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a risk analyst at two sigma told me something over drinks i still think about "our models are right 54% of the time. retail models can be right 60% and still blow up" i asked him why "you trade every day. we don't" two sigma sits completely flat roughly...

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Livsun

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120,252 görüntüleme • 27 gün önce •via X (Twitter)

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a quant at Two Sigma told me something at a bar i can't stop thinking about "retail looks at price. we look at the autocorrelation of price changes - completely different signal" i asked him to explain it like i was 12 he drew on a napkin: if today's move predicts tomorrow's move - even slightly, 53% of the time - that's an edge that edge, sized with Kelly, compounds into something insane data is free - Bloomberg and the Fed publish all of it. math takes a weekend to learn reason retail loses isn't intelligence. it's that they're reading the wrong representation of the same data "a chart hides serial correlation. a time series shows it naked" went home, ran autocorrelation tests on 3 years of SPY data found 4 patterns - statistically significant, all exploitable on a 5-day window signals aren't perfect, right 58% of the time. Kelly says that's enough data was free the whole time, framework sitting in every stats textbook. nobody pointed retail toward it they kept you staring at candles
0:29

a quant at Two Sigma told me something at a bar i can't stop thinking about "retail looks at price. we look at the autocorrelation of price changes - completely different signal" i asked him to explain it like i was 12 he drew on a napkin: if today's move predicts tomorrow's move - even slightly, 53% of the time - that's an edge that edge, sized with Kelly, compounds into something insane data is free - Bloomberg and the Fed publish all of it. math takes a weekend to learn reason retail loses isn't intelligence. it's that they're reading the wrong representation of the same data "a chart hides serial correlation. a time series shows it naked" went home, ran autocorrelation tests on 3 years of SPY data found 4 patterns - statistically significant, all exploitable on a 5-day window signals aren't perfect, right 58% of the time. Kelly says that's enough data was free the whole time, framework sitting in every stats textbook. nobody pointed retail toward it they kept you staring at candles

Livsun

149,183 görüntüleme • 2 ay önce

a quant at a prop firm showed me a 5x5 grid on a napkin said: > this is our entire edge. we don't predict price. we predict which box the market is in and where that box historically leads i didn't understand it for weeks. then it clicked never looked at a chart the same way since grid is called a Markov Chain transition matrix. the math is from 1906, it's in every probability textbook on earth and hedge funds use it because it asks a completely different question than retail traders ever ask retail: will this go up or down quant: what state is this market in, and where does this state typically go every market lives in one of maybe 5-6 states at any given moment tight range, volatility compression, trending with momentum, post-spike reversal, pre-breakout coil not random labels - clusters you identify from actual data using volatility, volume, and momentum readings stacked together once you have the states, you build the matrix: P(state 2 -> state 4) = 73% P(state 4 -> state 1) = 61% P(state 1 -> state 3) = 68% each cell is a historical probability. now when the market is in state 2, you're not guessing you're betting on 73% historical completion. you size it with Kelly. you take the trade when the math says to, not when it feels right i built this on BTC using 2 years of 4-hour data. identified 5 states one i labeled "volatility compression below 20-day mean for 6+ consecutive candles" transitioned to a directional move above 1.8 ATR in 71% of cases average reward/risk on those trades: 5.4 that's not prediction. that's reading a probability table the market keeps filling in for you every single day the part that should bother you: the data to build this is free. the framework is in any quant textbook python to implement it is maybe 200 lines what Renaissance Technologies has that you don't isn't secret data or proprietary signals it's this framework applied to higher-resolution data with more sophisticated state definitions you're not missing information you're asking the wrong question every single time you open a chart
0:26

a quant at a prop firm showed me a 5x5 grid on a napkin said: > this is our entire edge. we don't predict price. we predict which box the market is in and where that box historically leads i didn't understand it for weeks. then it clicked never looked at a chart the same way since grid is called a Markov Chain transition matrix. the math is from 1906, it's in every probability textbook on earth and hedge funds use it because it asks a completely different question than retail traders ever ask retail: will this go up or down quant: what state is this market in, and where does this state typically go every market lives in one of maybe 5-6 states at any given moment tight range, volatility compression, trending with momentum, post-spike reversal, pre-breakout coil not random labels - clusters you identify from actual data using volatility, volume, and momentum readings stacked together once you have the states, you build the matrix: P(state 2 -> state 4) = 73% P(state 4 -> state 1) = 61% P(state 1 -> state 3) = 68% each cell is a historical probability. now when the market is in state 2, you're not guessing you're betting on 73% historical completion. you size it with Kelly. you take the trade when the math says to, not when it feels right i built this on BTC using 2 years of 4-hour data. identified 5 states one i labeled "volatility compression below 20-day mean for 6+ consecutive candles" transitioned to a directional move above 1.8 ATR in 71% of cases average reward/risk on those trades: 5.4 that's not prediction. that's reading a probability table the market keeps filling in for you every single day the part that should bother you: the data to build this is free. the framework is in any quant textbook python to implement it is maybe 200 lines what Renaissance Technologies has that you don't isn't secret data or proprietary signals it's this framework applied to higher-resolution data with more sophisticated state definitions you're not missing information you're asking the wrong question every single time you open a chart

