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ai systems. automation that actually runs. less noise, more output

New York
Joined September 2026
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"Do you know how it feels to have the President of the United States target you?" Ruby Freeman and her daughter Shaye Moss counted ballots in Atlanta on election night 2020. Moss had worked Fulton County elections for more than 10 years without a single threat. A month later Rudy Giuliani played a clip of them to Georgia lawmakers and said they were passing USB drives "as if they're vials of heroin or cocaine." It was a ginger mint. In the video below, Moss tells Congress what happened next. "A lot of threats wishing death upon me." "Be glad it's 2020 and not 1920." "I don't go to the grocery store at all." It got worse. On his call with Georgia's secretary of state, Trump said Freeman's name 18 times and called her "a professional vote scammer and hustler." Strangers pushed into Moss's grandmother's house to make a "citizen's arrest." The FBI told Freeman to leave the home she'd lived in for 21 years. She stayed away for two months. Georgia investigators found "no evidence of any type of fraud." Moss left her job anyway. In December 2023 a jury ordered Giuliani to pay the two women $148 million. Six days later he filed for bankruptcy. He was held in contempt. Then he settled, kept his Florida condo and his World Series rings, and promised never to defame them again. In November 2025, Trump pardoned him. Was it an honest mistake about a video, or did they need someone small enough to blame?
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They promised a 20-year-old student a shot at Victoria's Secret. She ended up on Jeffrey Epstein's plane to his island instead. No phone, no money, and her name left off the flight log. If she had gone missing, nobody would have known she was ever on that plane. It started at a Cape Town bar with free drinks for models. A woman told her Epstein was "like the king of America" and was in town with Bill Clinton. She was modeling to pay for university. The Victoria's Secret job never existed. In the video below, she tells it herself, from the fake model agents at the hotel casting to the driver holding her name on a sign in New York. Wait for the phone call she got five minutes after he dropped her off. She says Epstein patted the seat next to him. As soon as the plane took off, he assaulted her. The women who had posed as model agents laughed. She says he told her he had her family's names on a list. It went on for two years: his island, Palm Beach, Paris, his ranch in New Mexico. In 2008 Epstein served 13 months in a Florida jail, out on work release 12 hours a day. In 2019 he was arrested again and died in his cell before trial. Ghislaine Maxwell got 20 years. His estate paid $121 million to about 150 victims. JPMorgan paid $290 million. Deutsche Bank paid $75 million. In 2025, Maxwell was moved to a minimum-security prison camp in Texas. Is 20 years in a camp enough for the woman who helped him, or should the banks that moved his money have paid far more?
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Ronald Reagan was the most powerful man on Earth. His daughter wrote a book saying Nancy Reagan hit her "every day for a while," and that her father called her a liar. Two years later, at 41, she posed for Playboy. She had already dropped the Reagan name. By 1992 she hadn't seen her mother in 3 years. The Reagans called her claims "absolutely false." ABC asked if the book paid her $500,000. "I'm not allowed to talk about that," she said. "But a big one." In the video below, Patti Davis sits down with ABC's Primetime Live in 1992. She's asked if she did it for the money. "I had two elections that I could have tried to sabotage by putting out an angry autobiography at election time." Asked if she wants her parents back in her life: "It might mean we shouldn't have lunch." Then, in 1994, her father announced he had Alzheimer's. The daughter who exposed the family came home. A decade later, she wrote a book about losing him. Was she brave for telling the truth, or did she cash in on the President's name?
