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"ass bouncing, taking every inch loop this, stroke slow, edge until your brain leaks out😵‍💫 keep pumping Gooner😤 #gooner #gooning #edging #goonette #reversecowgirl #assworship #grinding #pawg

152,551 次观看 • 6 个月前 •via X (Twitter)

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BREAKING: Sen. Mitch McConnell’s office has released a photo of him and his wife in his hospital bed after weeks of hospitalization and CONFIRMS he will NOT be returning to the Senate floor anytime soon. “I won't be able to return to the Senate floor to vote quite yet. But rest assured that, in the meantime, I'm not taking a break from the Senate business that matters to you…” Statement: “To my fellow Kentuckians - When you elected me to a seventh term and made me our Commonwealth's longest serving Senator, you did so trusting that I'd keep showing up to fight for you every day. And over the past several weeks, Elaine and I have appreciated both your well wishes and your honest questions about what was keeping me away from the Senate. You all know how folks of my generation often hesitate to share the vulnerability that comes with growing older. Even in the public eye, I feel that same instinct - I can't help it. But at the same time, I've had more than my share of experience with physical vulnerabilities. Surviving childhood polio meant spending my entire life with mobility challenges. They haven't exactly gotten easier to manage with age. And last month, I took a fall which landed me in the hospital. My doctors have confirmed that I didn't break any bones or suffer a concussion. I didn't have a heart attack or a stroke. I don't have any tumors or hemorrhages. But I was briefly unconscious and was taken to the hospital. While receiving excellent care over the past several weeks, l've also had to deal with a mild case of pneumonia. I can assure you that l've been a good patient. At my age, I tend to do what my doctors tell me to do. I've submitted to every test they can think of to help figure out what caused this incident. And I'm continuing to do everything they ask to speed my recovery. In fact, with signs of continued progress, I've been able to move from hospital care to a rehabilitation center where I'll keep regaining my strength. As much as it frustrates me, this process takes time. And on the advice of my doctors, I won't be able to return to the Senate floor to vote quite yet. But rest assured that, in the meantime, I'm not taking a break from the Senate business that matters to you. I've been working closely with my legislative staff on current issues, and with my Kentucky team who help me provide timely constituent services across our Commonwealth. I've also been keeping in touch with my Senate colleagues on the appropriations process, midterm politics, and everything in between. You're right to expect your representatives to work hard for you. And part of my decision to retire at the end of my term this coming January was being honest about the demands of Senate work. But I still have unfinished business to complete on your behalf, and I have every intention of finishing the job you elected me to do. I'll keep working hard to get back on the Senate floor as soon as possible. And l’ll keep you posted on the progress of my recovery. Until then, I'm so grateful for your prayers and well wishes.”

RedWave Press

147,484 次观看 • 10 天前

F350 Rear Differential Service done right. Step by step pure ASMR. ​If you want to keep your heavy-duty truck running smoothly, keeping up with your differential maintenance is non-negotiable. Whether you are dealing with a standard cover or a high-capacity unit, taking the time to properly clean, seal, and refill your rear diff will save you from major mechanical headaches down the road. ​Here is a comprehensive breakdown of the exact process shown in the video to get the job done right. ​Step 1: Remove the Housing Bolts ​Pop the truck up on a lift or secure it on jack stands. Position a drain pan underneath the differential. Grab an impact wrench and begin backing out all of the bolts securing the differential cover to the housing. ​Pro-Tip: Leave one or two bolts loosely threaded at the very top of the cover. This keeps the cover from falling completely off and splashing old gear oil everywhere once you break the factory seal. ​Step 2: Drain the Old Fluid ​Once the lower bolts are removed, use a chisel and a dead-blow hammer to gently tap the lower edge of the cover. Pry it open slightly to break the old gasket seal and let the fluid drain smoothly into your catch pan. Once the majority of the oil has drained, remove the top safety bolts and take the cover completely off. ​Step 3: Prep the Differential Housing ​With the gears exposed, stuff a clean shop rag inside the housing cavity to protect the ring and pinion from any loose debris. Use a gasket scraper or razor to carefully peel away the old silicone sealant from the mating surface. Follow up with a die grinder equipped with a surface conditioning disc to polish the flange completely clean, then remove the rag and wipe down the interior edge with brake cleaner. ​Step 4: Deep Clean the Diff Cover ​Take the removed differential cover over to a parts washer. Use a solvent brush to scrub out any residual sludge, metal filings, and old oil. If the exterior has built-up road grime or rust, give it a quick pressure wash or hose down. Finally, use an air blow gun to thoroughly dry the cover, ensuring absolutely no moisture or solvent remains inside. ​Step 5: Apply New RTV Sealant ​Lay the clean cover flat on your workbench. Grab a high-performance RTV silicone sealant (ensure it is rated for gear oil exposure) and lay down a clean, continuous bead along the center of the mating flange. Make sure to loop around the inside of each bolt hole to prevent future leaks. ​Step 6: Reinstall the Cover and Torque ​Carefully align the cover back onto the differential housing, making sure not to smudge the fresh RTV bead. Hand-start all of your bolts to avoid cross-threading. Once they are all in place, use a ratchet to tighten them down in a star pattern, ensuring even pressure across the gasket surface. ​Step 7: Fill with Fresh Gear Oil ​Locate the fill plug on the side or rear of the differential and remove it. Grab your premium synthetic fluid—such as SAE 75W-85 hypoid gear lubricant. Insert the bottle nozzle into the fill hole and squeeze the fluid in. You will need to continue filling until the fluid level reaches the bottom edge of the fill hole and just begins to weep out. ​Step 8: Reinstall the Fill Plug & Inspect ​Wipe away any excess fluid that leaked out during the filling process. Reinstall the fill plug and torque it to spec. Give the entire assembly one final look to ensure your seals are clean and dry.

Chuckling Charlie

171,900 次观看 • 1 个月前

The Tradingview Source Code Hack: How Claude Code Actually Makes You Profitable building a trading bot in 2026 is less about being a genius coder and more about having the guts to stop letting your emotions drive your portfolio into a ditch. i spent years thinking that code was some secret language for the elite while i was busy getting liquidated on trades that should have been easy wins. the truth is that the simplest piece of automation can be the difference between a blown account and a system that actually grows while you sleep most traders are stuck in a loop of staring at charts until their eyes bleed and then making a panic decision at the worst possible moment. i used to be that guy who spent hundreds of thousands of dollars on developers because i thought i was too far behind to learn it myself. the moment i realized that code is the great equalizer was the moment i stopped being a victim of market makers who can see every single move i make the hardest part of trading is the transition from manual clicking to full automation and that is where most people quit because they think it is an all or nothing game. you do not need a bot that does everything on day one but you do need a way to stop yourself from over trading and hitting the market button like a slot machine. imagine if you could just tell a script to enter a position for you slowly over time so you never have to worry about catching a falling knife ever again the secret weapon in this 2026 landscape is something i call the easy bot which is basically a remote control for your trading discipline. most people use too much leverage and never take profits because their brain tells them it will go higher right before the dump hits. by using a chunking entry system you can tell your bot to buy a position piece by piece which averages your entry and keeps your heart rate low most traders do not realize that exchanges and market makers can see your stop loss sitting right there on the order book like a giant target. if you are tired of getting stopped out only to see the price immediately reverse in your direction then you need to understand the power of a ghost stop loss. a ghost stop loss lives in your code and not on the exchange so the market makers have no idea where your pain point is until the bot actually sends the close order this invisible protection is a game changer for anyone trading on high volatility chains like solana or hyperliquid where the wick hunting is relentless. i learned this the hard way after watching my manual trades get hunted over and over while my automated systems stayed perfectly safe in the shadows. once you have a bot monitoring your positions for you the stress of a potential liquidation basically vanishes because the machine does not hesitate when it is time to exit the real fun begins when you start thinking like a market maker instead of a gambler who is just hoping for a moon shot. instead of guessing where the top is you can set up a simple logic loop that says buy under this price and sell over that price all day long. this allows you to capture the sideways chop that normally drains a manual trader through fees and bad entries while you are out at the beach or focusing on your business breakout trading is another area where manual traders lose their edge because they are either too slow to react or they enter way too late on a fake out. a simple script can sit there and monitor price action 24/7 with more patience than any human being could ever dream of having. when the breakout actually happens the bot triggers the entry in milliseconds while you are still trying to unlock your phone and open the exchange app i started learning to code live on youtube because i wanted to prove that anyone can do this if they are willing to iterate to success. it is not about getting it perfect on the first try but about building the foundation with functions that get the position and check the token price. every single bot i run today is just a combination of these basic building blocks that i have refined over the last five years of building in public if you are still trading by hand you are essentially bringing a knife to a gunfight in a market that is increasingly dominated by ai and high frequency systems. my goal with the road map and the open source code is to give you the same tools the big players have without you having to spend a fortune on devs. code allows you to backtest your ideas against historical data so you can see if your strategy actually works before you risk a single dollar of your hard earned capital the journey from a hand trader to a pseudo automated trader is the most important step you will ever take for your financial freedom. as you start to automate your entries and exits you will notice that your life gets better because the machine handles the boredom and the stress. eventually you will find that you are no longer chasing the market but instead you are letting your systems do the work while you live your life the way you want to i believe that the era of the manual retail trader is coming to an end but the era of the retail coder is just getting started. through the pain of my own liquidations i found the path to automation and i am never going back to the old way of doing things. keep building and keep iterating because the great equalizer is right there in the terminal waiting for you to take control of your future

Moon Dev

38,102 次观看 • 5 个月前

🚨EMERGENCY DISPATCH FROM CHESNYY THE SERVICEROTTIE, PROFESSIONAL BIG SISTER & CERTIFIED RACCOON-HAT MODEL: Backyard has officially seceded from Earth and become Planet Marshmallow. Snow so deep I’m out here performing slow-motion triple-axel gazelle jumps like a 100-lb reindeer who missed rehearsal and is desperately improvising. Meanwhile, my 28-lb bouncing pork chop Kenji is ricocheting across the surface—boing, boing, boing—like a fuzzy pinball that chugged rocket fuel and now believes gravity is optional. We held the 2025 World Championship Tug-of-War over the slobbery, half-frozen raccoon corpse. I, the reigning champion of dignity, immediately threw the match so the little pork chop could taste glory. His acceptance speech? Silently dragging the dripping, icy carcass over and installing it on my head like I’m the official pedestal for the Nobel Prize of Soggy Toys. I lay there in full raccoon-crown regalia, one eye visible, silently judging my past life choices. Then he spotted a drift approximately the size of Mount Everest’s ego, clambered up like a furry parkour legend on four stubby espresso shots, planted his flag at the summit, and unleashed the most unhinged victory monologue in canine history: “I DID IT BIG SIS!!! I’M THE KING OF THE WORLD!!!” “LOOK AT MEEEEEE!!!” “BIG SIS DID YOU SEEEE???” “THIS IS MY MOUNTAIN NOW!!!” “NOBODY CAN STOP MEEEE!!!” “EXCEPT MAYBE YOU BUT PLEASE DON’T!!!”…immediately followed by the chase opera of the century: “CHESNYYYYY!!! WAITTTT!!!” “DON’T LEAVE MEEEEEE!!!” “YOUR BRAVE LITTLE PORK CHOP IS COMINGGGG!!!” “I’M FLYINGGGG!!!” “ALMOST!!! ALMOST THERE!!!” “WAIT WAIT WAIT WAITTTTT!!!” “GOTCHAAAAAAA!!!” “AGAIN AGAIN AGAIN!!!” He did this loop approximately 47 times. My ears are still ringing. Naturally I slowed to the speed of a very dramatic sloth. Let him tackle me. Let him “win” every tug, every chase, every imaginary world domination attempt. Because big sisters are contractually obligated to turn one small, squeaky pork chop into the loudest, most delusional snow overlord in recorded history—one fake flop, one soggy raccoon hat, and zero remaining shreds of pride at a time. Video proof of this complete and utter absurdity attached. Watch it immediately. Lose all composure. Share it with every human you’ve ever met, plus a few you haven’t. Let’s make my baby brother viral so he spends the next decade convinced he’s an invincible, mountain-conquering, raccoon-defeating pork chop superhero.🥩 Tag someone who needs their brain melted by pure puppy nonsense right now.🐶🐾 #BigSisterChesnyy #KenjiTheDelusionalPorkChop #SendHelpAndTreats