Livsun

188,258 görüntüleme • 2 ay önce

citadel doesn't analyze 500 stocks they compress them to 5 hidden forces - then trade the forces most people saw the math behind this in a stats class and scrolled past it. nobody told them it was worth $30 billion a year technique is called PCA - principal component analysis Karl Pearson published it in 1901 in a free journal. it's in every stats textbook on earth here's what it does: you feed it 10 years of daily returns across 500 stocks it ignores earnings reports, management teams, every narrative retail obsesses over it finds underlying forces moving groups of stocks together without anyone naming them what comes out: > component 1 - broad market direction (~45% of all movement) > 2 - growth vs value tilt (~12%) > 3 - sector rotation (~8%) > 4 - volatility regime (~5%) > 5 - liquidity premium (~3%) five numbers explain 73% of everything moving in markets a quant desk doesn't ask "will NVDA go up tomorrow" it asks: which regime are we in, and where does this regime historically lead portfolio built around forces, not tickers if component 3 signals sector rotation at a historical inflection, they rotate without reading a single 10-K Two Sigma runs this across equities, bonds, commodities and currencies simultaneously Save this before someone turns it into a $2,000 data to build this is free - Ken French's factor library, CRSP, any linear algebra textbook 150 lines of python is the whole engine what Renaissance has isn't secret data or better intel
0:56

citadel doesn't analyze 500 stocks they compress them to 5 hidden forces - then trade the forces most people saw the math behind this in a stats class and scrolled past it. nobody told them it was worth $30 billion a year technique is called PCA - principal component analysis Karl Pearson published it in 1901 in a free journal. it's in every stats textbook on earth here's what it does: you feed it 10 years of daily returns across 500 stocks it ignores earnings reports, management teams, every narrative retail obsesses over it finds underlying forces moving groups of stocks together without anyone naming them what comes out: > component 1 - broad market direction (~45% of all movement) > 2 - growth vs value tilt (~12%) > 3 - sector rotation (~8%) > 4 - volatility regime (~5%) > 5 - liquidity premium (~3%) five numbers explain 73% of everything moving in markets a quant desk doesn't ask "will NVDA go up tomorrow" it asks: which regime are we in, and where does this regime historically lead portfolio built around forces, not tickers if component 3 signals sector rotation at a historical inflection, they rotate without reading a single 10-K Two Sigma runs this across equities, bonds, commodities and currencies simultaneously Save this before someone turns it into a $2,000 data to build this is free - Ken French's factor library, CRSP, any linear algebra textbook 150 lines of python is the whole engine what Renaissance has isn't secret data or better intel

Livsun

21,476 görüntüleme • 1 ay önce

hedge funds spent $2M to build what you could replicate in a weekend they just knew it was possible first - that was their only advantage a researcher at d.e. shaw handed me a paper in 2023 two years of quant labor, internal "discovery" - original source was an MIT lecture from 1998, public, free, searchable mechanism is cointegration two assets drift independently, but their spread behaves like a rubber band - stationary, mean-reverting, measurable retail asks: will this go up quant asks: is this spread 2.3 standard deviations outside its 5-year mean - and what's historical reversion rate from here completely different question. second one has an answer run it on GLD/GDX, SPY/QQQ, XLE/XOM - data goes back 20 years, free on yahoo finance spread reverts within 8 trading days 71% of the time when it crosses 2 sigma size with Kelly on that 71%, take the trade when math clears, exit at mean paper they spent two years on is engle & granger, 1987 - won a nobel prize Bookmark before it deleted it's in every econometrics textbook on earth, chapter 4 they didn't hide the math from you they just never told you it existed
1:02

hedge funds spent $2M to build what you could replicate in a weekend they just knew it was possible first - that was their only advantage a researcher at d.e. shaw handed me a paper in 2023 two years of quant labor, internal "discovery" - original source was an MIT lecture from 1998, public, free, searchable mechanism is cointegration two assets drift independently, but their spread behaves like a rubber band - stationary, mean-reverting, measurable retail asks: will this go up quant asks: is this spread 2.3 standard deviations outside its 5-year mean - and what's historical reversion rate from here completely different question. second one has an answer run it on GLD/GDX, SPY/QQQ, XLE/XOM - data goes back 20 years, free on yahoo finance spread reverts within 8 trading days 71% of the time when it crosses 2 sigma size with Kelly on that 71%, take the trade when math clears, exit at mean paper they spent two years on is engle & granger, 1987 - won a nobel prize Bookmark before it deleted it's in every econometrics textbook on earth, chapter 4 they didn't hide the math from you they just never told you it existed

Livsun

26,816 görüntüleme • 1 ay önce

100 billion dollars made without predicting a single price direction not a direction call, a macro bet, or a news trade in sight they asked a completely different question than every retail trader alive retail: "will this go up?" quant: "what state is the market in, and where does that state historically lead?" same data. completely different game markets aren't random - they cycle through states: trending, ranging, compressing, reversing each state has a fixed historical probability of transitioning to the next that's the whole edge. not a signal, not an indicator - just conditional probability you don't need to know what fed will do or what earnings will print you need to know which state you're in and what that state leads to 68% of the time framework has been public since 1906 Bookmark it before it gone data is free, implementation is 200 lines of python, paper costs nothing they built 100 billion off math sitting in statistics textbooks your whole life you were staring at candles while they ran probability tables
0:52