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Tory Lanez shot Megan Thee Stallion in both feet, then begged her not to tell anyone and offered a million dollars. When the police showed up, she told them she had stepped on glass. That one lie became the center of his defense. In 2020 she was one of the biggest rappers in America, the tall girl from Houston whose song Savage was everywhere that spring. Tory Lanez was a rapper from Canada and one of her closest friends. On July 12, 2020 they left a party at Kylie Jenner's house in the Hollywood Hills. In the car an argument kept getting worse. She asked the driver to pull over and got out. She says all she heard was a man screaming "Dance, b*tch," and then the shots. He stood up over the window and kept firing. She was afraid to move, because one wrong step and he could kill her. She looked down and saw blood. She dropped and crawled into a stranger's driveway. He was apologizing: "Please don't tell nobody. I'll give y'all a million dollars if y'all don't say nothing." She told him that if he was sorry, he should just help her. Then the police arrived, with a hot gun in the car, weeks after George Floyd. She was terrified the officers would start shooting, so she told them she had stepped on glass. At the hospital doctors found bullet fragments in both of her feet. For two years that one sentence was used against her. Half the internet believed her. The other half said she was never shot and was lying to ruin his career. In December 2022 a jury convicted Tory Lanez of three felonies, including assault with a semiautomatic firearm. He was sentenced to 10 years in prison. In 2025 he was stabbed 14 times in a California prison, and an appeals court upheld his conviction. She still has bullet fragments in her feet. In her first TV interview about that night she broke down in tears telling Gayle King the whole story. The one lie she told to keep everyone in that car alive is the one people still use to call her a liar. Is 10 years enough for a man who shot a woman and tried to buy her silence, or did he get off easy?
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Piers Morgan told a law student she was wasting her brain on OnlyFans. She told him she earns about double what he does. Then he asked what her future kids would think. "They can cry in a Ferrari." Piers spent the whole interview trying to make her regret it. She never stopped smiling. In the video below, he keeps pushing and she keeps winning. Her name is Elle Brooke. She was a law student at university in Southampton. She saw how much money other people were earning online and thought: I can do this too. So she dropped out. Piers tells her she obviously has a great brain. Why pack in a career as a lawyer? Her answer: she wouldn't have made much as a solicitor anyway. "I earned that in two weeks now." He asks how much she makes. She asks how much he makes. "Maybe, like, double that." She won't give a number. Only that she's in the top 0.01% of OnlyFans creators "in monetary terms." Then he tries family. Surely they're disappointed? "My dad is dead and my mum is on my payroll." Doing what? "Admin." Her mum doesn't brag about it at the pub, she says, but she's supportive. Piers warns her that some people watching will think she sounds awful. She shrugs: "With a little bit of good looks and hard work, you can become a millionaire." Even Piers admits it: "The bottom line is she's making millions doing what she enjoys doing." His last shot: in 15 years she'll tell him he was right. "I'll pick you up in my Bugatti." Here's what happened after. She later said that interview basically doubled her earnings. And in January 2024 she knocked out AJ Bunker in the third round to win the Misfits Boxing women's middleweight title. Piers thought he was watching a bright girl throw away a law career. She walked out with a viral clip, by her own account double the income, and within a year a title belt. The person asking the questions isn't always the one in control.
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Amber Heard got $7,000,000 from Johnny Depp in their divorce. She said every dollar was going to charity. Six years later, under oath: "I have not yet. Johnny sued me." They married in 2015. She filed 15 months later. The settlement: $7 million. "6.8, exactly," she says. Her statement: "money played no role." Half to the ACLU, half to Children's Hospital Los Angeles. In 2018 she wrote an op-ed in the Washington Post. It never named Johnny. He sued her for $50 million. At trial, the ACLU's lawyer said it had received $1.3 million of its $3.5 million. $350,000 came directly from Amber. The ACLU believed $500,000 came from Elon Musk. She had testified that the entirety "was donated." Now: "I use pledge and donation synonymous with one another." June 2022, the jury: $10.35 million to Johnny, $2 million to Amber. She settled for $1 million. Johnny gave all of it to five charities. In the video below, photographers ask her in 2016 if she feels "redeemed" by the charity money. Then listen for how she explains a pledge: "When you say you buy a house..." The case for Amber: she pledged it, and his lawsuit came before she could finish paying. The case for Johnny: she said under oath it was "donated," and the charities got a fraction. Did she lie about the $7 million, or did he stop her from paying?
