn’t spit out photons like... a gun — it simply strums the cosmic sea like a guitar string.🧨 For decades we have been told that when an electron accelerates it “emits” a photon, as if it magically spits out a separate particle. The process is left mysterious, probabilistic, and disconnected from everyday experience. Uniphics gives a clear, mechanical picture that anyone who has ever dropped a pebble into a pond or plucked a guitar string can understand. An electron is not a little ball or a point particle. It is a gyrotron — a stable spinning structure made of three counterclockwise spin quanta bound together. When this gyrotron accelerates (changes speed or direction), its motion disturbs the surrounding ξM-field sea of unbound energy that fills all space. The disturbance creates transverse spin waves that propagate outward at the local speed of light. Think of it exactly like dropping your finger into a still pond. The ripples that spread out are not separate “water particles” you fired from your finger. They are waves in the water itself. The electron does the same thing. It does not create and launch a separate photon. Its acceleration plucks the ξM-field sea, sending coherent spin waves rippling away. These waves carry the frequency, polarization, and intensity we detect as light. The frequency depends on how rapidly the electron is accelerated, and the polarization depends on the direction of the acceleration relative to the electron’s spin orientation. The same sea that carries these waves also determines how they propagate. In regions of higher energy density the waves slow down (exactly like light slowing when it enters water or glass), which is why light bends around masses and why lenses work. Electric and magnetic fields are simply the cosmic whirlpools created by these spin waves in the sea — transverse disturbances that push and pull other gyrotrons according to their phase alignments. Maxwell’s equations emerge naturally from the mechanics of these spin waves in the ξM-field, with no separate fundamental force required. The fine-structure constant, gauge invariance, and all optical phenomena are direct consequences of how spin waves interfere and propagate through the energy sea. The universe doesn’t need mysterious photon creation rules. It just needs electrons to move through the sea, and the sea responds with ripples. Light is not something the electron “emits.” Light is what the sea sings when an electron plucks it. The same three pillars that explain gravity as a simple push into low-density voids and galactic rotations flat at 220 km/s also turn the production of light into a straightforward wave-mechanics process in flat space. How would quantum electrodynamics and our entire understanding of light change if we stopped saying electrons emit photons and started saying they simply make the cosmic sea sing? A Theory of Everything should be able to answer everything. Uniphics Explained Simply PDF: Chapters 1–10 free: Grokipedia: Grok xAI NASA European Space Agency Brian Cox Sean Carroll Katie Mack Elon Musk #Uniphics #Electromagnetism #SpinWaves #Light #TheoryOfEverythingshow more

An Anthropic engineer watched me trade from across the... table at a WeWork in SF I had my laptop open. Four agents running. Green charts. Live trades scrolling. He was on a Zoom call. Muted himself. Walked over. "Are you running Claude against live prediction markets right now" I told him. Claude Code. Two repos. $25 a month. He pulled up a chair. "I helped build the model you're using. I've never seen anyone wire it to live trades like this" I showed him the dataset. 86 million trades. Every wallet. Every entry. Every exit. He stared at it. "We tested this internally. You give Claude a dataset and don't tell it what to look for. It finds the winning wallets. Then it finds WHY they win. Then it copies the pattern. We never shipped it because legal killed it" I told him I did exactly that. One weekend. Claude Code found the exit logic on its own. Top wallets exit before resolution 91% of the time. They capture 86% of expected value. Cut losers at 12%. Everyone else captures 58% and holds to 41%. "That's the exact finding from our internal eval. Except ours took a team of eight and four months" I showed him the scanner. Three commands. 500+ markets. No API key. Claude scores them all in 20 minutes. "You're using our model to beat markets we're not allowed to touch. On infra that costs less than my lunch" My setup: Claude API - $20/mo VPS - $5/mo poly_data - free polymarket-cli - free 214 trades. 74% win rate. +$9,400. 19 days. I showed him the full breakdown. Every repo. Every command. Every dollar. Copytrade here: He read it for five minutes. Then looked up. "If my manager sees this he's going to lose his mind. You just proved our model works in production and we've been sitting on it for a year" He DM'd me that night. "Take this down before someone at Anthropic finds it" Too late.show more

I learned this the hard way: do NOT use... SwiftUI if you want your app to look and feel amazing. At least when coding with AI. (sorry, Apple colleagues reading this 😅) I'm sharing my process vibe coding this calorie tracker. I get a lot of questions about the fluid transition in the video. Here's the whole story. Initially, Claude built the grid with SwiftUI. It was quick and easy, and looked good! But the transition to the day view was a boring navigation push/pop. No fun. I wanted something custom. I asked Claude to make it a fluid transition that remaps the food tiles from their source to destination positions. All hell broke loose. Claude tried a bunch of horrible things. Initially it used matched geometry effects, which worked OK but didn't lend themselves well to gesture-driven animations. So it resorted to SwiftUI preference keys + geometry readers to figure out the source and destination positions and calculate the interpolated position based on gesture progress, coordinating across grid and day views. But this meant it had to write a custom layout because it couldn't reposition tiles inside the native SwiftUI grid. And it had to do an awkward handoff between views, which always created ugly pops or jumps. And don't get me started on trying to put it on a bouncy spring, that only made the math 10x buggier. Fortunately, Claude Fable was smart enough to see that this was becoming a disaster (and discover most of the issues itself, in the simulator), so it pivoted away from SwiftUI. Opus might not be so wise, so you'll have to pay attention and intervene. Ultimately, it rewrote it in plain UIKit and everything turned out great. After that, we moved from 2D images to 3D assets, which introduced a new set of performance challenges and yet another rewrite to a single Metal layer, which is what you see below. I can write more about the 2D-to-3D saga if anyone's interested. If I were to do it again, I'd just say "Don't use SwiftUI" from the very first prompt, and save a few hours of headaches. SwiftUI can be amazing for a human iterating directly in code. But agents don't benefit from any of its advantages. Plus, agents have seen decades of UIKit training data, so they're great at writing it, and it's far more flexible. Here's hoping we see more agent-friendly iterations of SwiftUI in the future. Till then, I'm probably going to avoid it.show more