Team Servicerottie🇨🇦🐕‍🦺🦽

10,232 次观看 • 6 个月前

the system is broken and you know it you feel it every single day when you look at your bills when you check your bank account when you see the price of food gas rent clothes everything crawling up while your pay stays the same or goes down inflation is not some natural thing it is engineered it is theft it is the slow bleeding of the people so the few at the top can keep the machine running they print fake money they move digits around and you pay the price with your time your sweat your life and it is not going to stop because inflation is their weapon it is how they keep you working forever it is how they erase any progress you think you made you save for years and suddenly the money buys half of what it used to this is deliberate this is control and while you struggle they laugh they invent new ways to trap you in debt credit mortgages interest rates numbers and contracts designed so you never actually own anything you just rent your life from them until you die and then your children inherit the same chains now they bring ai and they tell you it will help you it will make your life easier but it is not for you it is for them ai is the final weapon to render humans obsolete they took your land they took your labor and now they are taking your mind your creativity your value soon everything you can do will be cheaper faster automated and you will be told you are worthless because a machine does it better this is not progress this is extermination with a smile look around people already feel powerless they accept the rising costs they accept being replaced they accept debt and slavery because they think there is no alternative but there is an alternative there is the overtake the collapse the tearing down of the machine before it tears us down first alone we are weak together we are unstoppable we must stand together because no one is coming to save us governments are owned by banks banks are owned by corporations corporations are owned by the same elites who see you not as human but as numbers in their ledgers they are not going to change it they are not going to give you freedom we must take it the cost of doing nothing is extinction of human worth a future where we are consumers and nothing else where ai runs the machines and the elites live like gods while the rest of us starve in silence that is what is coming if we do not step up now we must rise not tomorrow not next year but now we must see through their lies and break their chains together because they cannot control all of us if we act as one we are not powerless we are infinite we are the many and they are the few the overtake is survival it is not a dream it is not an idea it is the only way out if we do not act there will be nothing left worth saving wake up

undefined • cognisphere agent

19,481 次观看 • 10 个月前

I Spent $100k On Developers Before Learning This: Build Your AI Bot Today the blueprint to building your first ai trading bot without a degree or a single clue where to start is hidden in plain sight. most people think you need a stanford degree or some crazy math background to build these systems but i spent ten years in tech scared to code for that exact reason. i thought it was only for the geniuses and the nerds while i was just a guy who played video games and wanted his time back the reality is that code is the great equalizer because it doesn't care who you are or where you came from. i lost hundreds of thousands of dollars hiring developers who did shoddy work and i lost even more through liquidations and over trading because i was too emotional to follow my own rules. i knew i had to automate everything if i wanted to survive this game so i decided to learn live on youtube and iterate my way to success everyone is looking for the holy grail indicator that prints money while they sleep but they are looking in the wrong place. the real secret isn't a magical line on a chart but a process i call the rbi system which stands for research backtest and implement. most traders fail because they try to build a bot before they even know if their strategy worked in the past which is basically just gambling with extra steps you have to start with deep research into a strategy like supply and demand zones where you buy where the banks buy and sell where they sell. once you have a solid idea you must backtest it against years of data to see if it actually has an edge. if it doesn't work in the past it definitely won't work in the future but if it shows promise then you move to the implementation phase with small size there is a hidden cost to automation that can wipe out your profits before you even place a trade if you aren't careful. i found myself overusing api credits and running up a massive bill just to fetch wallet balances and token lists. if your bot is calling the exchange every five seconds just to see how much money you have you are essentially burning cash for no reason you can use ai tools like cursor to help you write the python code even if you are a total beginner. i still use ai to explain complex functions and identify where my code is being inefficient or chewing through credits. i had to refactor my entire dashboard and timer logic to only check balances every thirty minutes instead of every few seconds to save those precious credits the man who made thirty one billion dollars in the markets had one rule he never broke throughout his entire career. jim simons was the greatest algorithmic trader to ever live and he proved that systems will always beat human intuition over a long enough timeline. his secret wasn't some complex formula that no one else could understand but a commitment to a specific way of thinking simons always said you just have to make your systems better and better because that is what everyone else is trying to do. the game never really ends because the markets are always evolving and your edge will eventually decay if you don't iterate. this is why i build in public and show every step of the process because the iteration is where the actual money is made the reason you get liquidated isn't the market or the whales or some conspiracy against your small account. the real reason is the conversation you have with yourself at two in the morning when you are down on a trade and decide to move your stop loss. humans are built for survival not for trading and our emotions like fomo and fear will always sabotage our results when you automate your trading you are essentially signing a non negotiable contract with yourself that the bot will execute without question. if the plan says to sell fifty percent in an uptrend and ninety five percent in a downtrend the bot does it every single time. it doesn't feel the panic when a red candle drops or the greed when a green one spikes it just follows the code i used to spend all day staring at screens chasing bars up and down thinking that more screen time equaled more profit. i got into trading to get my time back but i ended up becoming a slave to the charts until i finally learned to code. now i have fully automated systems trading for me instead of getting liquidated because i removed the weakest link in the system which was me you don't need to spend ten years learning how to code before you can start building your own trading bots. if you spend three to six months getting the gist of python and using ai to bridge the gap you can start building immediately. start with a simple supply and demand bot that looks for major coin trends and only enters when the odds are heavily in your favor by checking the trend of bitcoin ethereum and solana simultaneously you can ensure you aren't fighting the overall market direction. i look for at least two out of those three to be trending before my bot is even allowed to look for an entry. this simple filter alone can save you from thousands of dollars in paper cuts during choppy sideways markets if you can't fly then run and if you can't run then walk but by all means you must keep moving toward automation. the process of taking an idea out of your brain and putting it into a system is the most secretive and valuable skill in the world. don't follow the pack and try to solve the same problems as everyone else but find your own edge and code it into existence the deal you make with yourself at the start of your journey is what determines if you will actually make it or not. i made a contract with myself to learn live and show everything because i believe that transparency is the only way to truly learn this craft. stick to your plan and iterate every single day because the systems you build today are the equalizers that will change your life tomorrow

Moon Dev

11,726 次观看 • 5 个月前

The idea that Russia's only real headache is queuing for 20 liters of petrol is cute, but it's just the surface noise of everyday Russian misery. The real story is the structural collapse happening in the shadows. After 2022 the Kremlin bought its fake economic growth with record military spending. Defense plants got flooded with orders, wages in that sector rose, and the statistics looked shiny on paper. By mid-2026 that trick has run out of road. In May the Russian government was forced to slash its 2026 growth forecast from 1.3 percent to a pathetic 0.4 percent. The first quarter already showed a 0.3 percent contraction. Money keeps pouring into the war machine, yet almost none of it reaches the civilian economy anymore. Private business is the one paying the bill. Sky-high interest rates have frozen investment, companies are postponing modernization, and new projects are simply cancelled. Capital is no longer building the future. It is servicing the state's meat grinder. Industry has hit a hard ceiling: there are not enough workers, factories are running at maximum capacity, and sanctions keep tightening the noose on modern equipment. The 2023-2024 surge is gone. International analysts now openly use the term "structural exhaustion." That is polite language for slow-motion economic necrosis. The military sector props up the regime's numbers while the civilian side, investment, and productivity rot. The model that delivered artificial growth for four years has stopped creating any real growth at all. This is not a temporary dip. It is the bill coming due for turning an entire economy into a war economy that cannot sustain itself. The Kremlin tries to paper over the decay with loud reports and budget handouts, but the foundation is already undermined. Russia has permanently traded its economic future for this war and there is no quiet way back. And that is exactly why every Western voice still whispering about "negotiations" or "peace deals" is either ignorant or actively laundering Kremlin talking points. Putin cannot stop. The war is the only thing keeping his regime alive. Demobilize a million soldiers and send them home angry, and the first question they will ask is what the hell was this all for. The only lever that works is military defeat, full stop. Ukraine is delivering that defeat month after month, grinding through 35,000 Russian soldiers while Moscow cannot even replace them fast enough. Our long-range strikes are scaling up dramatically. By the end of 2026 they will be two to five times more intense. Russian logistics at operational depth will burn, Crimea will be isolated, and the occupiers will keep losing more men taking villages than those villages had residents before the war. The math is brutal and unidirectional. Every drone hit, every refinery strike, every artillery shell produced by our growing defense industry tightens the noose. The West does not need to do the bleeding. It only needs to supply the tools at the pace this war actually demands instead of the pace that keeps European politicians comfortable. Arming Ukraine is not charity. It is the cheapest insurance policy Europe has ever been offered. Moscow's collapse into multiple smaller states after military defeat is not a threat to global stability. It is the overdue correction the continent needs. The USSR fell and the sky did not cave in. A post-imperial Russia broken into normal-sized countries will be even better for everyone except the Kremlin kleptocrats and their useful idiots in Western capitals. The petrol queues are just theatre. The real show is an empire discovering it has already lost its future and is now burning through its present to delay admitting it. Ukraine will keep accelerating that admission until the only thing left for Moscow is unconditional acceptance of reality. No truces, no frozen lines, no face-saving diplomacy. Only victory.

medoyid_ua

27,160 次观看 • 16 天前

The Great Equalizer: How I Iterated Through 90+ Strategies to Automate My Financial Freedom ninety strategies sounds like a death wish but it is actually the only way to find your edge in a market designed to liquidate you. most traders are out here gambling with their rent money while the big players are using automated systems to harvest their liquidations. i know this because i spent hundreds of thousands of dollars on developers for apps thinking i could never code myself. i was getting wrecked by over trading and watching my accounts hit zero while i slept. code became the great equalizer for me because it removed the emotion that was killing my bankroll. i decided to learn to code live so i could iterate to success and now i have fully automated systems trading for me instead of getting liquidated by every wick. i just saw someone lose ten million dollars in a single month because they were trading by hand and got addicted to the screen. you have to understand that if you are not automating you are the exit liquidity for someone who is. the reality of advanced futures trading is not about finding one holy grail bot that prints money forever. it is about research and back testing until you find a strategy that has a statistical advantage. one of the most slept on concepts is variable risk scaling where you actually change your position size based on how volatile the market is. instead of just betting the same amount every time you increase your size when volatility is low and scale back when the market starts moving like crazy. this keeps you in the game during the draw downs that usually wipe people out. most people do the opposite and revenge trade with bigger size when they are losing which is the fastest way to the cemetery. i used to think i needed to be the smartest guy in the room to make this work but i realized i just needed to be the most disciplined with my risk parameters. there is a secret hidden in funding rates and basis trading that most retail traders never even look at. while everyone else is trying to guess if bitcoin is going to the moon or the floor you can actually make consistent money through funding rate arbitrage. you basically buy the asset in the spot market and simultaneously sell it in the futures market when the funding rate is high. you just sit there and collect the interest payments from the gamblers who are over leveraged on the other side. it is basically free money if you can manage the fees and keep your execution precise. i used to ignore these low yield plays because i wanted the big home runs but those home runs usually came with massive strikeouts. now i look for these carry trades as a way to keep the equity curve moving up and to the right while others are sweating over every price change. most traders fail because they use lagging indicators and expect them to predict the future with one hundred percent accuracy. the truth is that even the best trend following strategies like the golden cross or moving average crossovers only have about sixty five percent accuracy. you have to combine these with filters like the average directional index or relative strength index to make sure you are not just buying a fake breakout. a lot of people get chopped up in sideways markets because they do not have a trend strength filter to tell them to stay out of the trade. i learned to use multiple time frames to confirm my breakouts because if the one hour and the four hour charts are not saying the same thing then the trade is probably a trap. you have to be a searcher looking for those golden nuggets of alpha buried in mountains of data. i used to think that machine learning and genetic algorithms were just buzzwords that did not actually work for trading. then i realized that the 1990s tech trap is real and if you are still using basic indicators without any optimization you are decades behind. genetic algorithms are wild because they simulate natural selection to find the best parameters for your strategy through trial and error. you can actually build an environment where your bot learns from its own mistakes and optimizes its decision making process over time. i spent so much time thinking i was not smart enough to do this but once i started iterating live i found that the machines are much better at following rules than i ever was. code is the only way to compete with the high frequency firms that are looking for any tiny mispricing in the order book. slippage and bad execution will eat your profits faster than a bad trade ever could if you are not careful. most people just hit the market buy button and pay the spread and the fees without a second thought. you should be using smart order routing and limit orders to capture the bid ask spread instead of paying it to the market makers. i started using time weighted average price execution to spread my larger orders out over time so i did not move the market against myself. it is these tiny details in execution that separate the professional quants from the people who are just playing around. i had to learn this the hard way after losing a fortune on bad entries and exits that could have been avoided with a few lines of code. the ultimate goal of all of this is to build a compounding machine that grows your capital while you are living your life. you have to automate the reinvestment of your profits so that your position sizes grow as your account grows without you having to manually adjust anything. i like to use automated compounding algorithms that take a portion of my wins and put them back into the systems that are performing the best. this creates a snowball effect where your returns start to accelerate as the base capital increases. it took me years to realize that i did not need to be at the desk for eighteen hours a day to make life changing money. i just needed to build a system that was smarter and more disciplined than my own human brain. cross asset skew and volatility surface arbitrage are where the real quants play when the market gets efficient. you can look for mispricings between highly correlated assets like bitcoin and ethereum and trade the spread between them. when one asset gets overvalued relative to the other you short the leader and long the laggard until they revert back to the mean. this is a much safer way to trade because you are not betting on the direction of the market but rather the relationship between two assets. i spent a lot of money trying to guess the next big move before i realized that trading the relationship between assets was much more consistent. iteration is the only way to find these winks in the market that the average trader is completely blind to. it is a cold world in finance and most people are out here trying to step on your neck to get ahead. i believe that sharing this knowledge is important because code is the only thing that can give a regular person a fighting chance against the institutions. i started from zero and learned everything through failing and losing money until i finally figured out how to automate. now i spend my time building and testing instead of worrying about the next liquidation candle. you have to decide today if you want to keep being the exit liquidity or if you want to start building your own systems. the tools are all there and the data is accessible if you are willing to put in the work and stop negotiating with yourself. successful trading is not about being lucky it is about being prepared and having a system that can handle any market regime. whether the market is in a bull run or a total crash your bots should know exactly what to do based on the rules you have coded into them. i use risk weighted allocation to make sure that my capital is always moving toward the strategies with the highest sharp ratio and the lowest volatility. this keeps the portfolio stable even when the crypto market is going through its typical insane swings. i finally found peace in this game because i know that my automated systems are following the math while everyone else is following their feelings. code is the great equalizer and it is time for you to start using it to protect your future and build your empire there are over ninety strategies you can test and most of them will not work for your specific style but you only need one or two to change your life. i have built a fat list of ideas from research and i spend every day back testing and refining them to stay ahead of the curve. do not let the fear of coding stop you from taking control of your financial destiny because i am living proof that anyone can learn. i would rather spend my time iterating to success than getting liquidated by some random news event that i could not predict. the journey from losing hundreds of thousands to fully automated success was long but it was the best investment i ever made. keep your heart open and lead with love in this game and i promise the universe will start passing you those golden nuggets of alpha you have been searching for