100 billion dollars made without predicting a single price direction not a direction call, a macro bet, or a news trade in sight they asked a completely different question than every retail trader alive retail: "will this go up?" quant: "what state is the market in, and where does that state historically lead?" same data. completely different game markets aren't random - they cycle through states: trending, ranging, compressing, reversing each state has a fixed historical probability of transitioning to the next that's the whole edge. not a signal, not an indicator - just conditional probability you don't need to know what fed will do or what earnings will print you need to know which state you're in and what that state leads to 68% of the time framework has been public since 1906 Bookmark it before it gone data is free, implementation is 200 lines of python, paper costs nothing they built 100 billion off math sitting in statistics textbooks your whole life you were staring at candles while they ran probability tables

Livsun

13,335 görüntüleme • 1 ay önce

a citadel quant told me something that broke my entire trading framework "we don't predict markets. we model the state machine" he explained markov chains in 90 seconds the market is never random - it always exists in one of three states trending up, trending down, ranging - each has a fixed probability of shifting to another build the transition matrix from real price data: > trending up -> 68% stays trending, 21% flips to range, 11% reverses > ranging -> 54% stays range, 28% breaks up, 18% breaks down > trending down -> 61% stays falling, 24% flips to range, 15% reverses now you're not guessing, you're playing probability identify current state, enter with the 68% edge, size with kelly criterion based on that probability the formula is public - markov published it in 1906 hedge funds use it, the math costs nothing what costs you is asking the wrong question "where is price going?" is random "what state am I in right now?" has an answer transition matrix built from 10 years of data is your edge Bookmark it not a signal, not an indicator - just conditional probability that compounds every single trade
0:40

a citadel quant told me something that broke my entire trading framework "we don't predict markets. we model the state machine" he explained markov chains in 90 seconds the market is never random - it always exists in one of three states trending up, trending down, ranging - each has a fixed probability of shifting to another build the transition matrix from real price data: > trending up -> 68% stays trending, 21% flips to range, 11% reverses > ranging -> 54% stays range, 28% breaks up, 18% breaks down > trending down -> 61% stays falling, 24% flips to range, 15% reverses now you're not guessing, you're playing probability identify current state, enter with the 68% edge, size with kelly criterion based on that probability the formula is public - markov published it in 1906 hedge funds use it, the math costs nothing what costs you is asking the wrong question "where is price going?" is random "what state am I in right now?" has an answer transition matrix built from 10 years of data is your edge Bookmark it not a signal, not an indicator - just conditional probability that compounds every single trade

Livsun

267,953 görüntüleme • 2 ay önce

A warning to Americans about living under Sharia Law from a woman who used to live in Iran - “In Iran, you can get arrested for walking a dog and then they can take your dog away because according to Islam, dogs are najis, which means unclean - In Iran, you will get arrested. Not can, will if you're a female solo singer, it is against the law - I Iran, not that you have to wear hijab, but if your hijab is not to the liking of the regime forces, they can push you forcefully into a van and take you to jail. And then things that happen in those jails, let's just say that they're not ethical - In Iran, you are not allowed to change your religion or choose your religion. If you do so, you will be executed - In Iran, they would line us up as children force hijab on us and force us to chant Death to America. I wouldn't call that school. I would call that a cult that is trying to brainwash children into a terrorist mindset. - In Iran, there are stations with regime forces and they can stop your car and see if the person next to you is a girlfriend, a boyfriend, or you're married to. If you're married to them, you can get arrested in 5 years. Imagine that a Big Mac went from $6 to $600. That's exactly what happened in Iran. Well, roughly. I think it's even more than that. And everything. I'm telling you, it's not even the worst thing that's happening in Iran. Every time people request a regime change and they start to protest, the regime shuts off the internet and starts shooting people with military grade weapons, children. Regime forces in the past two to three weeks have killed more than 50,000 people. So yeah, if you have opinions about how Iranians should feel, perhaps you should go to Iran, live with the regime and maybe raise a child or two, and then we can speak about it.”
1:58

A warning to Americans about living under Sharia Law from a woman who used to live in Iran - “In Iran, you can get arrested for walking a dog and then they can take your dog away because according to Islam, dogs are najis, which means unclean - In Iran, you will get arrested. Not can, will if you're a female solo singer, it is against the law - I Iran, not that you have to wear hijab, but if your hijab is not to the liking of the regime forces, they can push you forcefully into a van and take you to jail. And then things that happen in those jails, let's just say that they're not ethical - In Iran, you are not allowed to change your religion or choose your religion. If you do so, you will be executed - In Iran, they would line us up as children force hijab on us and force us to chant Death to America. I wouldn't call that school. I would call that a cult that is trying to brainwash children into a terrorist mindset. - In Iran, there are stations with regime forces and they can stop your car and see if the person next to you is a girlfriend, a boyfriend, or you're married to. If you're married to them, you can get arrested in 5 years. Imagine that a Big Mac went from $6 to $600. That's exactly what happened in Iran. Well, roughly. I think it's even more than that. And everything. I'm telling you, it's not even the worst thing that's happening in Iran. Every time people request a regime change and they start to protest, the regime shuts off the internet and starts shooting people with military grade weapons, children. Regime forces in the past two to three weeks have killed more than 50,000 people. So yeah, if you have opinions about how Iranians should feel, perhaps you should go to Iran, live with the regime and maybe raise a child or two, and then we can speak about it.”