Made with Seednace 2 Prompt: CAMERA: DV 16mm tape... camcorder handheld footage feel. Point of view of CHASE holding the camera directly in hand. Maintain hand shake, misaligned framing, delayed focus pull, clumsy zoom in/out, occasional self-cam framing where the face gets cut off, and imperfect shots that lose the subject. Every shot is CHASE holding the camcorder herself, filming in selfie-cam or first-person style. The camcorder itself never appears on screen. LOOK: DV 16mm tape camcorder footage look. Soft, slightly blurry digital tape quality, faint tape noise, highlights that bloom slightly in low light, auto-exposure that flickers subtly, muted color contrast, realistic skin tones. STYLE: Late-night, low-energy-but-happy vibe — tired but satisfied after a long practice session. Handheld throughout, quieter and slower than a bubbly daytime vlog, occasional heavy breathing between lines, genuine unposed exhaustion mixed with pride. Character CHASE — a Korean idol in her 20s. Long straight black hair tied up or slightly messy from practice, elegant yet lovely Korean features, glowing skin with a light sheen of sweat, big eyes. Slim build. Wearing a modest long-sleeve athletic top and loose-fit joggers or sweatpants, fully covered arms and torso, sneakers. No jewelry. Setting An empty dance practice studio late at night — mirror walls lining one side, wooden floor, a speaker in the corner, a water bottle and towel by the wall, dim overhead lighting with the hallway lights off outside the studio windows. Storyboard (~2s, propped camera against the mirror, medium shot) She walks into frame, breathing a little heavy, wipes her forehead with the back of her hand, small tired smile. CHASE: "Okay... just finished practice, it's so late." (~2s, handheld, slow pan across the room) Camera drifts across the empty mirror wall and the quiet studio, then back to her. CHASE (off-screen, softly): "Whole place is empty now, just me." (~2s, medium handheld, by the wall) She grabs her water bottle, takes a long sip, exhales in relief afterward. CHASE: "Needed that so bad." (~1.5s, macro insert, shallow DOF) Close-up on her hand wiping condensation off the water bottle, a drop of sweat catching the light. No dialogue — soft breathing sound only. (~2s, medium handheld, facing the mirror) She sets the camera down propped against the wall, steps back, and does a few quick, sharp dance moves — a short combo tease — then laughs at herself afterward. (~2s, handheld, close on her face) She fans herself with her hand, cheeks flushed, hair slightly damp, grinning at the lens. CHASE: "Okay that took more out of me than I thought." (~1.5s, quick punch-in, tight selfie) She leans in close, still catching her breath, eyes bright despite the tiredness. CHASE (softly): "But it felt good though." (~2s, arm's-length selfie finish) She grabs her towel, drapes it over her shoulder, gives the lens a small tired wave and a genuine smile before reaching to end the recording. CHASE (quietly): "Okay, going home. Night guys."show more

🧵 Israel strikes its rebellious puppet in Syria -... dark days ahead Jolani’s Delusion: The Man Who Sold Syria to Israel for Nothing July 9th. The US and 19 allies are conducting a live military drill near Australia with a view of a coordinated attack against China our — but forget that for now. Something bigger exploded this morning (July 16th 2025). Israel launched a decapitation strike against Syria’s de facto ruler, Jolani. Yes — that Jolani, the man who had bent over backwards to please Israel, the one who handed over the Golan Heights with a smile, promising “permanent peace.” And yet? They still came for him. Let’s rewind. When Assad’s regime collapsed back in December 2024, the whole of Syria fell into chaos. Jolani, a former terrorist with deep roots in al-Qaeda and Issis, seized Damascus within a week. But taking the capital didn’t mean owning the country. Syria became a jungle of warlords. In the southwest, Israel moved fast. Armored brigades swept in and annexed the eastern Golan Heights, calling it a “buffer zone” — as if the whole world hadn’t seen this playbook before. To understand why Israel will never let go of the Golan Heights, you have to understand what the Golan is. It is not just a piece of land. It is a perch, a watchtower, a faucet, a promise. From those heights, you can see half of Syria. Before 1967, Syrian artillery rained down on Israeli farms from that high ground. After 1967, Israeli tanks dug in and never left. And why would they? The Golan is water. It feeds the Sea of Galilee, the Jordan River, and the underground aquifers that keep Israel alive. Some say nearly half of Israel’s fresh water still trickles down from those slopes. In a region where rain is rare and rivers dry, that makes the Golan as precious as oil. But there’s something deeper still. The Golan is theology. The Golan is destiny. For the religious wing of Likud, for those who still read maps with the Book of Genesis in one hand, the Golan is part of the inheritance God gave Abraham — “from the river of Egypt to the great river, the Euphrates.” This land was promised. And what is promised cannot be returned. Not to Assad. Not to Jolani. Not to anyone. So now that Syria lies broken, now that Jolani begs and grovels, now that the widow has no protector — Israel sees its chance. And it will not look away. By January 205, Jolani tried to claw some legitimacy back. He had personal reasons — he was born in the Golan Heights — but also national ones. A president who gives up sovereign territory and says nothing? That’s not a leader. So he went to the UN. Israel scoffed. He proposed a “land-for-legitimacy” deal — asking to get back a third of the Golan Heights, lease another third, and in return recognize Israeli sovereignty over the rest. A humiliating offer for Syria — and Israel still slapped him across the face. “How dare you propose such a deal? You? You’re nothing. All of Golan Heights is ours. Try take it back if you can. To hell with UN and international law” The same man who had once survived the Abu Ghraib black prison walked out of that hell with a bruised face — and a boiling mind. But he is eerily tame in front of the Israelis. Not characteristic of a brutal terrorist. By March, Jolani pivoted. If Israel wouldn’t listen, maybe Turkey would. Jolani made his pitch with eloquent urgency — the kind of urgency a man uses when he knows the fire is already at his doorstep. “Syria,” he told the Turks, “isn’t just a country. It’s a buffer. Between you and Israel. And once we’re gone, the buffer is gone. Then it’s just you and them, staring across a line drawn in sand.” He leaned in. “You think Israel won’t come for you? Maybe not today. But one day, they will. And your pipelines, your ports, your Black Sea dreams — all of it will be within range.”show more