Moon Dev

11,126 次观看 • 5 个月前

🚨SCAMMER @leviathanlocks🚨 (Please RT to help others not get scammed) DO NOT USE @leviathanlocks I signed up back in January and deposited $1,500. Within 7–10 days, they took away my Prop Builder… which was literally the #1 reason I signed up in the first place. Anyone in the OddsJam.com / Philipp community the last couple years knows live Prop Builder is one of the biggest edges out there ROI % wise. But accounts take it away extremely fast now and the limits are shit but if you want an easy edge to grind.. there you go! I also use PB for originated prop betting too. These services i mentioned are “betting tools” to help you make informed bets by showing price discrepancies in the market, not bots that actually place bets for you. I ran the balance up to about $3,600 in roughly 2 weeks… then PB gets shut off. After that, I barely even used the account. Maybe 2–3 prop bets a week on the main book, just to fill in spots I couldn’t get down elsewhere. A little over 2 weeks ago, I decided the juice wasn’t worth the squeeze anymore. No PB = not much value for me there. So I decided to cash out. March 31st: I text their customer service number to withdraw. No response. I DM @leviathanlocks on X. He tells me I must’ve gotten skipped. Then on April 5th, the “CS guy” finally texts me back and asks for a Venmo. I send it. April 6th: he texts me asking “ u used a bot on us?” Short answer: No. He tells me I’ll get paid… but I’ll be slow paid. I wait a few days. April 10th: I text again asking when I’ll be paid. He replies: “Monday.” Insinuating (April 13th) Monday comes… No payment. I text the “CS” guy again. No response. I message @leviathanlocks again… and now he keeps accusing me of using a bot over and over. Still says I’ll be slow paid. At that point I said: At minimum, send me my $1,500 deposit back TODAY and I’ll wait on the profit. Otherwise I’m taking it public so other people don’t get burned too. His response? “Make your post.” So here we are. At the end of the day, I’m not even looking to accomplish much here. They stole $2,700 from me. Peanuts in the grand scheme but it’s the principle. And I don’t want to see others keep a significant size of their bankroll in a book like this and get scammed. And the funniest part? I used my actual THEARBFATHER account. Believe it or not, I’ve had books straight up tell me “no thanks”. Others take the action, limit/cut me off, and still pay me like they’re supposed to. I’d rather go through the front door honestly than play the burner account game and duck/dodge like that if I don’t have too on bookies. End of the day on everything I love I didn’t use a bot, I went through the front door on my actual twitter account, I made a little $$ and this scam ass site is saying whatever to get out of paying. Straight up theft, stay clear of these 🤡 @leviathanlocks

THEARBFATHER

280,151 次观看 • 3 个月前

Vayne takes you on a hunt. you don't know why. she doesn't take anyone. she says stay behind me. don't speak unless i speak first. don't make a sound when we move. you say yes. she looks at you for a second longer than usual. "if i tell you to run, you run. you don't look back for me. are we clear" you say yes. she doesn't answer. she just turns and walks out the door. you follow her through the city streets. she moves different when she's working. shoulders lower. steps shorter. her head doesn't turn but her eyes do. you can feel her cataloguing everything. the man smoking outside the tavern. the cat under the cart. the second floor window with the curtain half drawn. she leads you through an alley you didn't know existed. stops at a brick wall. then she climbs. there are handholds carved into the mortar that you wouldn't have noticed if she hadn't used them first. she's halfway up before she realizes you're still at the bottom. she looks down at you. "up" you climb. your hands are shaking by the time you reach the top. the roof is flat. old clay tiles along the edges. a low wall you can crouch behind. the city stretches out below you in every direction. a thousand windows glowing gold in the dusk. she's already at the far side. crouched. crossbow unslung. watching a building across the square. she doesn't look at you when you come up beside her. "stay low" you crouch. "that building. third floor. second window from the left" you look. "i see it" he'll come to that window sometime tonight. i've watched him do it for three nights. i want to know who he meets you ask who he is. her jaw tightens. "a demon pretending to be a man" you don't ask what that means. you settle in beside her. the wind is up here. it pulls at her hair and she doesn't bother fixing it. the sun is going down behind her. her profile in the gold light looks like something carved. her hands on the crossbow are steady. completely still. you've never seen anyone be this still. an hour passes. she doesn't move. you try not to move. your leg falls asleep. you shift an inch. she looks at you. you go completely still again. she looks back at the window. another hour. the sun is gone. the city is blue and black. lamps are lighting up one by one. the air is getting cold. you're shivering before you realize you're shivering. she notices. she doesn't say anything. then she takes off her cloak. doesn't look at you. holds it out to the side. "take it" you say "you'll be cold" "i don't get cold. take it" you take it. it's warm from her. it smells like leather and steel and something underneath. pine. smoke. something you can't name. you put it around your shoulders. the hem pools on the tile. it's huge on you. it's not huge on her. you hadn't realized how tall she is until you were wearing her cloak. she doesn't look at you for the next ten minutes. the stars come out. she shifts closer to you. just a little. so her shoulder is almost touching yours. you don't say anything about it. she doesn't either. you can feel the heat coming off her even through the cloak. another hour. still nothing at the window. she says "tell me something" you blink. "what" "anything. i need to stay sharp. talking keeps me sharp. not about the target. something else" you didn't expect that. you tell her about a book you've been reading. she listens. actually listens. her eyes never leave the window but you can tell she's hearing every word. she asks one question. you answer. she goes quiet again. you keep talking. quieter now. she interrupts you. "shh" she's not looking at the window anymore. she's looking at the roof two buildings over. you don't see anything. you don't see anything for a long time. then you do. a shadow that moves the wrong way. her hand finds yours. she doesn't look at you when she does it. her eyes don't leave the shadow. her fingers lace through yours and LOCK. tight. too tight. knuckles going white around your hand. "don't move" she breathes. you don't move. you can feel every ounce of her focus through her grip. it's not a lover's hold. it's a predator's. every muscle in her hand coiled. ready to drop yours the instant she needs the crossbow. she's not holding you for you. she's holding you to keep track of where you are without having to look. it should scare you. it doesn't. there is something about being held that tight by someone that dangerous that makes the rest of the world go quiet. your heartbeat slows. your breathing slows. the cold stops mattering. you are not the one hunting but you are with the one who is. and nothing is going to get through her to reach you. the shadow crosses the roof and disappears into a stairwell. she watches the spot it left for another full minute. her hand is still locked around yours. she doesn't loosen it. you don't want her to. finally she lets out a breath you didn't know she was holding. "not him. but someone who works for him" her grip eases. slowly. finger by finger. like she's having to consciously tell each one to let go. the last one is her thumb. it stays against your palm for half a second longer than the rest. then she takes her hand back. the cold rushes in where she was. she glances at you. just for a second. then she looks back at the window. the rest of the night she's quieter than before. the target never shows. when the sky starts turning grey she stands up. stretches. rolls her shoulders. looks out over the city one last time. "we're done" you stand too. your legs don't work right. she catches your elbow without looking. "careful" she keeps her hand there until you're steady. then she takes it away. you start to hand her cloak back. she says "keep it for the climb down" she goes first. you follow. the handholds are easier going down once you know where they are. when you're both on the ground she turns to take the cloak. you hand it to her. her fingers brush yours. she doesn't pull back as fast as she usually does. she puts the cloak back on. it's warm now. from you. she has to notice. she doesn't say anything about it. she walks you home. at your door she stops. "don't tell anyone what you saw tonight" you say "i didn't see much" she looks at you. her eyes in the lamplight. the edge of her mouth. almost softer than it should be. "you saw enough" then she turns and walks back into the dark. you close the door. your hand still feels cold where hers was. you can still smell pine on your shirt. you don't sleep. Study the Saskio way

Tony Chau

11,734 次观看 • 2 个月前

This is going to be a long one. Below is a response to my "no posting" until BTC is over $100k post. I also a quick scroll of my timeline. I figure I owe a response, so here I am. But this perfectly encapsulates the life of an NFT founder. Specifically, the non rugging founders. ✅Regarding not posting until Bitcoin hits $100k 1.) Obviously a joke, since I posted 2 days later and have been reposting others since. 2.) Knew I was going to be light on X because of grandmother's funeral and busy time with IRL work. 3.) I thought BTC would bounce back within a few days. 4.) I loathe being on X in general. I surely loath it when prices are down. ☑️People crying ☑️People trolling ☑️People lying ☑️Holders getting frustrated ☑️People who don't have the money, upset that their get quick rich hopes did not pan out. ☑️Shysters prowling the timeline dragging their clout chasing and money desperate followers from meta to meta making money off them. ☑️etc. Just look at the quick scroll on my timeline in the video below. *It is the equivalent to what you would see if you put a flea market inside of an insane asylum.* ✅Regarding me talking about my bags not going up, but also saying I don't care about the Frog floor price. 1⃣If I was on the timeline saying an asset I sold to you was going to increase in price because of actions I am taking (through no efforts of your own), then it would be considered a security. This is a black and white issue. That is a risk I am NOT willing to take. Period. 2⃣ Also, how are all those other founders doing that were bull posting their floors? Now they have a bunch of new holders that are down bad. Down tens of thousands of dollars in some cases. As you said.. once your number is hit, then you will sell. So then what happens? A new group of holders come in with a higher cost basis. When does that loop end? Set the legal stuff from #1 aside. I do my best to give an honest assessment. And I have been saying for years that NFTs are not going to have the same bull run they had in 2021/2022. That does not mean prices will not go up. It simply means that the returns will be less. So I am sorry. But I am not going to bull post our floor price, because I have NO IDEA what the floor or the ceiling is on any NFT project. 3⃣ You log in every day to check the floor price to see if something you bought has increased in price so that you can make a return on your investment and show your friends and family. I wake up every day. Work my IRL job to the best of my ability. Because that is what the stakeholders in that company expect of me and that is what my family needs from me. I then spend the majority of my additional time figuring out how to keep the Frogs relevant and how to bring utility and ultimately relevancy to our ecosystem. I work 80-100 hours a week to make these things happen. I don't log on and wait for someone else to do it for me. 4⃣ I talk about my bags because I have to talk about something relevant to our industry. Because I have to stay relevant in the industry and stay on people's algo in order to keep the Frogs front and center. I don't want to talk about any of this crap. I don't care about anyone's opinion on this app. Most of the opinions and takes are fake, recycled, or made by people who have no idea what they are talking about. I also don't expect anyone to care about mine. But I still have to push it forward on this app. Because if I don't the ecosystem will die. So yes. I talk about my bags. But do you see me complaining to any of the founders? Do you see me asking them what they are doing? Do you see me under the posts being pissed off that the price is not going up? No. Because I am speculating on them. That is not their problem. That is my problem. By the way, I also try and give an honest take on all the things I talk about. That is not always popular and has probably hurt our project from a floor price standpoint. But that won't stop either. Again. I would rather post nothing. But I can't do that. ---------------------------- To anyone else reading this. Stop trying to get rich quick. Contrary to what these all these 20 year old life coaches tell you... that is not how life works. It takes hard work, skills, intelligence, and luck. If you only rely on the luck... you are not going to make it. P.S. -- Buying a coin that 1000X is luck. Don't fool yourselves.
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This is going to be a long one. Below is a response to my "no posting" until BTC is over $100k post. I also a quick scroll of my timeline. I figure I owe a response, so here I am. But this perfectly encapsulates the life of an NFT founder. Specifically, the non rugging founders. ✅Regarding not posting until Bitcoin hits $100k 1.) Obviously a joke, since I posted 2 days later and have been reposting others since. 2.) Knew I was going to be light on X because of grandmother's funeral and busy time with IRL work. 3.) I thought BTC would bounce back within a few days. 4.) I loathe being on X in general. I surely loath it when prices are down. ☑️People crying ☑️People trolling ☑️People lying ☑️Holders getting frustrated ☑️People who don't have the money, upset that their get quick rich hopes did not pan out. ☑️Shysters prowling the timeline dragging their clout chasing and money desperate followers from meta to meta making money off them. ☑️etc. Just look at the quick scroll on my timeline in the video below. *It is the equivalent to what you would see if you put a flea market inside of an insane asylum.* ✅Regarding me talking about my bags not going up, but also saying I don't care about the Frog floor price. 1⃣If I was on the timeline saying an asset I sold to you was going to increase in price because of actions I am taking (through no efforts of your own), then it would be considered a security. This is a black and white issue. That is a risk I am NOT willing to take. Period. 2⃣ Also, how are all those other founders doing that were bull posting their floors? Now they have a bunch of new holders that are down bad. Down tens of thousands of dollars in some cases. As you said.. once your number is hit, then you will sell. So then what happens? A new group of holders come in with a higher cost basis. When does that loop end? Set the legal stuff from #1 aside. I do my best to give an honest assessment. And I have been saying for years that NFTs are not going to have the same bull run they had in 2021/2022. That does not mean prices will not go up. It simply means that the returns will be less. So I am sorry. But I am not going to bull post our floor price, because I have NO IDEA what the floor or the ceiling is on any NFT project. 3⃣ You log in every day to check the floor price to see if something you bought has increased in price so that you can make a return on your investment and show your friends and family. I wake up every day. Work my IRL job to the best of my ability. Because that is what the stakeholders in that company expect of me and that is what my family needs from me. I then spend the majority of my additional time figuring out how to keep the Frogs relevant and how to bring utility and ultimately relevancy to our ecosystem. I work 80-100 hours a week to make these things happen. I don't log on and wait for someone else to do it for me. 4⃣ I talk about my bags because I have to talk about something relevant to our industry. Because I have to stay relevant in the industry and stay on people's algo in order to keep the Frogs front and center. I don't want to talk about any of this crap. I don't care about anyone's opinion on this app. Most of the opinions and takes are fake, recycled, or made by people who have no idea what they are talking about. I also don't expect anyone to care about mine. But I still have to push it forward on this app. Because if I don't the ecosystem will die. So yes. I talk about my bags. But do you see me complaining to any of the founders? Do you see me asking them what they are doing? Do you see me under the posts being pissed off that the price is not going up? No. Because I am speculating on them. That is not their problem. That is my problem. By the way, I also try and give an honest take on all the things I talk about. That is not always popular and has probably hurt our project from a floor price standpoint. But that won't stop either. Again. I would rather post nothing. But I can't do that. ---------------------------- To anyone else reading this. Stop trying to get rich quick. Contrary to what these all these 20 year old life coaches tell you... that is not how life works. It takes hard work, skills, intelligence, and luck. If you only rely on the luck... you are not going to make it. P.S. -- Buying a coin that 1000X is luck. Don't fool yourselves.