Wall Street Apes

503,860 görüntüleme • 5 ay önce

gurus sold you a shovel, but edge is free guy in delaware who writes code for a top-3 crypto exchange told me why you're still down after 4 years of "learning" "the course and signal industry is a gold rush. except you're digging, and they sell the shovels" he explained it in 2 minutes every "guru" with a +400% screenshot doesn't make money on trades he makes money on you, who bought access for $997 mechanic that actually works has been public since 1990s regime filter. gamma exposure. funding rate. markov transition matrix he gave me his numbers: > 73% of "signal services" shut down within 14 months - after milking newcomers > same 3 formulas in a $2000 course sit in a free university pdf > gap between "dream course" and reality is 150 lines of python and 8 months of grinding, not 8 minutes of video you're not "a bad trader". you're being fed shovels while someone else digs the gold cheapest thing you can do is stop buying access and open a notebook data is free. formulas are published. code is 200 lines before you buy the next "signal", ask: who's selling the shovel here, and who's actually digging they didn't hide strategy from you they made you shovel-buyer while someone else took the nugget
1:08

gurus sold you a shovel, but edge is free guy in delaware who writes code for a top-3 crypto exchange told me why you're still down after 4 years of "learning" "the course and signal industry is a gold rush. except you're digging, and they sell the shovels" he explained it in 2 minutes every "guru" with a +400% screenshot doesn't make money on trades he makes money on you, who bought access for $997 mechanic that actually works has been public since 1990s regime filter. gamma exposure. funding rate. markov transition matrix he gave me his numbers: > 73% of "signal services" shut down within 14 months - after milking newcomers > same 3 formulas in a $2000 course sit in a free university pdf > gap between "dream course" and reality is 150 lines of python and 8 months of grinding, not 8 minutes of video you're not "a bad trader". you're being fed shovels while someone else digs the gold cheapest thing you can do is stop buying access and open a notebook data is free. formulas are published. code is 200 lines before you buy the next "signal", ask: who's selling the shovel here, and who's actually digging they didn't hide strategy from you they made you shovel-buyer while someone else took the nugget

Livsun

21,075 görüntüleme • 14 gün önce

renaissance technologies hasn't had a losing year since 1988 not because they're smarter or have better data they're asking a completely different question than everyone else while retail asks "will it go up?" quant desks ask something else entirely which state is the market in right now, and with what probability does it transition to the next tool for that: markov chains markets cycle through states - trending, ranging, volatile, reversing each transition has a historical probability you can calculate trending -> stays trending: 48% trending -> ranging: 34% trending -> reversing: 18% you don't pick direction. you calculate expected value across every possible transition enter only when the math is positive that's it. that's the entire edge the framework is 119 years old - andrei markov published it in 1906 it's in every statistics textbook on earth Bookmark it or lose last chance to be quant nobody in your trading group ever mentioned it
2:02

renaissance technologies hasn't had a losing year since 1988 not because they're smarter or have better data they're asking a completely different question than everyone else while retail asks "will it go up?" quant desks ask something else entirely which state is the market in right now, and with what probability does it transition to the next tool for that: markov chains markets cycle through states - trending, ranging, volatile, reversing each transition has a historical probability you can calculate trending -> stays trending: 48% trending -> ranging: 34% trending -> reversing: 18% you don't pick direction. you calculate expected value across every possible transition enter only when the math is positive that's it. that's the entire edge the framework is 119 years old - andrei markov published it in 1906 it's in every statistics textbook on earth Bookmark it or lose last chance to be quant nobody in your trading group ever mentioned it

Livsun

51,500 görüntüleme • 2 ay önce

Two Sigma runs 500 stocks through one formula and looks at 5 numbers math has been public since 1901 PCA - principal component analysis - run it on the S&P and entire market compresses 87% of all price movement. 5 hidden variables not sectors, not earnings - 5 eigenvectors. the hidden skeleton underneath price > market pressure - a tide moving every name in sync > growth vs value rotation > size divergence, mega cap vs small cap > momentum regime - trending or mean reverting > volatility clustering when eigenvector 4 flips, every momentum strategy on earth breaks at the same time same force rotating under all 500 names at once - not coincidence, that's structure retail reads 500 charts. quant desks read 5 transitions data: free. code: 300 lines of python. framework: 1901 been sitting in every linear algebra textbook for 120 years they just never pointed you at the right chapter
2:14

Two Sigma runs 500 stocks through one formula and looks at 5 numbers math has been public since 1901 PCA - principal component analysis - run it on the S&P and entire market compresses 87% of all price movement. 5 hidden variables not sectors, not earnings - 5 eigenvectors. the hidden skeleton underneath price > market pressure - a tide moving every name in sync > growth vs value rotation > size divergence, mega cap vs small cap > momentum regime - trending or mean reverting > volatility clustering when eigenvector 4 flips, every momentum strategy on earth breaks at the same time same force rotating under all 500 names at once - not coincidence, that's structure retail reads 500 charts. quant desks read 5 transitions data: free. code: 300 lines of python. framework: 1901 been sitting in every linear algebra textbook for 120 years they just never pointed you at the right chapter

Livsun

13,957 görüntüleme • 1 ay önce

🚨JOHN BOLTON VS AFSHIN RATTANSI: REGIME CHANGE IN IRAN Bolton: ‘I don’t think the war is over because I don’t think we’ve done the necessary work to solve the problem in the way I think it has to be solved, which is through regime change…but it’s not clear to me at this point that Trump really knows what his objective is.’ Afshin Rattansi: ‘What do you mean, regime change? I mean, you’d back ground forces going in?’ Bolton: ‘I don’t think it’s necessary. I think if you look at Iran, with I think a sophisticated, well-educated population, this regime was in trouble long before the war started. For years its economy has been in desperate straits. That’s what the people were demonstrating about all over Iran in December and January.’ Afshin: ‘The economic situation isn’t necessarily demonstrating a demand for a complete change of regime.’ Bolton: ‘Not only is the economy bad, they’re running out of water. The irrigation policies of the government to develop what Ayatollah Khomeini wanted, which was complete agricultural autonomy, has devastated the groundwater. They’re even talking about having to move the capital out of Tehran. That’s how bad it is.’ Afshin: ‘Flint, Michigan had polluted water, that’s not a reason for changing the regime in the United States.’ —Watch the full interview with John Bolton, Donald Trump’s former National Security Adviser in the quoted post below👇 John Bolton
2:09