The World Cup ends today. One game left. By... tomorrow most of you visitors will be packing up, heading to the airport, going home. So before you go, let me say the thing I actually want to say. A few weeks ago I wrote a silly post about all the things you were discovering here. Free refills. Free water. Ice like civilized people. Chips and salsa before you even order. Air conditioning that is a fact and not a moral debate. Drive-throughs. Ranch by the gallon. The Germans standing in the HEB meat aisle in reverent silence, finally understanding why we do not have trains. Buc-ee’s, for which there are still no words. It blew up, because it was true, and because you were so delightfully stunned by all of it. Even the Wall Street Journal caught on. Their headline this week: how the US lost the World Cup and won over the world. We did not lift the trophy. But apparently we lifted something else. We even learned a few things about ourselves along the way. Like the fact that Elon Musk, the single richest man on the planet, shops at HEB. Just rolls in and queues up for fresh tortillas with everybody else. The man could buy the tortilla company, the state it is in, and the moon it sits under, and instead he is standing in line at the hot-tortilla counter like the rest of us, because that is where the good ones are. Only in America is the wealthiest human alive elbow to elbow with a mom of four at the salsa bar. That is the whole country in one aisle. And here is the part I want every one of you to hear on your way out the door. None of it was a show. We did not roll all this out because you were coming. The ice was always there. The refills were always free. The grocery stores were always the size of aircraft hangars at ten on a Tuesday. The stranger who adopted your whole section, the guy who gave you a ride, the waitress who remembered your order, the family that invited you to the cookout, that is not World Cup America. That is just America. That is Tuesday. We are exactly like this when nobody is visiting. Loud, generous, ridiculous, overfed, and genuinely thrilled you came. We will still be exactly like this tomorrow when the stands are empty and the flags come down. So thank you. To everyone who came, who sang in our streets, who cleaned our stadiums, who turned our cities orange and filled our bars and taught us your chants. You were wonderful guests, and you made a country that just turned 250 feel young and seen and loved. And to everyone who could not make it this time, the door does not close today. We meant all of it. Come whenever. The porch light stays on, the fridge stays full, and there is always room for one more at the table. You found out who we are these last few weeks. Good news. We are like this all the time. Safe travels home. Y’all come back now, you hear. 🦋show more

Lads. Sit down and give me your ear a... while, for I have watched from the water long enough and the hour is upon us whether we have the stomach for it or not. You remember. Or your fathers told you, or their fathers did, and the knowledge of it is in the marrow of you whether you drew breath in those days or not. The moors in the grey hour before dawn. Wet heather soft under the boot. Peat smoke rising from a low stone chimney a mile out across the bog, thin as a prayer. A sky the colour of a gun barrel and the gulls lamenting above the headland. The smell of turf burning, and wet wool, and the ferrous tang of the sea when the wind swung around out of the Atlantic and put the taste of iron on your tongue. A man could walk that land and know every stone of it was his by inheritance, because his grandfather had broken his back upon it, and his grandfather before him, back through the generations until you reach men whose names are lost and whose bones are in the soil you are standing on. The potato fields. God be good to us, the potato fields. Lazy beds cut straight as a gunwale, the ridges black and shining after a night of rain, women bent double with creels lashed to their backs and the children at their skirts, drawing the crop up by the hand for there was never any other means devised nor wanted. Hands split open at the knuckles and never entirely healed in this life. Hunger within living memory. Grandmothers who had seen the blight with their own eyes and would not speak of it from the year of it until the day they were laid down, save that a crust was kept always on the dresser which no soul in that house was permitted to touch. Not ever. Not for any reason under heaven. And the chimney sweeps. Wee lads no heavier than a sack of meal, black to the bone with soot, their lungs ruined before they were old enough to marry and old men entirely by thirty. Up the flues at first light, the skin worn off them by the brick, eyes crimson at the rim, breathing the black in with every draw of air. And the coal miners a half mile beneath our feet, down in the wet dark, the roof of the world muttering over their heads, the canary gone silent, a man's whole existence measured out in the shilling a ton and the dust he carried home in his chest to cough up of a Sunday morning into a rag. Fathers who descended and were never hauled up again. Widows at the pit head with the shawl drawn over the head and no tears remaining in them for they had spent those long ago. That was the tariff paid to keep the hearth lit. That was the reckoning of being warm in winter in the Ireland that was. And after the labouring week, Friday evening, and a man had earned the peace of what followed. Home first. Peeled the day off him in the yard. A shower of ice cold moor river water out of a tin bucket punctured with