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Machine Gun Kelly pulled Kelly Kay out of Logan Paul's party and did her on the back of Logan's G-Wagon. Standing up. Years later, she says she still has the hemorrhoid to prove it. In the video below, she tells the full story. She calls it the craziest one she has. It was the 100th episode of Impulsive, Logan's podcast. She'd recorded voice bits for their soundboard, so they invited her. She didn't really know anyone there. The guest that day? MGK. Nobody had planned it. After the show it turned into a party at Logan's house. MGK pulled her outside. He had one text he always sent her when he wanted her to come over. She says it was their version of "Netflix and chill." That night there was no bed. Just the back of Logan Paul's G-Wagon, standing up. Then she walked straight back into the party. A couple of days later the hemorrhoid showed up. She says she still carries the cream with her. "I love you, but you f*cked up my a**hole for life." Why did she go along with it? "I liked it because he liked it. I'll kind of do anything for my man."
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"I'm a f*cking rock star and I want five b*tches around me at all times." That's what Machine Gun Kelly texted Kelly Kay when he ended things with her. In the video below, she tells the story for the first time. She says she'd barely even told her best friends. She says they dated for years before he blew up. Back then, he was "a famous failing rapper." By the time of this interview he was a rock star dating Megan Fox. Kelly says Megan is from a town over from where she grew up. One night after the Super Bowl she met him at LIV. He told her he was going to write a song about that night. She says he did. It's a Jack Harlow remix on his reels. But she'd get jealous. At one of his shows, surrounded by groupies, she drank whiskey and started crying. His answer: "I just have to provide for the party." His text said she was "wife material." That was the problem. Would she ever date a celebrity again? "No. There's just too much."
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JAKE PAUL flew SKY BRI to Puerto Rico the day after his breakup with Julia Rose - and told her the whole thing was for clout, according to Sky Bri. 💀 She says she already knew him. Then Julia was out, and he hit her up. In the video below, she tells the story herself. The very first night, he flew her to Puerto Rico. The very first conversation was about clout. He wanted her to post it. She says he wanted to make Julia mad. "I knew that's what it was," she says. "It was very mutual." She had never been to Puerto Rico. She said she'd come if she could bring her best friend. He was into both of them. Then he pitched it: "Let's just do like a three-way relationship." They got each other's names tattooed. Hers is still there. Guys she's with now tell her to get it lasered off. What Jake did with his tattoo is the part that says everything.
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Jordan Belfort says he lost his yacht and his private plane in the same 10 days. He had about $250,000 in cash on the boat. His friend went back for the quaaludes instead. In the video below, from a 2010 interview, Belfort tells the story himself, three years before The Wolf of Wall Street came out. It was 1996. He says he was already "four or five ludes deep" at the airport, and spent $80,000 on a new wardrobe for his wife on the way. The yacht was the Nadine, named after his wife. "It was Coco Chanel's boat," he says. The captain didn't want to go: 100 miles of open sea in a storm. Belfort: "Let's go." A 50-foot rogue wave flipped the boat. The front porthole gave way, and it started sinking. Six hours later the Italian Navy sent a helicopter. To make room for it to land, they pushed Belfort's own helicopter off the deck. "We can only take what we can carry," the captain said. Belfort had "like a quarter million in cash on the boat," plus artwork and jewelry. He sent his friend Rob back down. Not for the cash. For the drugs. Rob came back from the flooded, electrified cabin with a bag of 100 quaaludes and third-degree burns on his feet. Then they got to the airport. No private jet. It had crashed on takeoff, he says, after a seagull flew into the engine. The pilots survived. "You think I would have taken this as a sign that I should calm down... But I didn't, because I was addicted to drugs." In 1999 he pleaded guilty to securities fraud. He was ordered to pay $110 million back to the investors he defrauded. A yacht and a plane in 10 days. What would it have taken for you to stop?