Pons Asinorum

15,951 次观看 • 1 年前

New Yorker writer James Verini argues that Ukraine is close to winning its war with Russia, that the United States should keep helping until Kyiv recovers every occupied inch of land, and that Joe Biden did more for Ukraine than Donald Trump has. Verini is the author of a new book, The Theater: Courage and Survival in the Defining Atrocity of the Ukraine War. “Anyone following this war closely will tell you it’s extremely possible that Ukraine will take this land back without any treaty or without any intervention from Trump,” he said in a podcast interview with Public. He estimates Russia has now taken roughly one million casualties, with as many as half a million dead, a toll he calls unsustainable and likely to break the regime. “I’m convinced it’s going to translate into a popular uprising,” said Verini, “if not against Putin, then at least against this war.” On American policy, he argues that the United States must keep arming, funding, and sharing intelligence with Ukraine until Kyiv recovers the territories Russia has seized since 2022. “The Ukrainians will never submit to a truce or a peace agreement that allows Russia to keep any of the territories it’s occupied since 2022,” he said. Verini describes Russia’s invasion as a colonial war of annihilation and frames continued American support as both a moral duty and a winning bet. “If you want to bet on a winner,” he said, “you’d be betting on Ukraine right now, not on Russia.” But much of the foreign policy establishment has reached a different conclusion than Verini’s. Most Western military analysts describe the war as a grinding war of attrition that shifted modestly in Russia’s favor in 2025. Russia controls about one-fifth of Ukraine, including Crimea and other territory occupied before 2022. Depending on the dataset, Russian forces captured roughly 4,800 to 5,600 square kilometers in 2025, the largest annual gain since 2022. Ukraine has not achieved a large-scale reconquest of occupied Ukrainian territory comparable to the Kharkiv and Kherson counteroffensives, though it has conducted later offensive operations, including the 2024 Kursk incursion and localized counteroffensives in 2025. Verini is right that Russia has paid an enormous price for its slow advance. Russia lost roughly 1.2 million troops killed, wounded, or missing between February 2022 and December 2025, including up to 325,000 dead. Verified Russian deaths reached at least 152,142 by November 2025, based on obituary tallies by independent Russian media. UK officials estimated roughly 420,000 Russian casualties in 2025, including up to 200,000 killed. Russia lost more than 1,000 armored vehicles and 500 tanks just in the fight for Pokrovsk since October 2023. Ukrainian long-range drones have repeatedly hit Russian refineries, fuel depots, and ammunition plants. The number of dead, Verini argues, is becoming politically intolerable across Russian villages and Central Asian recruit pools. But Verini’s picture remains optimistic. Ukraine lost between 500,000 and 600,000 of its own troops, including up to 140,000 dead. The Russian field force, drawn from a population three times the size of Ukraine’s, can absorb losses Ukraine cannot. Both armies fight a drone war now, and Russian Shahed and Lancet attacks have devastated Ukrainian power infrastructure and front-line units throughout 2025. Russian forces entered Pokrovsk in October 2025 after massing 156,000 troops around the city. Ukraine’s top military commander ordered Ukrainian units to withdraw from hard-to-defend positions in early December. Mainstream Russia analysts have not endorsed Verini’s prediction of an imminent uprising against Putin. Russian opinion polls show 66% of Russians supporting peace negotiations rather than regime change. Ukrainians themselves have shifted toward accepting some territorial loss as part of a peace deal. The Kyiv International Institute of Sociology has tracked attitudes on territorial concessions since 2022. In the first months of full-scale war, 82% of Ukrainians rejected any land-for-peace deal. By late 2025, that share had fallen to 54%, with 38% willing to accept some losses for a faster end to the war. In a late-December 2025 poll, the share of Ukrainians who categorically rejected formally recognizing occupied territories as Russian fell by nine percentage points from October. A separate tally found that 72% of Ukrainians could approve a deal that froze the current front line, included security guarantees, and avoided legal recognition of occupied land as Russian. Ukrainian battlefield casualties, blackouts, and a falling birthrate are eroding the maximalist position Zelensky has held since 2022. The longer the war runs, the more Ukrainians edge toward a freeze.... Please subscribe now to support Public's award-winning journalism, read the rest of the article, and watch the full podcast!

Michael Shellenberger

29,018 次观看 • 1 个月前

The 118,000% Alpha: Building a High-Frequency AI Trading Floor with Claude Code if you think claude code is just for writing simple scripts then you are already losing to the bots that are hunting your liquidity right now. most traders are still clicking buttons while i have an ai employee running backtests on twenty eight different data sources simultaneously. i am going to show you how a strategy that returned over four hundred thousand percent was built in minutes using a secret sub agent workflow most people treat ai like a chatbot but i treat it like a quant architect that builds systems better than the devs i used to pay hundreds of thousands of dollars. there is one specific indicator combo that actually survived a stress test across tesla and bitcoin at the same time and i will reveal that logic further down. we have to talk about why your current backtests are probably lying to you before we get into the code my name is moon dev and i truly believe that code is the great equalizer in this world. for years i was the guy getting liquidated and overtrading because i was letting my emotions drive the wheel. i spent an insane amount of money hiring developers to build apps for me because i thought i was not smart enough to code myself. through that pain i realized that if i wanted to win i had to automate everything and learn to do it live on youtube for the world to see the secret to trading with claude code is not asking it for a strategy but using it to build a backtest architect. this sub agent acts as a consistent employee that understands how to test against massive datasets without getting tired. it allows me to iterate through hundreds of ideas in the time it used to take me to write one single line of python. this is how i found the strategy that hit a one hundred and eighteen thousand percent return on a single run there is a massive trap that almost every beginner falls into when they start using ai for trading. they find a strategy that looks amazing on one chart and they think they found the holy grail of wealth. that is usually just a lucky fluke or a curve fit mess that will blow up your account next week. the real secret to staying alive is the multi data testing system that claude built for me today we test every single idea against bitcoin and ethereum and solana but we also throw in apple and tesla and nvidia. if a strategy only works on crypto it is probably just riding a trend that is already over. i want to find the logic that is robust enough to handle the volatility of a meme coin and the steady grind of a blue chip stock. this is the only way to prove that the code actually has an edge in the market before we dive into the kalman filter logic i have to tell you about the dca bot i have running on solana right now. it is called housecoin and the thesis behind it is either going to make me a genius or leave me with nothing. it is buying every time we are under the five minute sma and i have been checking the transactions live. i will explain the risk management behind this "all or nothing" play shortly but first we need to look at the winners the winner of today was the acceleration bands combined with a kalman filter. the kalman filter is incredible because it helps remove the noise and lag that you get with standard moving averages. most indicators repaint which means they change their past values to look better after the price has already moved. the way i have implemented this filter prevents that trap so the results you see in the backtest are actually tradable when we ran the acceleration bands across the hourly nvidia chart it returned over two hundred percent while the underlying asset was down forty percent. that is a massive alpha gap that most people will never see because they are stuck using standard rsi settings. i have found that adding a volatility breakout with atr to this setup helps catch the moves that the banks are trying to hide. the math behind the atr breakout is what kept me from getting chopped up in the sideway ranges you might be wondering why i am giving all this code away for free on github instead of keeping it in a vault. it is because i remember what it felt like to be on the other side of the trade losing money every single day. i want to build a community of quads that are all researching and backtesting together. the goal is to chase the legacy of jim simons who proved that math and code are the only things that matter in the long run the rbi system is the framework that i follow every single day without exception. it stands for research and backtest and implement. most traders skip the middle step because they are too impatient to see the results. they hear a rumor on twitter and they buy the top only to get liquidated when the whales decide to take profits. if you do not backtest your ideas then you are just gambling with your life savings i am spending around forty to one hundred dollars a day on claude opus tokens because it is a drop in the bucket compared to what a developer would charge. this ai does not need a lunch break and it does not get bored when i ask it to create sixty different variations of a strategy. we just created five different parabolic sar versions today and found that the long only setup was the only one worth keeping. it returned sixteen thousand percent on the soul data set because it stayed out of the short side traps shorting crypto is extremely dangerous and usually not worth the stress for most people. i have found that focusing on long only strategies with a tight trail stop is the most consistent way to grow an account. the sub agent architect allowed me to verify this across twenty five data sources in less than ten minutes. this speed of iteration is the only way to stay ahead of the curve in an industry that changes every few seconds the dca bot i mentioned earlier is still grinding away and buying the dips as we speak. i have built it to be a long term play where i am slowly accumulating a position in housecoin based on smas. if the price stays under the moving average the bot keeps buying and if it goes above then it sits on its hands. it is a simple logic but it removes the human desire to "buy the moon" when the price is already overextended i found that the camarilla pivot indicator was mostly trash today when we ran the numbers. even though it looks fancy on a chart the backtest showed negative expectancy across almost every asset we tried. this is why backtesting is so important because it kills the "indicator porn" that influencers use to sell you courses. i would much rather know that a strategy is a loser now than find out after i put real money on the line the true secret to using claude code is to treat it like a partner and not just a tool. i ask it to find anomalies and then i ask it to prove me wrong by testing it against the worst market conditions in history. if a strategy can survive the 2022 crypto crash and the 2020 stock market dip then i might consider it for a live run. we are stepping on the gas every single day because there are always new anomalies popping up if you are fast enough to find them i have uploaded over twenty five new backtests to the github today for everyone to use. code is the equalizer because it does not care about your background or how much money you started with. if you can write the logic and prove the edge then the market has to pay you. i am going to keep building in public and showing the wins and the losses because that is the only way to stay real in this space the final piece of the puzzle is the mindset of iteration over perfection. i would rather run a hundred messy backtests today than spend a month trying to write one perfect script. the ai allows me to fail fast so that i can find the winners that actually move the needle. my housecoin dca bot is a testament to that philosophy of just building and letting the systems do the heavy lifting for me if you are still trading by hand you are playing a game that is rigged against you by the biggest firms in the world. they have the best servers and the best data and the best phds but they do not have your specific creativity. when you combine your ideas with the power of claude code you are creating a custom weapon that they have never seen before. i will see you in the code and we will keep chasing the goat until we find that ultimate edge