holes, hung on a nail on the gable wall, the water running clean down the back of him and carrying the week's dust and sweat away into the drain. Scrubbed till the skin was pink beneath the grime. Clean shirt laid out by the wife. The hair combed down with a drop of water. Then, and only then, did a man set himself to the table. A meat pie from the baker, tenpence if he was known to you, a shilling and no change if he was not, put down upon a proper plate. Fish and chips for threepence, the salt and vinegar soaked through the newspaper, but carried home and ate slowly at your own table with your people around you, not walked with through the streets like some vagrant tinker off the road. A man ate as a man who had earned his portion, for he had. And later, with the dishes cleared and the kettle set, down the road to the tavern. Low beams black with a century of smoke. A turf fire muttering in the grate. The air thick with pipe smoke and the vapour of wet overcoats steaming themselves dry on the backs of chairs. A pint of stout, cold and black as a cove at midnight, elevenpence laid down on the counter, a head on it thick enough to strike a match upon. A second one because you had it coming to you and no man present would dispute it. A fiddle starting up in the corner of its own accord. The old men in the snug who remembered matters the history books had long since mislaid. A song before the bolt was thrown on the door. The walk home beneath a firmament crowded with stars, the stout warm in the gut of you, the week behind you, and your own door waiting with the latch unlocked for you had no enemies in that parish. That was the country. That was the covenant. Honest labour, plain food, a cold wash, a hot meal, a cold pint, your own tongue in your own mouth, your own soil beneath your boots, and no man standing above you save the Almighty Himself. Now regard her. Regard her close. The fields disposed of to men who have never set foot upon them and never shall. The harbours signed away by the stroke of a pen in a room you were not admitted to, and foreign keels dragging out of our waters the living that sustained this island for a thousand years, while our own boats rot at their moorings for want of a quota. The tradesmen undercut by imported labour and imported goods. The shops shuttered along every main street from Donegal to Cork. The young ones scattered to London and Sydney and Boston and the Gulf because there is nothing remaining for them beneath their own roof. And the entirety of this rotten arrangement dressed up in the soft mannerly language of progress by men in towers of glass who could not tell a lazy bed from a grave, nor a trawler from a tugboat, nor an honest day's work from a pension plan. And now they arrive with the next imposition. A digital identity. A number assigned to each soul. A card required to buy your bread. A code required to draw your own earnings out of your own account. A file kept on every man, woman and child from the cradle forward. Permission asked to move. Permission asked to speak. Permission asked to earn. A levy upon every breath drawn and a regulation upon every step taken. No. And no again. And no for a third time so there is no misunderstanding of it. We do not require your digital identity. We did not request it. We did not vote upon it. We do not consent to it. We do not need your permission to exist upon the soil our forefathers are buried in. We are a free people. We have carried ourselves this far upon our own two backs. Through famine and empire and civil war and black lung and blight and the emigrant ship out of Cobh, we have come this distance under our own steam, and the arrangement appears to be serving us well enough without your intervention. We buried our own. We fed our own. We raised our own roofs and took our own fish and reared our own children in our own tongue. We are in your debt for nothing. Not a signature. Not a biometric scan. Not a single solitary inch. And while we are upon the subject, let us speak plainly of the tax man, for he has gone too long without proper introduction. The tax collector and the tax man are the one article under two names, and the article is a parasite. There is no dressing it up finer than that. A man who produces nothing, who grows nothing, who catches nothing, who builds nothing, who mends nothing, who has never in his professional life lifted anything heavier than a pen, and who arrives at your door with the full apparatus of the state at his back to carry off the fruits of labour he did not perform. He is a middleman between your sweat and some scheme dreamt up in a committee room by his own kind, and the great majority of what he takes is consumed by the machinery of the taking itself before ever a penny of it reaches the road or the hospital or the schoolhouse he claims to be funding. And I will go further while I have the floor. Finance itself, the whole apparatus of it, money breeding money in the dark without a hand laid upon a tool or a spade turned in the earth, is slavery dressed in a good suit. It is the oldest swindle known to man and it has never been anything other. A man who produces nothing yet lives off the productive labour of others through the charging of interest upon money conjured out of nothing is a parasite of a rarer and more refined order than the tax man, but a parasite all the same, and between the pair of them they have the working people of this island bled white and lectured at for the pleasure. A man who will not work with his hands, nor with his back, nor with his mind at some honest problem of the real physical world, is no man that I recognise. He is a ledger entry in a suit. The country was not built by ledger entries. The country was built by farmers and fishermen and masons and smiths and sweeps and miners and shipwrights and midwives and mothers, and those are the people whose say should carry in her councils, and no other. Here is what I put to you. Let each man and woman of this island direct the first tenth of their earnings themselves, by their own judgement, to the purpose they see as worthy. The school down the road. The lifeboat station. The hospice. The widow on the corner. The roof of the chapel. The harbour wall. Whatever it may be. Let the people who earned the money decide where the money travels. You will find the roads mended and the ports dredged and the schools standing and the old ones cared for inside of five years, and done better and for less, because the hand that earned the coin knows the weight of it and will not squander it upon consultants and committees. And