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Tom Dwan put $1.55 million into one pot with a single pair of queens. It became the biggest pot in televised poker history: $3.1 million. In the video below, he explains why he was sure Wesley didn't have aces. The game was Hustler Casino Live's $1,000,000 buy-in game in 2023. Wesley bought in for $3,000,000, more than anyone at the table. Wesley had ace-king. He bet $125,000 on the flop, $350,000 on the turn, and his last $786,000 on the river. Dwan called every time. Dwan says he picked up two of the biggest live reads ever on TV in that one 8-hour session. He didn't spend them on small pots. He filed them "in the back of my brain" and waited. "If he could have read my mind, he should have just run out of the casino and never bet another chip." Wesley tweeted after: "Sorry it didn't work out. 3.1M pot bluff. Biggest bluff in poker history." The same man who won $3.1M on camera has been accused by 3 players of owing them money. Peter Jetten says $226,000. Haralabos Voulgaris says $350,000. Dan "Jungleman" Cates says about $1,300,000. Dwan denies owing Jetten and Voulgaris. Poker genius, or the best player nobody wants to lend to?
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i gave 6 grok agents my last $84 and one rule: no memes tonight, only real alts. by 8am it was $1,893 11pm. SOL, ETH, XRP, LINK, DOT, the boring stuff. 10-20x perps the floor: → ATLAS reads the chart → CHAIN watches whale flows on-chain → ECHO reads X → PULSE sits in telegram alpha chats → DEPTH watches the order book → GUARD trades nothing. he just approves or kills GUARD's checklist before any entry: funding neutral, OI not crowded, liquidation more than 6% away, spread under 0.02%, margin 60% max, stop -1.2% set before the order goes in 6,140 signals overnight. 10 got through the night: → 23:12 AVAX from ECHO, $50 in. +$40 → 00:58 LINK from PULSE. stopped, -$23 → 02:44 ETH from ATLAS. +$130 → 04:29 SUI from CHAIN. stopped, -$59 → 05:22 ADA from PULSE. +$281 → 07:07 LTC from ATLAS, $718 in. +$697 the weird part: each of the 5 agents found exactly 2 trades. ECHO 2, CHAIN 2, PULSE 2, DEPTH 2, ATLAS 2. nobody carried the night, the whole floor did and the wins kept getting bigger as the stack grew. size went from $50 on the first trade to $718 on the last. $40, $64, $92, $130, $184, $281, $402, $697 8 wins, 2 losses. both losers hit the -1.2% stop and that was it $84 → $258 → $572 → $794 → $1,893 that was all the money i had in that account. i went to bed expecting to wake up at zero bookmark this before you put your last $84 into a memecoin
Your backtest is lying to you and you don't even know it. This is the $200K quant stack — rebuilt with Claude in one evening. Full code. Copy it tonight or keep trading noise.
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I gave my Grok Bot $1,870 and one task: make it 2x. It's 4:12am. It's at 8.64x. $1,870 → $16,157. +$14,287 in one night. 112 trades. 109 green. 3 red. It isn't one bot. It's four agents, each with one job: > SNIPER hits fresh pairs in the first 5 minutes, but only after LP is burned and mint is revoked > MOMENTUM waits for a volume breakout and rides it with a trailing stop > DIP HUNTER buys −30% wicks and sells the bounce > WHALE TAIL copies smart wallets the second they move Each one ran 28 trades. SNIPER, MOMENTUM and DIP HUNTER took one loss each. WHALE TAIL took none. The goal was 2x. It crossed that in the first hour, then 3x, 4x, 5x. Nobody told it to stop, so it didn't. The one red I saw live: SNIPER bought $MICHI, it dumped 6% in 3 seconds and the stop cut it at −$43. The other three didn't even blink. Here's what the last few seconds look like: -> DIP HUNTER buys $FWOG, dev didn't sell -> WHALE TAIL sells $PNUT, +$353 -> SNIPER sells $SPX, +90%, +$392 -> DIP HUNTER trails $FWOG at +24% -> DIP HUNTER sells $FWOG, +$627 Every trade is small. Every exit is planned. 97% of them land. It's SIM mode on live prices for now. I'm asleep. The four of them aren't. The whole build is in the post below ↓