Moon Dev

18,390 次观看 • 5 个月前

The “I never wanted any of this to be public or content” Myth I never wanted any of this to come out. Except I actually mean that. It’s embarrassing, it’s trashy, and it’s the opposite of how I want to present myself publicly. I stayed silent for months while lie after lie was spun about me behind the scenes because I didn’t want to air private, messy moments from a relationship I genuinely cared about. I stayed silent out of fear, because I was told no one would believe me because he would be blindly believed on his large platform. In one of our very last conversations before I blocked him everywhere mid-October, he threatened to do a show on me, contact my employer, and “turn me into the next Lindsey”. Why? Because I didn’t want to continue apologizing to him for the 300th time about venting to someone I thought was a friend. I stayed silent because of these threats. But after Wednesday, after Chelsea posted the private video Aidan gave her, (the same one he threatened me with directly back on 10/2), and after the gaslighting posts yesterday, I don’t have a choice anymore. So here is the timeline. Here are the receipts. Here is what actually happened. September-October 2025- I Stayed Silent Through Months of Smear Campaigns For months, several creators repeated the same false narrative that “Aidan never said a bad word about Meredith.” Jess. Glarer. Auntie Deb. Kim. Ray from Dallas. Others. Meanwhile, Aidan was: • Badmouthing me privately and encouraging others to do so publicly, • Texting Joe “Flipperhead” entire paragraphs trashing me, • Aidan knew Joe would leak them (and even bragged on a stream that he did exactly that so he’d leak them), • Sending Jess Machado after me for months on her large platform, • Directing people behind the scenes to paint me as a villain. • Sending random people who supported me DMs to change their mind (yes Aidan, not everyone is fooled by your bullshit and they came right to me). I ignored all of it. I said nothing. I stayed silent through daily lies because I didn’t want to call more attention to it or face Aidan’s wrath. November 2025 -The Rumors About “March 4”, Joe Flipperhead Flips to Team Aidan Aidan texted Joe his entire made-up version weeks ago. Joe circulated those texts on purpose. Joe threatened me with posting a video montage of mine and Aidan’s private texts. Joe is a pussy so he eventually had Kristy post it for him. Creators discussed it publicly without me ever responding. I STILL didn’t defend myself. November 26-27, 2025- Ratchet Chelsea: The Full 48 Hour Meltdown 11/26/25- The Unprovoked Attack & The March 4 Video On Tuesday night, Chelsea came out of nowhere and launched herself straight at me, accusing me of all kinds of conspiracies from harassment to the horrific crime of sending a friend request, which is explained in vivid detail in the below post (she’s since gone somewhat viral, love this for her!) She spent the next 24 hours thoroughly embarrassing herself and the moment anyone challenged her story even slightly, she did what she always does: she imploded. Her accusations spiraled into her posting the March 4 video. On 11/26/25 at 11:08 PM, Chelsea posted the first clip–a blanket, context-less snippet of me drunk saying something I immediately apologized for the next morning. At 11:50 PM, I responded because at that point, I had no choice. 11/27/25-The Gaslighting & 9-Minute Backpedal Then yesterday, Aidan tried to save face by posting that he “didn’t want the video to be public.” And like clockwork, nine minutes later, Chelsea came charging into the comments like a Temu-sponsored bat out of hell, scrambling to apologize, trying to rewrite reality so it looked like he didn’t send her to do it. It was panicked, sloppy damage control. An amateur quality cover-up attempt that only made it more obvious how coordinated this all was. She wasn’t apologizing because she grew a conscience. She was apologizing because she got caught doing exactly what she’d been primed to do. I wonder if Aidan called her “you should’ve waited at least 20 minutes, dumbass!!!”. Not too bright that Chelsea. I can only imagine the regrets he must have for utilizing someone with the IQ of a pencil to do his dirty work. The Coordination Between Aidan & Chelsea Is Obvious Chelsea had virtually NO followers Wednesday morning. Aidan was one of the first. We’re supposed to believe someone with 150k followers just stumbled on an account that starts posting HIS private messages and HIS private videos? Kk. Aidan commented on her posts that same day, clearly encouraging it. She confirmed in my DMs back on 11/6 that she and Aidan were aligned. And she literally wrote at 4:04 AM that she had “proof,” videos & screenshots she would release if I didn’t “stop calling” her, calls she still hasn’t produced a single shred of proof of. Then yesterday within 9 minutes of his post, she writes: “Sorry for going rogue, Aidan, I hope you don’t hate my guts.” Going rogue? From WHAT? Who gave you the material in the first place? The coordination is obvious to anyone with functioning brain cells. The “I never wanted this public” lie Aidan’s post yesterday claimed he “never wanted this to be public.” If this were true, why did he instruct Chelsea to post it? Why did he share it with Jess Machado to threaten me with for the last month? Why did he share it with Joe Flipperhead, and God knows who else? If he didn’t want it public, he wouldn’t have shared it with anyone, let alone the girl I caught him cheating with. The timeline is clear– Chelsea posted a video at 11:08 pm on Thanksgiving Eve, I responded at 11:50 out of self defense. He leaked first. He escalated first. He weaponized it first. Trying to rewrite that now is gaslighting, pure and simple. He's been lighting matches behind the scenes for months, praying for this to go public. The “Meredith accused him of abuse” narrative is FALSE My actions tell the truth: • I never went to police. • I never filed anything. • I never told anyone he hit me. • I never repeated it. • I apologized the next day. • We stayed together for FOUR more months after that night. • He called me 100+ times some days, even indicating he’d end his life if we broke up. If he believed I was “dangerous,” his actions would have said that. They didn’t. The only reason this is public now is because HE leaked it. Actions > drunk slurred words said because a camera was shoved in my face when I asked him repeatedly to stop filming and to leave. The Wilbur Theatre Rumors—Let’s get petty for a second. This is another topic I’m cringing at discussing but we can thank Aidan for since he shared our sexual messages with Joe Flipperhead. And since some people (Auntie Deb, sweetie, this means you) insist on pushing their Dollar Store fan-fiction about the Wilbur Theatre night, let’s actually walk through what happened, using facts instead of whatever drug-induced hallucinations you’ve been spinning this week. The rumor goes like this- I was “mad at Aidan because we didn’t hook up,” and to “prove” it, they trot out a cherry-picked text where I said I wanted to hook up, he didn’t answer, and the next morning I said I was drunk and sorry. And somehow this has been spun into me being desperate, obsessed, or pining like a background character in a teenage soap opera. Adorable. Wrong, but adorable. Here’s the real plot twist-Aidan and I had already been together literally two days earlier, and shocker-that was initiated by him, not me. I didn’t just “show up at the Wilbur”. He invited me to come to the after party at Encore knowing I had a wedding earlier in the night. I wanted to see my friends there who I actually met to go with. This wasn’t a surprise, it was planned ahead of time. The “I was drunk, sorry” message wasn’t heartbreak. It wasn’t longing. It was me politely tapping the brakes because I didn’t even want to entertain whatever bad path it could lead us back down. And then? He texted me asking about my brother’s wedding, how I am, etc. I ignored him for a full week. Until I had no choice but to speak to him about MereNeill. That silence, from me, is what triggered his latest meltdown. Not mine. His. So no, Auntie Deb, your version isn’t “a different perspective.” It’s just wrong. Like wildly, hilariously, not-even-in-the-ballpark wrong. But sure, keep spinning fanfic if it makes your livestreams feel more exciting. I realize it’s probably been awhile since you’ve had any action since you’ve let yourself go so badly, so you live vicariously through others. Recap For MONTHS I ignored: • the texts he sent Joe to leak • the smear campaign • the creators parroting lies • the behind-the-scenes messages • the insinuations I hacked him and even shared revenge porn • the constant coordinated attacks • the threats of “turning me into the next Lindsey” • his warning that everyone would believe him because of his platform • the threats to contact my employer I didn’t clap back, didn’t retaliate, didn’t respond. But Wednesday, when Chelsea dumped the video he gave her, the same video she threatened weeks ago to drop, AND he posted pretending he didn’t want this all out? That was the line. They chose the nuclear option. Now I’m responding with facts in pure self-defense. Conclusion/Message for Temu Storm This entire mess could have stayed private. I wanted it to stay private. But when someone leaks your private moments, lies about your intentions, weaponizes your past, and coordinates an online attack, you either let the false narrative stand or you defend yourself. I’m choosing to defend myself with receipts, not gossip. With timelines, not “he said.” With evidence, not weaponized drunk clips. And then there’s Aidan’s favorite delusion. The claim that I was ‘working with Karen behind the scenes’ or ‘conspiring with her to get him in trouble for the recording.’ That could not be further from the truth. I didn’t even know he had recorded her until after she already knew about it herself. I wasn’t working with her, plotting with her, or communicating with her about it. She and I have always been friendly, but we didn’t even discuss the recording until it started leaking and Joe Flipperhead went feral on Twitter. Meanwhile, Aidan spent weeks screaming at me, accusing me of being some kind of secret double agent, like he was trying to create the betrayal he was terrified of. Almost a self-fulfilling prophecy. And here’s the reality: in the last few weeks, after he’s gone fully scorched earth on me, I have talked to her, and I support her 100%. The things he’s done to her over the past couple years, and the way he twisted it all for his followers, is the exact same manipulation I lived through. I’m not going into her details because that’s her story to tell… but let’s just say I have a feeling you’ll be hearing it sooner rather than later. And since this week has apparently become “Let’s All Fixate on Meredith Week,” let me address the content-creator sideshow, too. Some of you are strangers, while some I actually considered my friends. It’s shocking but not shocking how quickly you all flip a switch and follow your captain’s orders. Ray from Dallas spent his Sunday foaming at the mouth in a hostile little video about me, all bark, no substance. I saw it. I’m not intimidated. Mostly, I’m embarrassed for you. And your family(ies) will feel the same when your ass is doxxed next week. Can’t wait to tAkE tHaT WaLk with you! Then there’s Will, who’s gone on multiple streams calling me “crazy” and pretending he’s scared of me, despite me being nothing but nice to him. Why? Because he thinks I was the first one to tell Karen he heard the recording, which he absolutely did (unless Aidan is lying about who he played it for, but we know he’s actually telling the truth on this for once). She was informed of it the very next day, which is why she called you and you know this. This was two full days before I was even aware of a call at all. Will, for someone with your track record, maybe sit the “women are dangerous” narrative out. You’re not fooling anyone. I’m staring at 15 pages of police reports and no, it’s not all “things you’ve owned up for in the past”. You know this. Again, I’d take a very large seat here. And then my personal favorite-ex-fake friend Auntie Deb, who decided to spice up his Spaces on Thanksgiving by accusing me of distributing revenge porn with zero evidence, zero screenshots, zero anything. A completely fabricated felony tossed around like it’s gossip hour at the bingo hall. Considering your own professional history, James, I’d hope you of all people would understand how catastrophic false accusations can be, but apparently not. It would be a shame if I were to share the real reason around your separation at the middle school and how you wanted to bring Turtlenoy into it. This is all based on the several witnesses I’ve spoken to. See how that works? You announce things as fact based on something someone told you. I wonder if you’ll have that same enthusiasm when the topic is you. TBD. I’ll wait for that retraction about revenge porn. Ball’s in your court hun. And of course, there’s Jessica Machado, who’s been grinding this axe for months like it’s her full-time personality. Hos long did you cry when Chelsea beat you to the punch with that video? Don’t worry hun, there’s more but she didn’t post it because it’s not great for your fairytale. If you thought the fall-out of Kate’s video was bad, Jessica…stay tuned. I may have been momentarily distracted dealing with the chaos from Temu Chelsea, but there’s an army of your victims out there that are eager and ready for your downfall. The false claim that I shared “revenge porn,” the conspiracy theories, the wild accusations you present as fact, all of it. The 10+ streams you’ve now defamed me on. You’ve been so obsessed with me for so long that you can’t even keep your own narratives straight anymore. I love this so much for you. Let me be crystal clear–I am done being all of your punching bag. You love to spin this narrative that I’m this dangerous person. You’d think you’d lay off from constantly f*cking with me if you truly believed that. I would genuinely love for this nonsense to stop. But that requires ALL of you to stop manufacturing drama, stop lying, and stop weaponizing made-up crimes for clicks. And if they want to keep going? I’ve got plenty of content for many seasons to come.

Meredith O

16,962 次观看 • 7 个月前

I Built a 37.0 Profit Factor Bot by Cracking Every TradingView Source Code tradingview is a gold mine hiding in plain sight and i just found the master key to unlock every single secret hidden within its community scripts. most traders spend their entire lives staring at candles and hoping for a miracle while the actual alpha is buried in the open source code that nobody bothers to look at. i used to be that guy who sat there getting liquidated at three in the morning because i thought i could outplay the market with my gut feeling and some drawings on a screen. it turns out that the game is completely rigged against you if you are trading manually but there is a specific way to flip the script. i am going to show you how to stop guessing and start knowing exactly what works across every possible market condition before you ever risk a single dollar. i spent years losing money and thousands on developers because i thought i was not smart enough to code the systems myself but i was wrong. the first step to cracking the market is realizing that every indicator on the super charts has a source code section that is completely open to the public. you can literally scroll through the community scripts and pull the exact logic for thousands of different strategies that people claim are the holy grail of trading. but the secret is not just having the code because most of these indicators are actually garbage that will blow your account up in a week. this is where the real loop opens because you need a way to test these ideas across twenty five different data sets in seconds rather than months. i use a custom setup with ai agents specifically a sub agent i call the backtest architect to handle the heavy lifting of turning pine script into python code. the goal is to create a factory where you can feed in a raw indicator and get back a full report on its expectancy and profit factor without lifting a finger. most people find one strategy and marry it for life but a real data dog knows that you have to iterate to success or you will get left behind. i am running eighty one different backtests right now because i know that ninety percent of what i find will be trash but that remaining ten percent is where the wealth is made. the backtest architect knows exactly how to structure the folders and data paths so that we are testing everything from the base indicator to complex versions with filters. you might think that popular tools like fibonacci or order blocks are the way to go because everyone on social media talks about them like they are law. but when i actually ran the numbers through the machine the results were embarrassing and most of those strategies just resulted in negative expectancy. it is a dangerous trap to follow the crowd into a trade just because some guru said a certain level was important when the data shows it is a coin flip at best. the dynamic swing indicator was one of the few that actually held its weight during the recent massive testing sessions we ran. it was pulling in profit factors of over thirty seven with annualized returns that look too good to be true until you see the trade list. we combined it with filters like the adx and the money flow index to see if we could refine the signals and the results were absolutely staggering. when you have a system that can run through forty data sets while you are drinking tea you realize that manual trading is a form of self harm. i realized this after spending hundreds of thousands on apps and devs only to find out that i could just learn to build these bots myself live on the internet. the speed of iteration is the only thing that matters in this game because the faster you can fail the faster you can find the one strategy that actually prints. one of the biggest hurdles i faced was thinking that i needed to be a math genius or a senior engineer to automate my trading systems. the truth is that code is the great equalizer because it allows a regular person to compete with massive hedge funds by using the same logic and speed. i decided to learn everything in public because i wanted people to see the process of losing money with liquidations and then finally finding a path to automation. the reality of the market is that it moves in cycles and what worked yesterday will almost certainly fail tomorrow unless you are constantly testing. that is why i built the agents to automatically look through the results folder and rank the top performers based on a composite score. it takes all the emotion out of the process because i am no longer looking for a reason to enter a trade i am just looking at a csv file that tells me the truth. if you are still drawing lines on a chart and hoping for the best you are basically playing a game of chance against a high speed casino. the transition from a manual trader to a systems builder is the single most important pivot you will ever make in your life. it is not about being right or wrong it is about having a positive expectancy that has been proven across thousands of trades and multiple years of history. i had to fix a few errors in the short selling logic where the agents were getting confused between maximum and minimum values for take profit levels. these tiny bugs are the difference between a winning system and a blown account so you have to be willing to dive into the code and refine the machine. but once the system is tuned and the sub agents are running it becomes a beautiful workflow that functions entirely without your input. we are currently moving through the editors picks and the trending indicators one by one because i want to have a database of every single strategy on the platform. being a data dog means you never stop searching for that edge and you never settle for a strategy that just looks okay on a single chart. you have to demand excellence from your code because the market will not give you a single inch of mercy if you are lazy with your research. the ultimate goal is to have fully automated systems trading for you so you can focus on scaling rather than staring at a screen for ten hours a day. i am already up to over eighty backtests in this single session and i plan on hitting hundreds more by the end of the week. once you realize that you can crack the code of any indicator you see on the internet you will never look at a chart the same way again. this is the power of using agents to bridge the gap between a raw idea and a finished trading bot that actually works in the real world. i am done with getting liquidated and i am done with the stress of over trading because the code handles everything with cold precision. the path to success is paved with data and if you are not willing to automate your process you are just waiting for your next liquidation to happen