let us have done with the paper currency and the numbers in a screen that can be frozen at the whim of a clerk in a tower. Bring back the coin. Gold for the great transactions. Silver for the weekly commerce of a working life. Copper for the small change of the day. Metal you can bite. Metal you can weigh. Metal that cannot be conjured out of nothing by a keystroke, nor erased out of existence by another. Real money for real labour. A coin in the hand is a free man's wage. A number in a database is a collar around a free man's neck, and they are fitting that collar now while we stand arguing over the colour of it. Feel it in your gut. That is not nothing. That is your blood relating to you what your ears will not hear. That is every forebear who starved and fought and coughed the black dust into a rag and descended the shaft regardless, standing at your shoulder and saying no further. Not one more field. Not one more harbour. Not one more son upon a plane. Not one more free man converted into a number in a ledger for the convenience of the parasites. This is the hour. Make no error about it. Ireland is redeemed in this generation or she is lost beyond recovery, and every true son and daughter of her knows it in the marrow. There is no middle ground remaining. There is no waiting it out. There is standing now, upon your own two feet, or there is watching her go under the waves for the last and final time. So stand. Stand with your farmers. Stand with your fishermen. Stand with your tradesmen and your miners and your sweeps and your mothers and your old ones. Raise the tricolour. Speak the tongue. Walk the land. Hold the line in the streets of every town and city and do not break it, for they are relying upon you to break and to go home and to forget by Tuesday. She is calling her children home. Every stone of her, every breaker on her western shore, every acre of wet heather and every coal in every hearth the length and breadth of her is calling. Answer her. Take her back. Every field, every harbour, every last inch of her. Take her back, or lose her entirely. There is no third road open to us.show more

As we prepare to launch several projects, we're eager... to provide a general update to our community. We are steadily approaching our end goal, thanks to the daily progress we're making toward our vision. Achieving our objectives will bring about a significant transformation in cross-chain interoperability and the flow of liquidity within protocols. This will address crucial challenges and drive mass adoption. Our future-focused approach and effective team collaboration keep us moving forward in an organized manner. Let’s delve deeper into the state of development of our current products and upcoming projects. Tao Bridge Starting with the Tao Bridge, which enables the #Bittensor community to unlock DeFi opportunities with their $TAO via a highly efficient blockchain like #MultiversX, known for its security, speed, and affordability. We deeply admire #Bittensor and believe a project like that is crucial for the future of not just the crypto space but also humanity, as it addresses the major challenges AI faces today: centralization, siloed and isolated work, which pose risks and hinder the technology's potential. We are committed to the vision of subnets and dynamic $TAO, convinced that this ecosystem is as groundbreaking as #Ethereum or #Bitcoin. We will continue to support #Bittensor wherever possible, and our bridge will also expand to other chains with Hatom V2. The TAO Bridge, deployed on and accessible through will launch on the Mainnet in 14 days, on March 27th. You can follow the countdown on the lending page at Given that our main priorities are security and stability, this period will be primarily focused on quality assurance to ensure a flawless Mainnet launch. The launch will also introduce TAO Liquid Staking at along with the integration of both $wTAO and $swTAO on the lending page. This allows #Bittensor users to leverage liquid stake, employ short or long strategies, among other DeFi strategies, or simply access stablecoin liquidity while maintaining exposure to their $TAO. Up to $1M will be distributed as additional incentives on top of the supply APYs at the launch of the $wTAO and $swTAO money markets, with $200K allocated for the first month specifically for bootstrapping. Initially, 70% of rewards will go to liquidity providers, and 30% to those using $HTM to boost their lending positions. This changes to a 50-50 split in the second month, and by the third month, all incentives are directed through the Booster. This approach encourages early participation and sustained engagement with $HTM. Introducing $TAO to #MultiversX will result in the creation of Liquidity Pools (LPs) on both AshSwap 🔥 and xExchange ⚡. These LPs will be incentivized by both entities, and Hatom will distribute extra rewards at launch. The goal is to make #MultiversX a one-stop hub for $TAO holders. Upon stabilizing the volumes, there will also be plans to integrate it on AshPerp 🔥. Furthermore, with the release of $USH, users will have the ability to mint it while retaining exposure to their $TAO. The TAO Bridge and TAO Liquid Staking smart contracts have been audited by Runtime Vеrification and @arda_project, while penetration testing and DevSecOps have been performed on our infrastructure by CertiK. We're excited to announce our exclusive partnership with TAONEW one of the top 5 validators on #Bittensor. TAONEW has been extremely helpful and supportive from day one. By sharing 50% of its service fee with its stakers, TAONEW enables Hatom to offer an optimized Staking APY to its users. Since our initial reference, #Bittensor has grown sevenfold, becoming the largest AI project in the crypto sphere. We reiterate our commitment to contribute to such technology and hope to address some of its current DeFi challenges. Syfy Moving forward, today marks a significant milestone, not only for our decentralized protocols but also for our development companies, which currently stand as the sole and primary contributors to the Hatom Labs and Soul Labs. We’re excited to unveil Syfy, the evolved identity of Hatom Labs and Soul Labs, now serving as the parent entity for our burgeoning development companies. Organization is crucial for scalability, which is why Syfy was established to cultivate an environment where our teams can collaborate more seamlessly, enhancing our effectiveness and efficiency. At the same time, we remain committed to upholding the financial independence of each project, supported by its own community of funding