🚨JOHN BOLTON VS AFSHIN RATTANSI: REGIME CHANGE IN IRAN Bolton: ‘I don’t think the war is over because I don’t think we’ve done the necessary work to solve the problem in the way I think it has to be solved, which is through regime change…but it’s not clear to me at this point that Trump really knows what his objective is.’ Afshin Rattansi: ‘What do you mean, regime change? I mean, you’d back ground forces going in?’ Bolton: ‘I don’t think it’s necessary. I think if you look at Iran, with I think a sophisticated, well-educated population, this regime was in trouble long before the war started. For years its economy has been in desperate straits. That’s what the people were demonstrating about all over Iran in December and January.’ Afshin: ‘The economic situation isn’t necessarily demonstrating a demand for a complete change of regime.’ Bolton: ‘Not only is the economy bad, they’re running out of water. The irrigation policies of the government to develop what Ayatollah Khomeini wanted, which was complete agricultural autonomy, has devastated the groundwater. They’re even talking about having to move the capital out of Tehran. That’s how bad it is.’ Afshin: ‘Flint, Michigan had polluted water, that’s not a reason for changing the regime in the United States.’ —Watch the full interview with John Bolton, Donald Trump’s former National Security Adviser in the quoted post below👇 John Bolton

New Order with Afshin Rattansi

23,226 görüntüleme • 2 ay önce

Your strategy isn't losing because it's bad. It's losing because the market changed and nobody told you. Markets have moods: trend, chop, panic. Every strategy only works inside one of them. And when the mood flips, no bell rings. Your equity curve is the bell - by the time it rings, you're already down 30%. Quant desks don't wait for the bell. They run 120-year-old math, a Hidden Markov Model, that reads the market's hidden state live and calls the flip days before the chart shows it. Horizon packed that whole desk setup into one typed sentence. Public launch July 15 - get on the waitlist now: Here's the proof, from a real pair of runs. A BTC breakout kept shorting into an uptrend and finished -50.68%, the short book alone bleeding $75,836. The exact same idea, with one added sentence about the regime: +41.15%. Same entries. Same logic. A 91-point swing from one sentence. You don't have to build any of this. Horizon fits the model, watches the regime every bar, and switches your strategy on its own - you just describe what you want. Half your losing trades were probably this exact thing: right idea, wrong market, no way to see it. All this time you've been blaming your discipline, your entries, your psychology. The real question was one you never asked: what state is the market in right now? Bookmark this and read the full framework below - it's the exact regime math desks run on live money, written so you can use it Monday.
0:48

Your strategy isn't losing because it's bad. It's losing because the market changed and nobody told you. Markets have moods: trend, chop, panic. Every strategy only works inside one of them. And when the mood flips, no bell rings. Your equity curve is the bell - by the time it rings, you're already down 30%. Quant desks don't wait for the bell. They run 120-year-old math, a Hidden Markov Model, that reads the market's hidden state live and calls the flip days before the chart shows it. Horizon packed that whole desk setup into one typed sentence. Public launch July 15 - get on the waitlist now: Here's the proof, from a real pair of runs. A BTC breakout kept shorting into an uptrend and finished -50.68%, the short book alone bleeding $75,836. The exact same idea, with one added sentence about the regime: +41.15%. Same entries. Same logic. A 91-point swing from one sentence. You don't have to build any of this. Horizon fits the model, watches the regime every bar, and switches your strategy on its own - you just describe what you want. Half your losing trades were probably this exact thing: right idea, wrong market, no way to see it. All this time you've been blaming your discipline, your entries, your psychology. The real question was one you never asked: what state is the market in right now? Bookmark this and read the full framework below - it's the exact regime math desks run on live money, written so you can use it Monday.

cvxv666

97,898 görüntüleme • 28 gün önce

Your trading strategy didn't break. The market it was built for quietly stopped existing. Read that twice. It's most of why 89% of retail finished 2025 in the red. There's now an app that does the entire job of a $400,000 quant. You type a trading idea in plain English. It writes the code, backtests 5 years in 12 seconds, runs thousands of simulations, and tells you cold whether your edge is dead or the regime just changed. No code. No Python. No $25,000 terminal. 20,000 already inside. Waitlist stops at 25,000: That distinction is the whole game, and you never had a way to see it. Every strategy is a bet that one thing stays true. Momentum bets trends continue. Mean reversion bets ranges hold. When the regime flips, the assumption dies and your strategy bleeds with nothing wrong in the code. You stare at the logic for a month and never find the bug, because there isn't one. So you delete it, or refit it to the last drawdown and build something that would have survived the pain you already felt and nothing coming next. The desks never had that problem. 92% of institutional volume is automated. Only 45% of retail is. They test 100 strategies for every 1 you test by hand, and kill 97 of them on purpose, because they can tell a dead edge from a normal drawdown. Now that exact loop costs $0. One hypothesis used to cost a fund $87,500 to test. With Horizon you get unlimited, in seconds, and a winner deploys live in 90 seconds and runs without your hands on it.
0:40