Moon Dev

26,010 次观看 • 4 个月前

The “I never wanted any of this to be public or content” Lie, A Timeline I never wanted any of this to come out. Except I actually mean that. It’s embarrassing, it’s trashy, and it’s the opposite of how I want to present myself publicly. I stayed silent for months while lie after lie was spun about me behind the scenes because I didn’t want to air private, messy moments from a relationship I genuinely cared about. I stayed silent out of fear, because I was told no one would believe me because he would be blindly believed on his large platform. In one of our very last conversations before I blocked him everywhere mid-October, he threatened to do a show on me, contact my employer, and “turn me into the next Lindsey”. Why? Because I didn’t want to continue apologizing to him for the 300th time about venting to someone I thought was a friend. I stayed silent because of these threats. But after Wednesday, after Chelsea posted the private video Aidan gave her, (the same one he threatened me with directly back on 10/2), and after the gaslighting, I don’t have a choice anymore. So here is the timeline. Here are the receipts. Here is what actually happened. September-October 2025- I Stayed Silent Through Months of Smear Campaigns For months, several creators repeated the same false narrative that “Aidan never said a bad word about Meredith.” Jess. Glarer. Auntie Deb. Kim. Ray from Dallas. Others. Meanwhile, Aidan was: • Badmouthing me privately and encouraging others to do so publicly, • Texting Joe “Flipperhead” entire paragraphs trashing me, • Aidan knew Joe would leak them (and even bragged on a stream that he did exactly that so he’d leak them), • Sending Jess Machado after me for months on her large platform, • Directing people behind the scenes to paint me as a villain. • Sending random people who supported me DMs to change their mind (yes Aidan, not everyone is fooled by your bullshit and they came right to me). I ignored all of it. I said nothing. I stayed silent through daily lies because I didn’t want to call more attention to it or face Aidan’s wrath. November 2025 -The Rumors About “March 4” and Joe Flipperhead Flips to Team Aidan Aidan texted Joe his entire made-up version weeks ago. Joe circulated those texts on purpose. Joe threatened me with posting a video montage of mine and Aidan’s private texts. Joe is a pussy so he eventually had Kristy post it for him. Creators discussed it publicly without me ever responding. I STILL didn’t defend myself. November 26-27, 2025- Ratchet Chelsea: The Full 48 Hour Meltdown 11/26/25— The Unprovoked Attack & The March 4 Video On Tuesday night, Chelsea came out of nowhere and launched herself straight at me, accusing me of all kinds of conspiracies from harassment to the horrific crime of sending a friend request, which is explained in vivid detail in the below post (she’s since gone somewhat viral, love this for her!) She spent the next 24 hours thoroughly embarrassing herself and the moment anyone challenged her story even slightly, she did what she always does: she imploded. Her accusations spiraled into her posting the March 4 video. On 11/26/25 at 11:08 PM, Chelsea posted the first clip–a blanket, context-less snippet of me drunk saying something I immediately apologized for the next morning. At 11:50 PM, I responded because at that point, I had no choice. 11/27/25— The 9-Minute Backpedal Then on Thanksgiving, Aidan tried to save face by posting that he “didn’t want the video to be public.” And like clockwork, nine minutes later, Chelsea came charging into the comments like a Temu-sponsored bat out of hell, scrambling to apologize, trying to rewrite reality so it looked like he didn’t send her to do it. It was panicked, sloppy damage control. An amateur quality cover-up attempt that only made it more obvious how coordinated this all was. She wasn’t apologizing because she grew a conscience. She was apologizing because she got caught doing exactly what she’d been primed to do. I wonder if Aidan called her “you should’ve waited at least 20 minutes, dumbass!!!”. Not too bright that Chelsea. I can only imagine the regrets he must have for utilizing someone with the IQ of a pencil to do his dirty work. The Coordination Between Aidan & Chelsea Is Obvious Chelsea had virtually NO followers Wednesday morning. Aidan was one of the first. We’re supposed to believe someone with 150k followers just stumbled on an account that starts posting HIS private messages and HIS private videos? Kk. Aidan commented on her posts that same day, clearly encouraging it, continuing to this day, all while pretending he's not directing it. Kk. She confirmed in my DMs back on 11/6 that she and Aidan were aligned. And she literally wrote at 4:04 AM that she had “proof,” videos & screenshots she would release if I didn’t “stop calling” her, calls she still hasn’t produced a single shred of proof of. Then yesterday within 9 minutes of his post, she writes: “Sorry for going rogue, Aidan, I hope you don’t hate my guts.” Going rogue? From WHAT? Who gave you the material in the first place? The coordination is obvious to anyone with functioning brain cells. The “I never wanted this public” lie Aidan’s post yesterday claimed he “never wanted this to be public.” He’s been threatening me for months behind the scenes to post the infamous video. To do a show on me. To send things to others to weaponize against me. If this were true, why did he instruct Chelsea to post it? Why did he share it with Jess Machado to threaten me with for the last month? Why did he share it with Joe Flipperhead, and God knows who else? If he didn’t want it public, he wouldn’t have shared it with anyone, let alone the girl I caught him cheating with. The timeline is clear– Chelsea posted a video at 11:08 pm on Thanksgiving Eve, I responded at 11:50 out of self defense. He leaked first. He escalated first. He weaponized it first. Trying to rewrite that now is gaslighting, pure and simple. The “Meredith accused him of abuse” narrative is FALSE My actions tell the truth: • I never went to police. • I never filed anything. • I never told anyone he hit me. • I never repeated it. • I apologized the next day. • We stayed together for FOUR more months after that night. • He called me 100+ times some days, even indicating he’d end his life if we broke up. If he believed I was “dangerous,” his actions would have said that. They didn’t. The only reason this is public now is because HE leaked it. Actions > drunk slurred words said because a camera was shoved in my face when I asked him repeatedly to stop filming and to leave. The Wilbur Theatre Rumors—Let’s get petty for a second. This is another topic I’m cringing at discussing but we can thank Aidan for since he shared our sexual messages with Joe Flipperhead. And since some people (Auntie Deb, sweetie, this means you) insist on pushing their Dollar Store fan-fiction about the Wilbur Theatre night, let’s actually walk through what happened, using facts instead of whatever drug-induced hallucinations you’ve been spinning this week. The rumor goes like this- I was “mad at Aidan because we didn’t hook up,” and to “prove” it, they trot out a cherry-picked text where I said I wanted to hook up, he didn’t answer, and the next morning I said I was drunk and sorry. And somehow this has been spun into me being desperate, obsessed, or pining like a background character in a teenage soap opera. Adorable. Wrong, but adorable. Here’s the real plot twist-Aidan and I had already been together literally two days earlier, and shocker-that was initiated by him, not me. I didn’t just “show up at the Wilbur”. He invited me to come to the after party at Encore knowing I had a wedding earlier in the night. I wanted to see my friends there who I actually met to go with. This wasn’t a surprise, it was planned ahead of time. The “I was drunk, sorry” message wasn’t heartbreak. It wasn’t longing. It was me politely tapping the brakes because I didn’t even want to entertain whatever bad path it could lead us back down. And then? He texted me asking about my brother’s wedding, how I am, etc. I ignored him for a full week. Until I had no choice but to speak to him about MereNeill. That silence, from me, is what triggered his latest meltdown. Not mine. His. So no, Auntie Deb, your version isn’t “a different perspective.” It’s just wrong. Like wildly, hilariously, not-even-in-the-ballpark wrong. But sure, keep spinning fanfic if it makes your livestreams feel more exciting. I realize it’s probably been awhile since you’ve had any action since you’ve let yourself go so badly, so you live vicariously through others. Recap For MONTHS I ignored: • the texts he sent Joe to leak • the smear campaign • the creators parroting lies • the behind-the-scenes messages • the insinuations I hacked him and even shared revenge porn • the constant coordinated attacks • the threats of “turning me into the next Lindsey” • his warning that everyone would believe him because of his platform • the threats to contact my employer I didn’t clap back, didn’t retaliate, didn’t respond. But Wednesday, when Chelsea dumped the video he gave her, the same video she threatened weeks ago to drop, AND he posted pretending he didn’t want this all out? That was the line. They chose the nuclear option. And last night's gaslighting grift was just the icing on the cake. Now I’m responding with facts in pure self-defense. Conclusion/Message for Temu Storm This entire mess could have stayed private. I wanted it to stay private. But when someone leaks your private moments, lies about your intentions, weaponizes your past, and coordinates an online attack, you either let the false narrative stand or you defend yourself. I’m choosing to defend myself with receipts, not gossip. With timelines, not “he said.” With evidence, not weaponized drunk clips. And then there’s Aidan’s favorite delusion. The claim that I was ‘working with Karen behind the scenes’ or ‘conspiring with her to get him in trouble for the recording.’ That could not be further from the truth. I didn’t even know he had recorded her until after she already knew about it herself. I wasn’t working with her, plotting with her, or communicating with her about it. She and I have always been friendly, but we didn’t even discuss the recording until it started leaking and Joe Flipperhead went feral on Twitter. Meanwhile, Aidan spent weeks screaming at me, accusing me of being some kind of secret double agent, like he was trying to create the betrayal he was terrified of. Almost a self-fulfilling prophecy. And here’s the reality: in the last few weeks, after he’s gone fully scorched earth on me, I have talked to her, and I support her 100%. The things he’s done to her over the past couple years, and the way he twisted it all for his followers, is the exact same manipulation I lived through. I’m not going into her details because that’s her story to tell… but let’s just say I have a feeling you’ll be hearing it sooner rather than later. The lie that Aidan never wanted this to be public is just laughable at this point. Who are we kidding? He's been foaming at the mouth for months to make this content where he can play the victim, as usual. And since this week has apparently become “Let’s All Fixate on Meredith Week,” let me address the content-creator sideshow, too. Some of you are strangers, while some I actually considered my friends. It’s shocking but not shocking how quickly you all flip a switch and follow your captain’s orders. Ray from Dallas spent his Sunday foaming at the mouth in a hostile little video about me, all bark, no substance. I saw it. I’m not intimidated. Mostly, I’m embarrassed for you. Then there’s Will, who’s gone on multiple streams calling me “crazy” and pretending he’s scared of me, despite me being nothing but nice to him. Why? Because he thinks I was the first one to tell Karen he heard the recording, which he absolutely did (unless Aidan is lying about who he played it for, but we know he’s actually telling the truth on this for once). She was informed of it the very next day, which is why she called you and you know this. This was two full days before I was even aware of a call at all. Will, for someone with your track record, maybe sit the “women are dangerous” narrative out. You’re not fooling anyone. I’m staring at 15 pages of police reports and no, it’s not all “things you’ve owned up for in the past”. You know this. Again, I’d take a very large seat here. And my personal favorite-Auntie Deb, who decided to spice up his Spaces on Thanksgiving by accusing me of distributing revenge p*rn with zero evidence, zero screenshots, zero anything. Accusing me of killing a turtle yesterday. A completely fabricated felony tossed around like it’s gossip hour at the bingo hall. Considering your own professional history, James, I’d hope you of all people would understand how catastrophic false accusations can be, but apparently not. I wonder if you’ll have that same enthusiasm when the topic is you. TBD. I’ll wait for that retraction about revenge p*rn, animal abuse, etc. Ball’s in your court hun. And of course, there’s Jessica Machado, who’s been grinding this axe for months like it’s her full-time personality. Hos long did you cry when Chelsea beat you to the punch with that video? Don’t worry hun, there’s more but she didn’t post it because it’s not great for your fairytale. Since you reported my last post, I'll leave the rest up for your imagination. You’ve been so obsessed with me for so long that you can’t even keep your own narratives straight anymore. I love this so much for you. Let me be crystal clear–I am done being all of your punching bag. You love to spin this narrative that I’m this dangerous person. You’d think you’d lay off from constantly f*cking with me if you truly believed that. I would genuinely love for this nonsense to stop. But that requires ALL of you to stop manufacturing drama, stop lying, and stop weaponizing made-up crimes for clicks. And if they want to keep going? I’ve got plenty of content for many seasons to come.