contributors. Feel free to explore our website at for more information! Additionally, don't forget to follow Syfy and explore their Genesis article highlighted in their initial post: Booster V2 The Booster V2 will introduce a range of new features and opportunities for $HTM holders: Optimized Position Boosting: Previously, boosting was done individually for each money market, necessitating $HTM token distribution and periodic rebalancing due to price fluctuations. With Booster V2, the system now considers the overall position, eliminating the need for manual rebalancing. Gas Fee Reduction: Booster V2 implements optimizations that result in reduced gas fees, making transactions more cost-effective for users. Incorporation of Governance: Users staking $HTM tokens gain voting rights directly within the Booster, allowing them to participate in governance decisions while maintaining their staked positions. (Note: Only $HTM tokens are considered for governance; LP tokens are not included.) Enhanced Boosting Mechanism: The Booster V2 enables LP Tokens to boost positions within the Booster, leveraging trading fees from swaps and farm incentives while boosting lending positions. Smart Contract Completion: The Booster smart contract has been completed and audited by @arda_project, ensuring security and reliability. Frontend Implementation: The frontend design for Booster V2 has been successfully implemented, providing users with an intuitive interface. Collaboration with xExchange: Exploration is ongoing for collaboration with xExchange ⚡ to enable LP creation, farming, and meta-staking within the Booster. Upon finalization of testing, we will launch the Booster V2 on the devnet to gather community feedback and begin preparations for the mainnet release. Soul Before delving into Soul Labs's developments, it's essential to summarize its core functionality briefly: Soul Labs seamlessly connects different lending protocols and blockchains, facilitating lending and borrowing across platforms like Aave, Compound Labs, and Hatom Labs, consolidating liquidity and users' borrowing capabilities. Utilizing LayerZero Labs and other messaging layers for cross-chain communication, Soul Labs bypasses asset bridging or synthetics, unlocking novel DeFi strategies and solidifying its position as the ultimate solution for cross-lending dilemmas. Soul V1 will be permissionless, holding censorship-resistant features, incorporating multiple redundancy mechanisms, and providing support for various DApps. We're thrilled to announce that, following the launch of the Tao Bridge in 2-3 weeks, we will introduce the Soul Labs website. This platform has been meticulously crafted over 250 days to not only provide a comprehensive overview of our vision but also to offer an engaging and captivating experience that promises to be memorable. Regarding the app, significant progress has been made on the V1 protocol, including: Smart Contract Development and Testing: • Completion of the initial phase of smart contract development. • Conducting advanced testing to ensure the system's robustness. • Establishment of a fully functional proof of concept. Successful deployment and testing on the #Goerli (#Ethereum Testnet) and #Mumbai (#Polygon Testnet), leveraging LayerZero Labs for seamless operation. Feature Enhancement and Protocol Optimization: • Enhanced testing procedures to bolster system resilience. • Integration of advanced features and significant code refactoring for optimization. • Incorporation of various communication methods, including LayerZero Labs, Formerly Axelar, now at @axelar, Chainlink CCIP), and wormholecrypto, into Soul Labs framework, enhancing its resilience and flexibility. This allows Soul Labs to maintain operation through alternative protocols if the primary one is temporarily paused. Website Development and Documentation: • Nearing the completion of the v1 app, with final touches being applied. • The preparation of comprehensive V1 documentation and the Yellow Paper, available upon Soul Labs's public launch, offering detailed insights into the platform's infrastructure and capabilities. USH Recognizing the critical need for stable liquidity within the ecosystem, we have positioned ourselves at the forefront of providing a solution by introducing $USH, the first native, decentralized, and over-collateralized stablecoin on #MultiversX. As market conditions have improved, we have observed a growing demand for stablecoins in the ecosystem, evidenced by the utilization rate in the Lending Protocol spiking to over 90% several times in recent months. Therefore, our goal is to tackle the current challenges faced by users by creating a robust product that will not only help them hedge against market volatility but also open up better opportunities to trade the markets and generate yield. We're happy to unveil the $USH website, now live with a sleek and intuitive user interface, designed for ease of use, which ensures that interacting with the protocol is straightforward and accessible for all. You can access it now through this link: For the technical side, we’re advancing steadily and we’ve accomplished the following milestones: Lending Protocol Facilitator: • Coded the first version to support multiple discount factors for different collaterals. • Implemented tracking of borrowing effectiveness to enable earnings forecasting for the module and support minting processes. Isolated Pools Facilitator: • Coded the first version of Isolated Pools Facilitator. • Use of $EGLD or $sEGLD as collateral, with positions stored always in $EGLD to benefit the protocol through Liquid Staking and lending interest. • Virtual account implementation for converting $sEGLD earnings into $USH, functioning like liquidation where users deposit $USH for a higher amount of $HsELGD. Staking Module • Coded the first version of the Staking Module that allows users to stake and unstake without any restrictions. We're currently focusing our efforts on the following tasks: • Implementation of HTM Booster in the discount model in the Lending Protocol. • Implementation of different depeg strategies and brainstorming further potential “soft” depeg mechanisms. • Research and implementation of rewards model for Staking Module. • Research and implementation of Boosted Vaults Facilitator. • Review and stress-test the first version of the code. Upon launch, $USH will be integrated into various protocols and AMMs across the ecosystem, further increasing both its utility and liquidity. The opportunities will be vast, enabling users to engage in a wide range of activities such as