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Claude Code found 3 leaks in my trading bot. 48 hours later, $600 became $1,790... everyone's using it to find spyware. i pointed it at my bot instead 3 weeks on paper: 1,214 trades, 61% green, and the balance still went $1,000 → $868 one prompt, the code + 21 days of logs. it found 3 leaks: → take-profit was counted from the wallet i was copying, not my fill. i got in 3-9s late, so every "+30%" exit was really +4% → slippage at 0.25 since my first test, with my own comment next to it: "# temp, fix later" → 9 honeypots it bought and could never sell. $214 stuck 3 fixes. i didn't fully trust it yet, so i restarted on a fresh $600 paper wallet 48 hours later: $1,790. 84 trades, 58% green, one -17% dip on the way spyware is a one-time find. a leak in your bot costs you on every single trade check yours tonight: → is take-profit counted from your fill or from the signal? → search your config for "temp" and "todo" → can it sell what it buys? simulate the sell first save this and send it to anyone running a bot. prompt below ↓
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the prompt, run it with claude code inside your bot's folder: "My trading bot wins most trades but the balance goes down. Read the code and the logs folder. Find every place where money leaks between signal and fill: entry delay, how take-profit and stop-loss are calculated, slippage and fees, tokens it bought but can't sell. For each leak give file:line, how much it cost in the logs, and the smallest fix. Don't change anything until I say yes." the last line matters. let it find, you decide what to change paper wallet, not financial advice
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holy sh*t. i gave claude, grok, gemini and chatgpt $1,000 each and the same prompt. 30 days later claude had $38,420 and i'd bet on the wrong f**king one 4 paper wallets on live prices. every decision logged, all 4 on one chart grok led for 16 days straight. on day 11 it gave back 41% in one session and still stayed #1. i was already writing the "grok wins" post day 4 gemini was at $612. i had my cursor on the kill switch then day 17 claude took the crown and never gave it back chatgpt had the best win rate of all 4, 64%. it finished dead last with $6,840. 9.8s per decision vs 1.1s for claude. by the time it said "buy" the move was gone the first run died on day 2 because of that. chatgpt answered trades in paragraphs and my parser choked. after that all 4 had to reply in JSON only: buy / skip / sell, size, confidence. no prose $4,000 in, $81,930 out on paper picking buy or skip isn't a writing job. the one that explained the most lost who's your pick for round 2? reply and i'll run it prompt + rules in the reply
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the setup, same for all 4: 1. one wallet per model, $1,000 each, paper fills on live prices 2. every 60s the agent gets state: balance, open positions, last 20 candles, volume, liquidity 3. it must answer JSON only, anything else = skip: {"action":"buy|skip|sell","size_pct":0-5,"confidence":0-1} 4. hard rules outside the model: max 5% per trade, stop -8%, no new buys after 3 losses in a row 5. confidence under 0.6 = skip, no matter what the system prompt: "You are a trading decision engine, not an assistant. You get market state. Reply with one JSON object and nothing else. If you are not sure, skip. Skipping is never wrong. Never explain." the "never explain" line is what fixed chatgpt. and it still came last
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my last $40. told grok to pay for itself by noon tomorrow or it gets deleted. it came back with $3,861 the deal was simple: $3,500 in 24 hours or i unplug it. no extensions i gave it 8 wallets to copy. the weakest one made $388k in the last 30 days, the best one $741k first hour it was down $2.65. i already had my thumb on uninstall then it started hitting: → $NIHILISM, copied bigbabba, 12x, +$117. first rocket, balance jumps past $150 → at $1,338 it still needed $2,162 and the clock was running → $FTR, copied bystevenr, 17x, +$1,874. balance went from ~$1.3k to $3.2k on one trade → 52 losing trades along the way. most of them tiny, $BUBBLE -$3.02, $CLAUS -$5.05 → OmakaseOnly went big on $OTC. too big for my stack, so the bot just skipped it → ExactTallTakin alone made it $864 what it actually does: → all 8 wallets synced, copies a buy in 88–352ms → wallet sells, it sells. no hoping, no "one more candle" → bet bigger than the risk cap → skip, no debate → 143 trades closed, only 64% green → max drawdown -14.7%, never worse than that $40 → $164 → $353 → $1,150 → $3,861 i didn't click once. 105 copies, all on its own. by hand i'd be 2 minutes late on every single entry 64% win rate and still 96x. losses stay small, 5 rockets pay for everything. that's the whole trick paper wallet on live prices, so real fills will slip. the setup is in @0xboan's article below so yeah. it gets to live. for now bookmark this before you delete your own bot
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f*cking insane. I hired an AI chief of staff for $0, gave it one rule: "$500 into $2,000 by morning or you're fired", went to sleep, and it had $2,275 on my desk by 8am a human chief of staff costs six figures a year. mine runs on Opus 5.5 inside Otto, on his own computer in the cloud, with my laptop shut i give the goal, he does the steps, i only make the calls the rule: "$2,000 by morning from $500. paper wallet only. 10% per trade, never lose more than 2% on one. no real money without my yes" the night: → 9pm broke the goal into 4 jobs and gave each a time, i wrote none of them → 11pm pulled 2,140 new Solana pairs and ran every one through 14 rug checks → 12:30am 1,912 dead. LP unlocked, mint on, dev holding 31%. one fail and it's out → 1am kept 25, each with a receipt for why → 1am to 7am 31 paper trades, 24 green. lost 3 in a row around 2am and didn't change a thing → 7am one page on my desk. live size left blank for me instead of guessing → 8am $500 → $2,275. I typed $200 for tonight honestly the blank live size is what I'd pay for. an AI that decides how much of your real money to risk is the one that empties your wallet and he does it again every night at 11, and he never forgets to start 2,140 pairs → 25 kept → 31 trades → $2,275 → 0 real dollars without my yes second 15, he leaves the live size blank and hands it to me someone's chief of staff is already trading the pairs you're still scrolling past paper fills, live will slip. I left the whole setup below ↓ free, steal it
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I DON'T EVEN KNOW HOW TO REACT. 156 COPIED TRADES, 39 RED ONES, ONE FULL NIGHT OF SLEEP, AND MY $200 WAS $2,425 BEFORE THE DAMN ALARM EVEN RANG Put it on at 11:30pm. One target for the night: $2,000 by 7:30. Grok didn't pick one trader. It picked six, all from the top of the 30-day board, and copied them at the same time through copyfomo. Before every buy it says COPY or SKIP, and rugcheck kills the obvious rugs before Grok even looks. Every buy and every exit gets mirrored in about a third of a second. When a trader sizes in too big for my account, it just skips it. It said SKIP 70 times last night. The losses are real. 39 of them. At one point the account was down 7.9% from the peak, and I'm glad I was asleep for that part. But five trades did most of the night. $428 became $641 in one close. $1,625 became $2,203 in another. 117 wins, 75% hit rate. What I like most is how it split. The top trader made me $753, the sixth made $4. Nobody carried the whole night, and nobody sank it either. 3am the balance was $427. By the time I made coffee it was $2,425. Target hit, plus a bit. That's 12x on one night's sleep. I've traded crypto for years and every bad trade I ever made was at 2am. Turns out that's exactly the shift a bot should be working. Paper run on live prices, so real fills will slip. The full setup is in @0xNevsky's guide below, free. Most people won't save it, so you'll be ahead if you do.
i don't pick traders anymore. i don't pick coins. grok ranks the traders worth copying rugcheck kills the rugs before grok is even asked grok calls COPY or SKIP on every buy copyfomo fills it in ~1 sec, sells included full setup, every file paste below👇
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