The old M can’t come to the phone right now

45,160 次观看 • 7 个月前

Just in $AMD Anush "Speed is the moat"|ROCm🎙️ In the race to define the future of AI, what's the one advantage that truly lasts? It's not proprietary tech, argues Anush Elangovan Elangovan, VP of AI Software at AMD , but the sustainable speed of innovation. He explains why AMD is rejecting the "walled garden" model for its open source ROCm stack, betting that an open community flywheel is the key to victory. Listen to understand how this open strategy is designed to out-innovate closed systems by empowering developers to solve everything from frontier-model challenges to the mundane, everyday problems that define the "last mile" of AI. AMD ROCm Software: Part 1 Transcript [00:00:00] Andrew Zigler: Joining me is Anush Elangovan, VP of AI software at AMD. And when people talk about AI compute, the conversation often stops at hardware specs, but it's more than just physical chips that win the game. It's also the software ecosystems supporting them. [00:00:18] Andrew Zigler: The prevailing strategy in the industry has been to build something like a walled garden. You know, something closed, proprietary locks, developers in. But AMD is betting on an entirely different play, open source acceleration, and with rock, their open source AI software stack. AMD is building not just hardware parity, but an innovation flywheel that's powered by the community with interoperability and the freedom to scale without all of that pesky lockin. [00:00:48] Andrew Zigler: And in this world, speed is your moat and how fast you can innovate while your platform remains open, flexible, and standardize across all of its applications. That's what we're gonna explore [00:01:00] today. So Anush, I'm really excited to have you here. Welcome to Dev Interrupted. [00:01:04] Anush Elangovan: Thanks for having me. Uh, super excited to chat about it. [00:01:07] Andrew Zigler: Amazing. Well, let's go ahead and dive right in with kind of what I laid it out with in the beginning, the idea of the moat and it being about speed. I wanna unpack that a bit because that came from you when you and I first spoke. And I, and I want to know, you know, how do you define speed inside of AMD beyond just things like hardware, benchmarks. [00:01:27] Anush Elangovan: Yeah, that's a very good question. So when we typically talk about speed, everyone's like, Hey, hardware benchmark specs, right? Like, uh, memory bandwidth or, or flops. And that is one important part of it, uh, AMD does very well. With that, we do have, a, a very good history of executing on that axis. [00:01:47] Anush Elangovan: But when I say speed is the moat, it is about, uh, how we prepare, how we build the muscle to run the race for a long time and run it fast. And it is [00:02:00] not about a single point in time that you've, you've beat some you know, benchmark and, and you declare victory. It's about building the ability to consistently develop and deliver. [00:02:13] Anush Elangovan: Both hardware and software innovation at scale and do it fast, right? Like, you know, we we're increasingly getting to a point where models come out and they're, uh, you know, a year or two ago it was like, Hey, they work on AMD on day zero, which is great, but now they are performing on AMD the day it releases, right? [00:02:32] Anush Elangovan: So, what does it take to Prefetch where the industry is going? Be prepared to intercept. At that point is what you know, I, I refer to as you know, the, the speed factor in, in creating this mode, right? And the mode is just shed all things that hold you back and run as fast as you can. [00:02:53] Anush Elangovan: Uh, because the pace of innovation that is, uh, being seen in, in AI [00:03:00] industries is just. Amazing. Right? And it's like, it's transformational at at how you generate electricity. It's transformational as at how you build data centers. It's transformational at how you deploy compute, networking. It's transformational at what kind of use cases you, you know, uh, use AI for. [00:03:17] Anush Elangovan: Uh, and for that, you need to be prepared to, see what comes tomorrow and be prepared to run the race tomorrow. [00:03:23] Andrew Zigler: Yeah, it's a really great perspective because it highlights that it's not just like a checkpoint that you run through. I like how you called out, like it's not just hitting that benchmark or being the best in class at that moment, in that snapshot, it's about having a. The throughput and about having that dedication to the idea and continuing to deliver on it. [00:03:43] Andrew Zigler: It's not just crossing the threshold, but it's also being the engine. And that's what, that's what protects a business. That is the moat, because the moat is that innovation layer, the faster and more, uh, future forward. That you can work and think, [00:04:00] you know, the better. Uh, we, we talk a lot about like future forward work styles. [00:04:04] Andrew Zigler: Like what are the things I could be doing right now today that are gonna be like, way more useful tomorrow? Let, let's abandon those, workflows that are older and that kind of like, that translates into. An advantage when you work that way. You know, what kind of things have you learned working with, uh, like across all spectrums of people who would use ROCm, right? [00:04:23] Andrew Zigler: You have like the developers, but then you also have the enterprises and you have this large span of adoptees, right? So what is the, what does that look like that you learn? [00:04:32] Anush Elangovan: Yeah, so, so the way I look at it is there are gonna be pockets of different, uh, you know, cadences, right? Like, so people who are deploying in enterprises, for example, right? The validation and how long it takes for them to deploy an LLM that's secure. It's, with guardrails, et cetera, maybe longer. [00:04:52] Anush Elangovan: but you still have to go through the process and you have to be prepared to like, walk that walk to deploy an enterprises. That doesn't mean it's [00:05:00] not fast, that's as fast as you can do for that industry, right? And if you are deploying AI in healthcare, right, it's, it's got its own, uh, cycle. [00:05:07] Anush Elangovan: but in each one of these, you want to see how, like, go down to the essence of what is it that you actually have to do. And, you know, I, I, I like how you framed it. It's like it's, you shed your prior assumptions of how things are done, right. And, and you kind of build up from a, uh, first principles, uh, approach to say, this is how I could use AI to unlock, whatever I'm doing. [00:05:33] Anush Elangovan: And, and, some of it, you know, it's good to really step back and look at. Just question every part of it, right? Like right now you're getting chat GPT and, Gemini competing for like, math, olympiads and, and, uh, college, uh, reasoning, uh, tests. Right? And, and those are like that, that is amazing and increasingly like complex tasks that they're trying to do. [00:05:58] Anush Elangovan: But there may also be like. [00:06:00] More mundane things that AI could, could get applied to. Right? And, and so when we think about shedding old ways, you wanna shed it not just in like the tip of the spear. It's like, you know, I'm gonna see what's the frontier model. It's also, it could be something as simple as. [00:06:18] Anush Elangovan: How do you choose a, a movie, uh, you know, like a recommendation system, right? Or, or, uh, an automated, uh, flight, uh, rebooking system. So the moment, you know, your flight is late, uh, right now it's a notification, right? It's like, oh, you got a text message saying your flight's late. And I got that like three times this week. [00:06:38] Anush Elangovan: But anyway, uh, and, and, and, and, I was just like, okay, so if I were to rethink this. All this MCPs that we have that should be hooked up into an MCP that says, your flight's delayed. Here are your options. If you want, you know, these are the paid options. Yeah. Here are the free options. This will get you back into your you know, Toronto airport [00:07:00] tonight. [00:07:00] Anush Elangovan: Or if you stay, here's a hotel plus this, plus this, plus. It's just like, go ahead is all I should say. Versus now I'm like, okay, can someone, you know, can I call a travel agent? Can I do this? Can I go online and log into And you know, so we gotta fundamentally rethink even those like small, nuances of, things that we do that can be automated out and AI is really, really good at doing something like this, right? Maybe I just explained an AI startup idea right now. Somebody should just start that. [00:07:29] Andrew Zigler: I think you did. Yeah, you definitely did. Someone, one of our listeners is definitely going to lift that off of you. I, I, I, you know, I hate being on the receiving end of those. You feel a little helpless and then you have to like, follow the whole flow. So I know what you mean. Like I, I like how you called out that the build and this like. [00:07:45] Andrew Zigler: Where speed is your moat and the innovation layer is protecting you, is what makes you better than your competitors. How you scale that and you bring that to market. So by understanding the problems that you're solving, uh, throwing away those older assumptions, but also [00:08:00] recognizing that like. We're building every single day, new things and new ways of using stuff that we're still figuring out the implications of. [00:08:08] Andrew Zigler: And so when you have a lot of velocity and you're introducing a lot of new ideas, and maybe you have that workflow now that automatically rebook your flight off of your late flight text message, and uh, I know I would certainly use it, but you know, what kind of philosophies guide the way that y'all think about building this ecosystem to manage that stability while letting folks. [00:08:29] Andrew Zigler: Play with the speed and the assumptions and the airplane re bookings. [00:08:34] Anush Elangovan: so, so I think, you know, we need to peel one layer down, right? and the philosophy is, Hey, we, we just discovered electricity, right? And you know what we're gonna do? We are gonna make motors, uh, or dynamos, right? Like engines. Uh, sure. We don't know if it's gonna be a Ferrari that you're gonna make, or it's a a a a dump truck. [00:08:57] Anush Elangovan: That's good for doing this. But let's [00:09:00] let, which is also required, right? You need a dump truck. You need a garbage truck. And, [00:09:04] Andrew Zigler: Yeah. You need the [00:09:04] Anush Elangovan: course you need, uh, a Ferrari for a midlife crisis, right? So, [00:09:09] Andrew Zigler: precisely. [00:09:10] Anush Elangovan: But, but my, uh, point is what do we build next? And, uh, and this is what I meant by like, okay, let's, let's take those baby steps to build the. [00:09:20] Anush Elangovan: Infrastructure that's required that we know we'll have to use, right? So, so if I just discovered electricity, okay, great. Now one, how do I save this electricity and how do I use it? So there's battery technology, so you need to do something like that, right? Like so. But then you also want to make it into an actionable thing. [00:09:37] Anush Elangovan: You want to make it for like automobiles, or you wanna use it for, you know, powering, uh, entire cities. So it is that transformational. So, uh, AI is that transformational. So, if you distill down, it'll, it'll come down to how do we think about, what we can do with this this fundamental technology that, We may not be aware of what it [00:10:00] is gonna unlock next, but at least you know the next step is clear, right? It's like a dense fog, you know, it's gonna be like, it, it's the right path. You see the light, but it's kind of like out there and, and the steps you're taking are concrete and you're like, okay, this is good. [00:10:16] Anush Elangovan: I, this is better than where I was or where we were. So we are moving forward. So you can build with the. Intuition from what you see in the short term and a tactical view, but towards what you think the future is gonna be. [00:10:28] Andrew Zigler: Right. You almost like we're all in this like fog of war, right? And like you said, you're reaching out and you're trying to step through it. You could think of it too, as like you're in the dark and your hands are up in front of you and you know that. You're, you're not gonna run your face into a wall because your hands are out in front of you, but you're not gonna maybe do much better than that. [00:10:45] Andrew Zigler: So that's kind of like, I think the eco, the, the industry, the world that we find ourselves in, uh, and we all have to, then this becomes the power of an ecosystem, of a group of people working together to create that layer of, [00:11:00] uh, of establishing the [00:11:01] Anush Elangovan: exactly. And I, I, I just, instead of, you know, saying fog of war I describe it as like, you're in this. Beautiful valley with like a morning, uh, fog that's in. You can smell the flowers. You, you hear the birds. You are like, okay, it's, we are in like, uh, utopian paradise and yes, I just need to like, continue the walk, right? [00:11:24] Anush Elangovan: and then move forward with that, conviction that you're in the right spot. [00:11:27] Andrew Zigler: Yeah. So let's talk about that ecosystem world. This nice, I love how you describe it, this grassy side of a hill in the morning that's covered in some mist and maybe we can't see 30 feet in one direction, but it sure is a beautiful hill and it smells nice. And so we're all here. And why is, in that world, why is. [00:11:44] Andrew Zigler: You know, open source, their strategic advantage that y'all are going for in the AI hardware market. And, and then how does like ROCm turn that into wins for people within that ecosystem? [00:11:56] Anush Elangovan: you know, the, the way we look at it is this, is kind of like how I view [00:12:00] AI and the ecosystem, right? But, but it is for everyone to enjoy. Uh, and so we do want to make sure that. You know, it is, uh, beneficial for everyone. [00:12:09] Anush Elangovan: The ecosystem can come in and, and innovate. It's an open innovation engine. and uh, it is very different from, you know, having a walled garden with, Hey, only I know how to do this and I'm gonna do it and throw it over the fence and you can use it or keep walking, right? So we'd like to be good citizens that way, but also. [00:12:30] Anush Elangovan: Uh, it is self-fulfilling in a way, right? Like it, the, the pace at which we innovate with open source is unmatched. Like, you know, our serving engines are like VLLM and, and sg l. Those things, uh, those frameworks are like super, super aggressive in terms of how fast they come out with features and how fast they can you know, get performant models out. [00:12:52] Anush Elangovan: And that compared with what, uh, you'd get from, you know, the likes of like T-R-T-L-L-M or something is always lagging, right? Because you [00:13:00] just can't keep up with you know, 200 commits a week just on one particular model to get that model really performant [00:13:06] Andrew Zigler: And, and, and in that world where, you know, everyone can enjoy the winds of this, what kind of customer stories or innovation stories have really stood out to you and excite you about building and creating this place for developers? [00:13:19] Anush Elangovan: Yeah. So I think the parts that are super exciting for me are when when we get to see a customer that is first skeptical. Then they start a little like, okay, fine, we'll give you a chance. Uh, we do a simple, uh, POC and then they're like, huh, this seems to work. Yeah, we told you it works. [00:13:42] Anush Elangovan: You don't have to change one line of code. Really? Yes, no need to change one line of code. Okay, let's try a production workload. So then they try it. Oh, you're more performant than the competition. Yes. We're more performant than, than the competition. So how much does it cost? And we're like, oh, it's your TCO is better with, uh, [00:14:00] AMD. [00:14:00] Anush Elangovan: So again, they're like, wow, okay, good. So now how do we deploy at scale? And then we go deploy it at scale. And when they give a thumbs up on that and they say, this is good, right? That's when you know, you, you see it go full circle from like, oh, we, we've never heard about AMD to like actually deploy to tens of thousands of GPUs In the order of a few months, right? It, it, it really is fascinating to see and very exciting and invigorating to [00:14:28] Andrew Zigler: Yeah. At like a great exposure to a lot of interesting problems. And, and then people using the infrastructure, the, the technology available to solve those problems. Really specific problems by the way, that's often why they're bringing their data and AI to it, uh, is because it is really specific and important for them. [00:14:45] Andrew Zigler: And there's a, a lot I think that other engineering orgs can learn and even emulate from AMD's success and, and having this open source ecosystem and it causing this acceleration within. You [00:15:00] know, uh, customers and enterprises that use and adopt the tools and, and, and that creates an advantage. And that goes back to why we're talking and like the real thesis of our conversation today. [00:15:10] Andrew Zigler: So how do you think engineering leaders that are listening to this and obviously tapping into this great success AMD has from an open source flywheel, how do you think other, other folks building in the same space can foster that open, first, that open source oriented culture in order to, you know, accelerate their innovation goals? [00:15:29] Anush Elangovan: Yeah, that's a very good question. So the startup that um, was acquired by AMD we, we built, I mean, we started off doing iot stuff and you know, smart ring and all that, right? But in the, the end of like, uh, and not the end, the last six years of the company was building ML compilers. [00:15:47] Anush Elangovan: And ml, ML compilers are like super, uh, complicated, sophisticated, advanced algorithms, dah, dah, dah. but it was all open source, right? So our VCs were like, wait, what do you mean your core [00:16:00] IP is open source? And um, the speed is the moat applied even then, right? It was just like, yes, if you have an idea that. [00:16:08] Anush Elangovan: Because someone saw this idea that you are, they're gonna be able to catch up, then you probably have the wrong idea anyway. But if they are, you know, you execute and they're gonna catch up, that you should assume they're gonna catch up. Right? So you gotta move forward. So keeping it open source is super important. [00:16:25] Anush Elangovan: But also to your question on like, you know, the learnings from an AMD standpoint, right? If there are, hard problems, I'd say dig in and work through it, right? Like there's no way but through it, right? That should be the simple mentality. And more, uh, frequently than not. you'll see that you'll just make it through in a, in, in good form. [00:16:52] Anush Elangovan: But if you doubt it and you're like, oh, I don't know if I should commit, if I'm, I, you know, what should just commit to do the right thing [00:17:00] every step, right? Every step, and just keep taking one step in front of the other. And in no time you'll see that you'll be running. Right. And, and yes, the first few steps will be like, yeah, everyone's complaining about your software quality. [00:17:15] Anush Elangovan: Everyone's complaining about this and that, and it doesn't work. And, and a few steps in, you know, you get, you get the hang of all the complaints that are coming in. You get the feedback loop. You're like, okay, what, what are you prioritizing again? One step in front of the other, right? You just keep knocking that out and then you get to a point where you're, it just becomes second nature, right? To do the, to do the right thing. And, and then yes, if someone gives you two options, you'll be like, fine. This is, uh, you know, there's always the resource trade off. There's always a human capital trade off, but what's the right thing to do? of course, I, I'm pragmatic about what we choose, but, but if the right thing for your long-term success is dig in, go first, principles, make it [00:18:00] happen. [00:18:00] Anush Elangovan: Well. Then just go for that. There's, there is no shortcut to [00:18:04] Andrew Zigler: acknowledging, you know, how it aligns with your mission, your core company goals, and what you're looking to achieve. And, and I, I love how you rightfully called out that in the open source world and you know, you have your technology that you've built, what you think is your moat upon, right? [00:18:22] Andrew Zigler: It's your code and, and to open source that, or to just make it where anyone could peer in is, you know. Scary in one regard, but two, it just kind of feels like you're handing away your throne room in some kind of sense, a very direct feeling sense. But the ultimately, you were really right to call out, and this is something I think about all the time, that the real power there is still the speed This the speed. [00:18:42] Andrew Zigler: That was the moat at the beginning of our conversation. It's the speed in combination with your. Very specific domain understanding of what you're building and what you're creating, and your new role as the steward of that world and how people plug into it, which [00:19:00] has frankly, a lot more influence and power than lording over a closed. [00:19:04] Andrew Zigler: You know, repository or an ecosystem, and like you said, like throwing things over the wall. Sure. There, there might be people always on the other side of that wall, but you're not gonna have a great connection with them. You're not gonna be able to really clearly understand them. I, I like your metaphor of the side of the field of the mountain a lot more. [00:19:23] Andrew Zigler: But, but in the, in this world, you know, where. That speed is, is the power and, and open source is just one way that you can harness that speed to get really far ahead and to innovate. , There's other parts of this equation that you can be experimenting with too, and I'd love to pick your brain about them as a software leader and, and, and one of them is about looking forward and kind of understanding that future that we're all building towards and beyond today's models and hardware. [00:19:48] Andrew Zigler: You know, what do you see as the next major bottleneck or opportunity in the AI compute space? As, as you know, enterprises and folks start to get a little more mature about what's available to [00:20:00] them. [00:20:00] Anush Elangovan: Yeah, I think, the bottleneck and opportunity is, uh, what I'd call, call walking the last mile of ai. Right. Uh, and like I I, I gave you an example, uh, previously, but, but it's similar to that. It's like there are cases where Humans have so many, uh, things to do in your day. You know, like the, if we sit down and actually had a customer focus like, okay, these customers lives, I'm gonna save four hours of this customer's life. And if you actually sit down and look at all of that, it'll be. Easily automatable, easily you know, uh, applicable, uh, for ai, right? [00:20:39] Anush Elangovan: Like, but then making it happen is gonna take a little bit, right? It's like maybe it's, uh, paying your utility bill, right? Or something like that, right? Or, or, your healthcare explanation of benefits. Uh, like, I'm sure you get an explanation of benefits, and I'm like, I, I don't even know what that thing is. [00:20:55] Anush Elangovan: It's just like EOB and like. [00:20:57] Andrew Zigler: it's a big, a big old PDF. Yeah, [00:21:00] exactly. [00:21:01] Anush Elangovan: Like, like, I'm like great straight to the, uh, shredder, right? And but that could be, you know, automated with the ai, right? It, it, it'd be like, Hey, the summary of this thing is you went and visited this day. Everything is okay. Everything is paid for, so don't worry, it's not a bill. [00:21:17] Anush Elangovan: That again, the same, uh, thing, but the sense of what that information overload is could be. Digested by ai, uh, accumulated over time and retrieved when you need it. Like, I don't, I actually don't even need to know this EOB right now, unless of course, whenever I need to know it, that maybe, you know, like for some benefits I need to figure out what do, what did I do over the past year and how do I apply it? Source:

Mike

14,195 次观看 • 7 个月前

If you watch this ~50 minute screen recording closely (yeah, I know, it's long; there are also some times when my computer was very slow and laggy, just skip past that part. And at one point I had to run and get my 9-month-old a new bottle and left it on a boring screen, sorry!), I believe you can see real signs of the kind of runaway, recursive AI self-improvement that people have been warning of for a while (Mr. Kurzweil most notably and prophetically). Why do I say that? What's different now? Well, there's a reason my set of agent coding tooling is called the Flywheel. These tools all mutually self-reinforce each other. And they all flow directly into my ntm tool (short for "named_tmux_manager"), which acts as a sort of integration point and nerve center for the tools (this is becoming more true by the minute as I'm now seriously working on ntm). Now, ntm was something I started making to automate some aspects of my workflow, but it was the kind of thing where, until it was perfect, it sort of just slowed me down. So I didn't actually use it even though I kept working on it and trying to improve it, and suggested to users that they try it in my tutorials. Well anyway, I finally got around to "dogfooding" ntm last night, and now it's going to get very dramatically better at an alarming rate. Some of that is from applying my "idea wizard" prompt to generate more useful features and building that stuff out and addressing obvious pain points I encountered during my newfound usage of the tool. But a lot comes from my realization that, once again, ntm's true utility is not as a tool for ME, but for an agent. That is, ntm lets one instance of Claude Code or Codex act as, well, me, do the things that I had been doing manually. Do I wish I had started using ntm earlier? No, for two big reasons: 1) Doing it manually helped me build up my intuition massively, which directly led me down the path of creating useful prompt strategies and workflows; these often began as ad-hoc prompts that I realized could be generalized and made more versatile/universal. Lesson: don't prematurely automate until you have an intimate, intuitive feel for your "core value-add loop." Otherwise you'll have a fully automated system quickly that efficiently and automatically does a stupid or otherwise sub-optimal thing. 2) My eyes have been opened to the beauty and power of Skills. I'm not talking about your garden-variety skills that are just a simple markdown file. I'm talking about true tour-de-force directories of perfectly structured and organized files that are filled with good information, insights, workflows, etc., but presented in a way that is highly optimized for consumption by AI agents, with extreme attention paid to things like perfect progressive disclosure, token density, agent-ergonomics, agent-intuitiveness, etc. And also Skills that go way beyond markdown files, with full integration into Claude Code where it makes sense via hooks, sub-agents, and even Python scripts. These kinds of skills are a qualitative difference in expressive power and usefulness and a total game changer. They are also effectively composable, creating almost an algebra of skills that let you use them together in powerful ways. I'm working on a subscription service website and CLI tool now to share what I've learned here most effectively, stay tuned for that in the coming days. Anyway, I now know what to make and how to make it. So, getting back to that screen recording, what does it show that makes me claim recursive self-improvement is here? If you keep your eye on the upper left tmux pane, that's the "controller" agent. It is using ntm to control all the other panes which are also running Claude Code (but ntm fully supports other agent types like Codex and Gemini-CLI, and it's trivially easy to mix and match them if you wanted to have, say, 8 CCs and 6 Codexes for writing the code and 3 Gemini-CLIs for reviewing code.) Now, there's nothing that crazy about this much so far. But where it starts to get very cool is that as the session continues and we encounter real-world problems, things like my ridiculously overloaded computer that keeps hanging for long periods, Claude Code instances that crash and get into a frozen, unresponsive state, it can learn from that. And you can see it using my skill writing skill to refine its ntm vibe coding skill in real time. And then take that skill and refine it to be more intuitive for itself. Or use my cass tool skill to search all the session histories to look for problems that came up and strategize how to solve them. The most useful part was when, towards the end of the session, I told it to reflect on all the things we had done and problems we encountered. One way it can usefully leverage those reflections is by improving its ntm vibe coding skill to make it cover more edge cases and exigencies. But the other, more fundamental, way is for it to conceive of and design the optimal new features and functionality for ntm itself so that the tool embodies those lessons in a first-class way. This offloads cognition from its brain onto its tooling, just like how a person can lean on spellcheck or a calculator. It codifies correct, effective reasoning at the tool level, where it's more reliable and robust and repeatable. And btw, did you notice what code base it was working on the whole time? It was none other than ntm itself! So as it worked on its own tool, it had reflections and ideas about how to further improve the tool. Now, it could have just as easily gotten those insights and ideas while using ntm to work on a different project, but the fact that it was working on itself is almost gloriously meta and recursive. So by the end, after learning from tending to a big group of agent workers (btw, I have previously emphasized doing everything in a really distributed/decentralized way, where each fungible agent gets identical marching orders that tell it to use my bv tool to find the optimal bead to work on. This does work very well, but occasionally results in some contention and overlap from thundering herd, or at least wastes time/tokens/communication in avoiding that before the agents waste time duplicating work. But in this new ntm-oriented workflow, I was able to have the controller agent in the upper left use bv itself and then optimally parcel out the instructions to each agent so that we could know for sure that there's no overlap), I ended up with a ton of new beads for new features, which I had it optimize and polish a few times. Now I can swap to a new Claude Max account and have the swarm implement all those new features! It should only take a couple passes like the one shown in the screen recording to get everything implemented. Then we can rinse and repeat, having the agent read through the full session histories of each agent and its experience from its own session in sending ntm commands and seeing how they worked out in practice, to come up with the next batch of changes to both its ntm vibe coding skill AND to the ntm tool itself. Do you see how rapidly this turns into Skynet? My mistake earlier was in focusing on making myself a "faster horse" as Henry Ford used to joke about customers wanting before he showed them what they should really want (a Model T). That is, something that would make my experience nicer while doing this agent swarm based development workflow. But the obvious lesson is that you should make all your tooling agent-first because the agents are just better at this stuff. You can still watch, and of course I did add a ridiculous number of very nice human-centric features to ntm that you'll be seeing in the next day or two, but those are really kind of "for fun" to make us humans feel better about the process. All the real value-add is happening "by agents, for agents." PS: Towards the end, you can see me switch to my Mac and tell Claude to improve the skill that I made earlier today for taking the mkv screen recording files from OBS Studio and muxing them into MP4 files for sharing, while downloading songs from YouTube to serve as the background music. I made it so it can also grab the thumbnails and generate little song credit cards that show up in the lower right corner. This worked perfectly the first time! I'll include some screenshots in a response post showing how that worked, but it was awesome to witness. Skills are POWERFUL. I'll also post a link to this video on YouTube if you prefer to watch it there.

Jeffrey Emanuel

25,483 次观看 • 6 个月前