Your trading strategy didn't break. The market it was built for quietly stopped existing. Read that twice. It's most of why 89% of retail finished 2025 in the red. There's now an app that does the entire job of a $400,000 quant. You type a trading idea in plain English. It writes the code, backtests 5 years in 12 seconds, runs thousands of simulations, and tells you cold whether your edge is dead or the regime just changed. No code. No Python. No $25,000 terminal. 20,000 already inside. Waitlist stops at 25,000: That distinction is the whole game, and you never had a way to see it. Every strategy is a bet that one thing stays true. Momentum bets trends continue. Mean reversion bets ranges hold. When the regime flips, the assumption dies and your strategy bleeds with nothing wrong in the code. You stare at the logic for a month and never find the bug, because there isn't one. So you delete it, or refit it to the last drawdown and build something that would have survived the pain you already felt and nothing coming next. The desks never had that problem. 92% of institutional volume is automated. Only 45% of retail is. They test 100 strategies for every 1 you test by hand, and kill 97 of them on purpose, because they can tell a dead edge from a normal drawdown. Now that exact loop costs $0. One hypothesis used to cost a fund $87,500 to test. With Horizon you get unlimited, in seconds, and a winner deploys live in 90 seconds and runs without your hands on it.

cvxv666

40,749 görüntüleme • 1 ay önce

Alan Oppenheim, MIT professor: "Jump Trading pays quants $650K to pull one real signal out of market noise. I wrote the textbook on that exact math and taught it for free." this free MIT lecture is the math the whole "quant edge" is built on, and almost nobody selling you a course will name it. the man teaching it wrote the signal-processing textbook every engineer on earth learned from, and he put the lectures online for nothing. here is the idea. a price chart is a signal buried in noise. most of what you see is random static, and hidden inside is a faint, repeating pattern with real mathematics for pulling it out. that is not a metaphor. jim simons was a codebreaker who did exactly this to enemy transmissions, then pointed the same math at the market and made a hundred billion dollars. none of it is new. oppenheim taught this in 1987, the math is older, and every lecture is free. same story i told in the article above. the edge was never a secret formula. it was knowing a market is a noisy signal, and having the tools to read it. here is what the gurus skip. the math to separate signal from noise is free and everyone has it. the edge is cleaner data than the next desk, and the discipline to trust a faint signal across thousands of trades instead of chasing the static. the filter is free. the patience to use it is not.
29:44

Alan Oppenheim, MIT professor: "Jump Trading pays quants $650K to pull one real signal out of market noise. I wrote the textbook on that exact math and taught it for free." this free MIT lecture is the math the whole "quant edge" is built on, and almost nobody selling you a course will name it. the man teaching it wrote the signal-processing textbook every engineer on earth learned from, and he put the lectures online for nothing. here is the idea. a price chart is a signal buried in noise. most of what you see is random static, and hidden inside is a faint, repeating pattern with real mathematics for pulling it out. that is not a metaphor. jim simons was a codebreaker who did exactly this to enemy transmissions, then pointed the same math at the market and made a hundred billion dollars. none of it is new. oppenheim taught this in 1987, the math is older, and every lecture is free. same story i told in the article above. the edge was never a secret formula. it was knowing a market is a noisy signal, and having the tools to read it. here is what the gurus skip. the math to separate signal from noise is free and everyone has it. the edge is cleaner data than the next desk, and the discipline to trust a faint signal across thousands of trades instead of chasing the static. the filter is free. the patience to use it is not.

Rossst.03

269,381 görüntüleme • 26 gün önce

quant at aqr sat next to me at a conference and said something that rewired how i think about markets "we don't analyze 500 stocks. we run 5 factors that explain all 500 at once" i asked him to draw it out take your entire stock universe - 500 names, 3 years of daily returns - and run PCA the 500 collapse into 5 factor 1: broad market momentum - explains 58% of all price movement by itself factor 2: sector rotation - where institutional money is actually flowing factor 3: rate sensitivity - duration risk bleeding across the equity curve factor 4: momentum tilt - which names are accelerating vs mean-reverting factor 5: credit spread stress - signal hiding inside equity vol if you know these 5 numbers, you know what 500 stocks are about to do retail watches 500 charts and sees noise. quant desks watch 5 eigenvalues and see structure math is called Principal Component Analysis, in every intro stats course on earth data to run it is free. python implementation is ~120 lines renaissance, two sigma, aqr - running this since before most retail traders could name a stock reason nobody told you isn't that it's proprietary it's that telling you costs them their edge Bookmark this market was never 500 moving parts it was always 5 - hiding inside 500
0:49

quant at aqr sat next to me at a conference and said something that rewired how i think about markets "we don't analyze 500 stocks. we run 5 factors that explain all 500 at once" i asked him to draw it out take your entire stock universe - 500 names, 3 years of daily returns - and run PCA the 500 collapse into 5 factor 1: broad market momentum - explains 58% of all price movement by itself factor 2: sector rotation - where institutional money is actually flowing factor 3: rate sensitivity - duration risk bleeding across the equity curve factor 4: momentum tilt - which names are accelerating vs mean-reverting factor 5: credit spread stress - signal hiding inside equity vol if you know these 5 numbers, you know what 500 stocks are about to do retail watches 500 charts and sees noise. quant desks watch 5 eigenvalues and see structure math is called Principal Component Analysis, in every intro stats course on earth data to run it is free. python implementation is ~120 lines renaissance, two sigma, aqr - running this since before most retail traders could name a stock reason nobody told you isn't that it's proprietary it's that telling you costs them their edge Bookmark this market was never 500 moving parts it was always 5 - hiding inside 500