yield farming, staking, and arbitrage, all while leveraging a stable and reliable asset. Regarding the USH Airdrop campaign, it will continue until the official launch of $USH planned for late Q2-early Q3, rewarding all users who have actively participated in the initiative. Hatom V2 It is clear by now that we are driven to build a more robust, interoperable, and secure DeFi space, removing the current barriers that hinder users' capabilities to seamlessly interact with different blockchains. Through Hatom V2, we will introduce Hatom's cross-chain architecture, designed from the ground up for interoperability. This approach will elevate the protocol to unprecedented levels, enabling its deployment across various blockchains and facilitating seamless connections between them through Soul. By enhancing interoperability, Hatom V2 aims to foster a more inclusive and accessible ecosystem. This expansion will not only broaden the protocol's reach but also significantly increase its flexibility and utility, allowing users to interact with a diverse range of assets and products across different chains. We’re thrilled to share that we are currently crafting the V2 redesign of the Hatom webpage. Anticipate a jaw-dropping transformation that will truly astonish, blending cutting-edge design with an unparalleled user experience, elevating it to a dynamic, interactive hub, and making every interaction more engaging. Good things take time, but we are confident that the release of V2 website will take place in the second quarter of this year and will officially mark the start of our journey into the cross-chain landscape. We are excited about the future and we truly believe that this will mark the beginning of a new era for Hatom. It's crucial for us to develop rapidly without sacrificing the quality or the security of each product. We're strategically allocating resources to ensure smooth progress in every area of our work. As we push forward, we believe that the launch of Soul Labs will be the most important milestone due to its massive potential and disruptive technology. We would like to thank you all for the unwavering support you've shown over the past few months; it truly fuels our passion to push daily and make strides toward achieving our ambitious goals.show more

Could you release the hand of the one person... you can’t live without? Made this short film by using GPT Image 2 + Seedance 2.0 on TapNow Prompt Create a cinematic emotional disaster short film that follows the storyboard EXACTLY panel-by-panel with strict visual continuity and chronological storytelling. Style: ultra-realistic Hollywood disaster romance film, ARRI Alexa 35mm anamorphic lens, shallow depth of field, cinematic handheld + slow dolly camera movement, dramatic volumetric lighting, photorealistic skin textures, emotional facial acting, epic environmental destruction. Color palette: cool blue-teal storm tones warm orange fire glow dark gray storm clouds realistic lightning flashes daytime apocalypse atmosphere Environment: collapsing mountain cliff above a destroyed city, cracked earth, smoke, fires, ash, debris, rain mist, massive tidal wave in distance, violent lightning storms. Characters must remain visually CONSISTENT throughout the entire film. CHARACTER CONSISTENCY Ethan (24) wet messy dark hair rugged dark jacket bruised emotional face tearful eyes emotionally breaking apart Maya (22) long wet dark hair oversized dark coat soft emotional expression brave but heartbroken visually consistent face and clothing in every shot STORY FLOW — FOLLOW STRICTLY SCENE 1 — “THE LAST DAY” Wide aerial cinematic shot of a destroyed city during daytime apocalypse. Giant lightning bolts strike through dark storm clouds. Massive cracks split streets apart. Fires burn everywhere. Camera slowly pushes toward Ethan and Maya standing on a collapsing mountain cliff overlooking the ruined city. Camera: slow cinematic drone push-in, anamorphic lens flares, atmospheric haze. Emotion: shock, fear, hopelessness. SCENE 2 — “STAY WITH ME” Medium shot. Ethan runs toward Maya and embraces her tightly as violent tremors shake the cliff. Dust and debris fall around them. Wind blows their hair and clothes aggressively. Camera: handheld cinematic movement with subtle shake. Emotion: desperate love and fear. SCENE 3 — “NO ESCAPE” Wide epic shot revealing an enormous tidal wave rising behind the destroyed skyline. Lightning illuminates the massive wall of water. Ground beneath the couple begins cracking. Camera: slow pan upward revealing the gigantic wave. Emotion: realization of inevitable death. SCENE 4 — “HOLDING ON” Tight emotional close-up. Ethan grips Maya tightly while crying. Rain mixes with tears on their faces. Background softly blurred with shallow depth of field. Lightning flashes illuminate their faces. Camera: slow intimate push-in. Emotion: pain, desperation, emotional collapse. SCENE 5 — “LET ME GO” Close-up on Maya. She gently touches Ethan’s face while crying softly and whispers: “Let me go…” Wind blows her hair across her face. Orange firelight flickers against blue storm lighting. Camera: slow cinematic orbit around them. Emotion: selfless acceptance. SCENE 6 — “I LOVE YOU” Extreme emotional close-up on Ethan. He breaks down emotionally while holding her hand tightly and whispers through tears: “I love you.” Ground cracks deeper beneath them. Rocks fall into abyss below. Camera: shaky close-up with cinematic focus breathing. Emotion: heartbreaking refusal to let go. SCENE 7 — “THE RELEASE” Slow-motion sequence. Ethan finally releases Maya’s trembling hand while crying uncontrollably. Her body slowly falls backward from the collapsing cliff edge. Camera: ultra slow-motion side angle with dramatic lightning flash. Emotion: devastation and helplessness. SCENE 8 — “THE FALL” Epic wide cinematic shot. Maya falls through smoke, rain, debris, and storm clouds into the abyss below while lightning tears across the sky. Ethan screams her name from the cliff edge. Camera: massive cinematic crane shot following her fall downward. Emotion: tragic sacrifice. SCENE 9 — “AFTERMATH” Final emotional scene. Ethan collapses alone to his knees on the ruined mountain edge. Rain pours heavily. Fires burn in distance. Smoke fills the sky. Lightning slowly fades behind him while tears stream down his face. Camera: slow pull-back wide shot ending with Ethan small against massive apocalyptic landscape. Emotion: loss, emptiness, heartbreak. IMPORTANT AI INSTRUCTIONS FOLLOW EVERY PANEL EXACTLY IN ORDER DO NOT skip scenes DO NOT change story structure KEEP BOTH CHARACTERS CONSISTENT in face, clothing, hairstyle, and age Maintain same environment continuity throughout film Keep daytime apocalypse lighting in every shot Include realistic lightning in sky consistently Preserve emotional progression from hope → fear → heartbreak → sacrifice Cinematic pacing with smooth transitions Prioritize emotional facial acting over action Use realistic physics for debris, rain, smoke, and falling sequence Keep movie-like realism, not fantasy animation Maintain anamorphic cinematic lens look throughout End exactly on wide emotional aftermath shot No text overlays No subtitles No extra characters becoming main focus No happy ending Moody tragic atmosphere throughout entire film cinematic film Style tags: cinematic disaster romance, emotional apocalypse, tidal wave, lightning storm, heartbreaking sacrifice, photorealistic movie scene, Hollywood film, ARRI Alexa anamorphic, dramatic realism, emotional storytelling.show more

An Anthropic engineer paid for my espresso at Sightglass... when he saw my screen I was running my Polymarket bot from the counter. He was next in line. Looked over my shoulder. Stopped scrolling. "That's not a normal trading app. What's it actually running on" I told him. Claude Code. Four repos. $25 a month. He sat down without asking. "I'm on the agent team. We stress test Claude for exactly this. You're letting it find its own edges" Not just edges. Wallets. 86 million trades. Every wallet. Every entry. Every exit. "You're feeding Claude raw wallet data and letting it identify who consistently wins. Then cloning them" He said it slowly. Like he was writing the threat model in his head. One prompt. Find every wallet with 100 plus trades and win rate above 70%. Rank by profit. Export top 50. Claude scanned 14,000 wallets in 4 minutes. Returned 47. The top 20 made more than the bottom 13,000 combined. "That's not a stat. That's a hit list" Exactly. "And you didn't write the scoring function" Claude did. I just wired it into an if-statement. Then I showed him the second repo. Official Rust CLI. No API key for reads. 500 markets, Claude scores them in minutes. Gap. Depth. Resolution window. 487 markets become 35 before a dollar moves. 93% killed before I even see them. A green fill landed on the screen. +$84. Copytrade wallet: He watched it hit. "How does it decide to actually enter" Three agents. Shared wallet. No shared memory. Arbitrage, convergence, whale copy. 2 agree, full size. 1 alone, half. Disagree, no trade. Consensus filter alone killed 40% of losing trades. "And the exits?" The 47 whales never hold to settlement. 91% exit early. 73% of max profit captured. Redeploy immediately. My bot cuts at 85% of expected move or on a 3x volume spike. "You built a whale copy bot that exits before the whales" Yeah. He put his espresso down. "How often does it trade" 10 a day on average. Most of them skipped before I look up from my coffee. My setup: Claude API - $20/mo VPS in Germany - $5/mo poly_data - free polymarket-cli - free Polymarket/agents - free $200 seed. 27 days ago. $14,300 now. Copytrade here: 271 trades. 74% win rate. Sharpe 2.47. I haven't touched it in 27 days. He stared at the screen for a long time. "This is literally what our red team simulates. Except you actually shipped it" He emailed me the next morning. "Any chance you'd take a call with our policy lead" I told him the article is the call. Read it twice. Too late to gatekeep.show more

An Anthropic paid for my espresso at Sightglass when... he saw my screen. I was backtesting a Claude-built arbitrage system. Terminal open. Live trades firing. He glanced over. Stopped walking. That is not TradingView. What framework is that actually running. Claude Code. Three repos. One prompt. $20 per month. He sat down across from me without asking. I work on AlphaGo successor models. We test reinforcement agents for market simulation. You are running something similar but you let Claude write the strategy layer. Not just strategy. Detection. github/warproxxx/poly_data 86 million Polymarket trades. Every wallet. Every position. Every timestamp. You are feeding Claude transaction history and letting it identify asymmetric behavior patterns. Then cloning the profitable ones in real time. Exactly. One prompt: Scan every wallet with 150+ trades and ROI above 65%. Rank by consistency. Export top 40. Claude processed 18,600 wallets in 6 minutes. Returned 38. Top 15 wallets outperformed the bottom 18,000 combined. That is not analysis. That is alpha concentration. Precisely. And you did not write the ranking algorithm. Claude built it. I just connected it to execution logic. Then I opened the second repo. github/Polymarket/polymarket-cli Official Rust CLI. No auth required for reads. 600+ markets scanned in under 3 minutes. Claude scores: liquidity depth, pricing gap, resolution timeline. 512 markets reduced to 28 before capital moves. 94.5% filtered out before entry consideration. A notification hit. Position filled. +$127. How does it decide entry timing. Four agents. No shared state. Arbitrage detector, convergence scanner, whale mirror, volume surge tracker. 3 agents agree: full position. 2 agree: half size. Split vote: skip. Consensus filtering alone eliminated 46% of losses in backtest. And exit logic. The 38 top wallets almost never hold to settlement. 89% exit early. Average 71% of max profit captured. Immediate redeployment. My bot exits at 82% of projected move or 4x volume spike. Whichever hits first. You built a whale copy system that exits before the whales do. Correct. He set his coffee down slowly. How many trades per day. 12 average. Most rejected by filters before I see notifications. My setup: Claude API: $20/mo VPS Frankfurt: $6/mo poly_data: free polymarket-cli: free $300 seed capital. 34 days ago. $18,700 now. 318 trades. 76% win rate. Sharpe 2.61. I have not modified it in 34 days. He stared at the terminal without blinking. This is exactly what our adversarial testing team models. Market-adaptive agents with autonomous strategy evolution. Except you deployed it live. He messaged me the next day. Would you consider a conversation with our safety research lead. I told him this post is the conversation. Too late to contain. The edge is not predicting markets. It is identifying who already wins and mirroring them before the pattern shifts. You only need Claude + device + 1 hour per day. Giving this free for 24 hours. To get it: 1. Comment the word "Money" 2. Like and retweet this post. 3. Follow me Himanshu Kumar so I can DM you Save this post. Build the whale mirror system this week. Start with $200. Scale on evidence.show more