Livsun

22,073 görüntüleme • 1 ay önce

SEN. MULLIN: “President Trump is leading through strength. You can achieve peace through strength, as long as you use it in the right way.” “We’re not at war with Iran.” “What we are trying to do is make sure we can have peace.” “You cannot trust a regime that is the world’s sponsor of terror, who has been chanting for 40 years, death to America, who has killed over 1,000 U.S. citizens or service members over the last 40 years, either through proxy or direct.” “And you cannot have peace if they achieve a nuclear weapon. You can have peace with them if they don’t have a nuclear program.” “And so what President Trump has done here is he’s made an opportunity for us, maybe to be able to negotiate peace with them if the regime chooses so.” “But I can’t express this enough, Andrew. We are not at war with Iranian people. In fact, the people of Iran, I think we have a very good relationship.” “It’s the regime led by the Ayatollah that has taken Iran in the wrong direction.”
1:22

SEN. MULLIN: “President Trump is leading through strength. You can achieve peace through strength, as long as you use it in the right way.” “We’re not at war with Iran.” “What we are trying to do is make sure we can have peace.” “You cannot trust a regime that is the world’s sponsor of terror, who has been chanting for 40 years, death to America, who has killed over 1,000 U.S. citizens or service members over the last 40 years, either through proxy or direct.” “And you cannot have peace if they achieve a nuclear weapon. You can have peace with them if they don’t have a nuclear program.” “And so what President Trump has done here is he’s made an opportunity for us, maybe to be able to negotiate peace with them if the regime chooses so.” “But I can’t express this enough, Andrew. We are not at war with Iranian people. In fact, the people of Iran, I think we have a very good relationship.” “It’s the regime led by the Ayatollah that has taken Iran in the wrong direction.”

The Vigilant Fox 🦊

33,907 görüntüleme • 1 yıl önce

⚠️ A friendly warning to the average American LEFTIST: (and I’m saying this as nice as possible) If you are pro IRGC and Islamic regime just because you hate Trump, AND if you decide to post a video to publicly show your support for the demonic Islamic regime and use OUR TRAGEDY to threaten President Trump, KNOW that over 90% of Iranian-Americans are not your Nice White Americans who have tolerated your BS for the past 10 years. (The nurse in my last post is the case in point). We will FIND your information and make sure that you will never have a job again. WE WILL protest in front of any place your work until they realize that YOU ARE A LIABILITY. You have freedom of speech, that is your right and we respect that, but you don’t have the right to threaten anyone AND you don’t have freedom from the consequences of your speech. There is nearly a million of us, we are ANGRY, we are WOUNDED and we are DETERMINED. DO NOT FU*K WITH US! Sincerely
0:48

⚠️ A friendly warning to the average American LEFTIST: (and I’m saying this as nice as possible) If you are pro IRGC and Islamic regime just because you hate Trump, AND if you decide to post a video to publicly show your support for the demonic Islamic regime and use OUR TRAGEDY to threaten President Trump, KNOW that over 90% of Iranian-Americans are not your Nice White Americans who have tolerated your BS for the past 10 years. (The nurse in my last post is the case in point). We will FIND your information and make sure that you will never have a job again. WE WILL protest in front of any place your work until they realize that YOU ARE A LIABILITY. You have freedom of speech, that is your right and we respect that, but you don’t have the right to threaten anyone AND you don’t have freedom from the consequences of your speech. There is nearly a million of us, we are ANGRY, we are WOUNDED and we are DETERMINED. DO NOT FU*K WITH US! Sincerely

𝕊𝕂𝕐

152,181 görüntüleme • 4 ay önce

🚨 This Lego video is circulating supposedly telling you “how the Iranians, the real ones” feel. The AI video with AI rap says “I don’t want the politics, I don’t want the war, I just want to know their names, say their names”. My first thought: “at last, the people inside Iran speak out!” But no. It is a regime sponsored video, a sinister one too because it’s subtle. I don’t blame this lady at all. It pulls at the heart strings. But it’s a regime video. How do we know? Firstly this differentiation between Iranians and “real Iranians”. They want you to see a divide. Now there are Iranians outside the country, and inside. Even the ones inside are split between white Sim card holders who can communicate with the world, known as ‘regime supporters’ and there’s the vast majority of people who have no Internet, known as ‘anti-regime protestors’. In this video “the real Iranians” are the ones holding the crab-like regime flag of Iran (2nd image) thus it’s regime sponsored. A regime that hates America. So anything in the video glorifying America is utter nonsense trying to manipulate. Also the video only calls for the names of the “168” children in Minab. Where there has still been no independent investigation of the school bombing tragedy, where evidence is coming to light from the parents - currently being silenced - that there were two schools side by side, one with the children of IRGC commanders evacuated just in time, and the other which got hit had its doors purposefully locked from the outside. The intention being pupils from the Baluch minority (traditionally staunchly anti-regime) would be sacrificed by the regime to start a propaganda war. Propaganda the parents were forced to participate in. This is coming from inside Minab covered by the intentional press. Which is exactly what we said would happen if a war started: the regime would sacrifice innocent Iranians, woman & children, anyone, to stay in power. Of course the names of these children must be remembered - but in the correct context. The video has ZERO mention of the daily executions of teenage protesters. ZERO mention of the enforced internet black out (now entering day 71) and ZERO mention the 40,000 slaughtered by the regime. This is the crucial context which the video conveniently leaves out. If you are “legitimately choked up” by this video then here is news for you: you’ve completely fallen for the propaganda of a terrorist regime. Propaganda that seeks to appeal to the ONLY thing that will keep them in power: American public opinion. The way to end the war is to end the regime. The only thing that will bring peace to the entire region is to end the regime. Anything less and the world is keeping a regime in power who have vowed to punish their own people, 14 million of whom were protesting, which got the attention of the world in the first place, and vowed to continue to export their ideology of hate and inflict even more tyranny on the world. America. Stop VALIDATING the regime in Iran. Your validation of these videos is supporting the biggest terrorist organisation the world has ever seen.
1:48

🚨 This Lego video is circulating supposedly telling you “how the Iranians, the real ones” feel. The AI video with AI rap says “I don’t want the politics, I don’t want the war, I just want to know their names, say their names”. My first thought: “at last, the people inside Iran speak out!” But no. It is a regime sponsored video, a sinister one too because it’s subtle. I don’t blame this lady at all. It pulls at the heart strings. But it’s a regime video. How do we know? Firstly this differentiation between Iranians and “real Iranians”. They want you to see a divide. Now there are Iranians outside the country, and inside. Even the ones inside are split between white Sim card holders who can communicate with the world, known as ‘regime supporters’ and there’s the vast majority of people who have no Internet, known as ‘anti-regime protestors’. In this video “the real Iranians” are the ones holding the crab-like regime flag of Iran (2nd image) thus it’s regime sponsored. A regime that hates America. So anything in the video glorifying America is utter nonsense trying to manipulate. Also the video only calls for the names of the “168” children in Minab. Where there has still been no independent investigation of the school bombing tragedy, where evidence is coming to light from the parents - currently being silenced - that there were two schools side by side, one with the children of IRGC commanders evacuated just in time, and the other which got hit had its doors purposefully locked from the outside. The intention being pupils from the Baluch minority (traditionally staunchly anti-regime) would be sacrificed by the regime to start a propaganda war. Propaganda the parents were forced to participate in. This is coming from inside Minab covered by the intentional press. Which is exactly what we said would happen if a war started: the regime would sacrifice innocent Iranians, woman & children, anyone, to stay in power. Of course the names of these children must be remembered - but in the correct context. The video has ZERO mention of the daily executions of teenage protesters. ZERO mention of the enforced internet black out (now entering day 71) and ZERO mention the 40,000 slaughtered by the regime. This is the crucial context which the video conveniently leaves out. If you are “legitimately choked up” by this video then here is news for you: you’ve completely fallen for the propaganda of a terrorist regime. Propaganda that seeks to appeal to the ONLY thing that will keep them in power: American public opinion. The way to end the war is to end the regime. The only thing that will bring peace to the entire region is to end the regime. Anything less and the world is keeping a regime in power who have vowed to punish their own people, 14 million of whom were protesting, which got the attention of the world in the first place, and vowed to continue to export their ideology of hate and inflict even more tyranny on the world. America. Stop VALIDATING the regime in Iran. Your validation of these videos is supporting the biggest terrorist organisation the world has ever seen.

Omid Djalili

47,144 görüntüleme • 2 ay önce

#WATCH | On L&T Chairman SN Subrahmanyan advocates a 90-hour work week, Mahindra Group Chairman Anand Mahindra says, "I have a huge respect for Narayan Murthy and others. So let me not get this wrong. But I have to say something. I think this debate is in the wrong direction because this debate is about the quantity of work. My point is we have to focus on the quality of work, not on the quantity of work. So it's not about 40 hours, or 70 hours or 90 hours. What output are you doing even if it's 10 hours? You can change the world in 10 hours... I have always believed that you have to have leaders and people in your company who make wise decisions and wise choices. So the question is, which kind of mindmakes the right choices and right decisions? And I think a mind that is exposed to holistic thinking, thinking that is open to inputs from around the world, that's when you'll make a good decision. If you don't spend time at home, if you're not spending time with friends, not reading, and don't have time to reflect, how will you bring the right inputs into making a decision?... I don't want it to be about quantity. Ask me what's the quality of my work. Don't ask me how many hours I work...."
4:16

#WATCH | On L&T Chairman SN Subrahmanyan advocates a 90-hour work week, Mahindra Group Chairman Anand Mahindra says, "I have a huge respect for Narayan Murthy and others. So let me not get this wrong. But I have to say something. I think this debate is in the wrong direction because this debate is about the quantity of work. My point is we have to focus on the quality of work, not on the quantity of work. So it's not about 40 hours, or 70 hours or 90 hours. What output are you doing even if it's 10 hours? You can change the world in 10 hours... I have always believed that you have to have leaders and people in your company who make wise decisions and wise choices. So the question is, which kind of mindmakes the right choices and right decisions? And I think a mind that is exposed to holistic thinking, thinking that is open to inputs from around the world, that's when you'll make a good decision. If you don't spend time at home, if you're not spending time with friends, not reading, and don't have time to reflect, how will you bring the right inputs into making a decision?... I don't want it to be about quantity. Ask me what's the quality of my work. Don't ask me how many hours I work...."

ANI

102,689 görüntüleme • 1 yıl önce