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My Student Said Still Backtests Every Single Day Despite Making $100K/Month Backtesting is the process of testing your trading strategy on historical data to see how it would have performed in real market conditions. After backtesting hundreds of scenarios, Say discovered which session to trade (New York), which patterns...

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The Trading Geek (Brad Goh)

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19,694 Aufrufe • vor 9 Monaten •via X (Twitter)

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Backtesting remains essential for strategy validation

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Hi Brad, I have not seen anything yet can you try one more time? Thanks

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Every edge decays, backtesting daily catches the drift when it's a 2% drag not a 50% account wipeout

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Backtesting every day even after big wins, discipline really pays off.

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That’s how it should be! Improving is key

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Backtesting is where the real edge is built. Making $100K/month doesn’t mean you stop grinding, it means you refine relentlessly. Said didn’t stumble on success, he drilled patterns, sessions, entries, stops, and risk-to-reward until they became instinct. The hours in front of historical data, the journaling, the repeated course reviews, those are compounding skills, not shortcuts. Profit follows process. Discipline compounds edge.

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That's the thing with the winners. They never stop working. They never get lazy. They keep doing the actions that got them there in the first place. And that's exactly why they're winners. They deserve it.

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What Makes an A+++ Setup (According to a $291K Trader) A setup is the specific market condition where all your criteria align for a high-probability trade entry. Most traders don't understand the criteria that makes a solid entry. They take every setup that looks "good enough" — and end up with 1:2 or 1:3 risk-to-reward ratios, grinding for small wins. Here's the difference: An A+++ setup allowed my student Said to make $86,000 in one day from just 3 trades (with 1:18, 1:7, and 1:10 R/R). And $291k over the last 1.5 years. If there’s a mediocre setup, he won’t take it. Some weeks he only trades twice because he's waiting for perfection. In the 2-minute clip below, my student Said walks through the 5 elements that must align for an A+++ setup: 1) Inverse Fair Value Gap — An imbalance price needs to fill 2) Inducement — Liquidity sweep that triggers early traders 3) Imbalance — Gap in price delivery that draws price back 4) Protected Level — Previous inducement + break of structure creates an internal floor/ceiling 5) Break of Structure — Confirmation that one side is in control Said also looks for setups where you have TWO protected levels, not just one. This gives him the confidence to enter at the end of the fair value gap without waiting for additional confirmation. Stop loss goes just below the protected level — tight risk, massive reward potential. — This is just scratching the surface of what Said shared. In the full 1-hour interview, we also dove into: • The exact 3 trades that made him $86K in a single day (with timestamped chart breakdowns) • How he combined two different strategies into one profitable system • Why he still backtests 1-1.5 hours daily even after making $100K/month Just comment "INTERVIEW" and I'll DM you the full interview in the next few minutes.

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A 29-year-old sales consultant from Oklahoma quit his job thanks to AI - now he makes his director’s entire annual salary in just two weeks. $306,000 in profit over the past month. He replaced an entire team of quants with Claude and a swarm of agents - and built his own ETH price simulation engine. His wallet: Each of the 6 agents validates its own trading decision, and thanks to their precision, he’s pulling in at least $15,000 a day. The agent system coverage speed is far higher than any top-tier trading team. They collect data 24/7 and run simulations using that data in the MiroFish engine - completely autonomously. They remember every pattern, every market reaction, every trading signal. This is a new milestone in algo trading. Every trade is a perfect cycle. Every dollar earned is pure exploitation of market inefficiency. He doesn’t predict the future - the math already knows it. He just reads the numbers right and takes the money. Save this post if you actually want to learn how to build something like this. Or just skip homework and start copying every one of his trades right now - that’s the easiest and most profitable route I’m on:

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Bro casually makes $1.3M/year as a solopreneur. No employees. No contractors. Never had a single hire. Just $5K/month subscriptions on repeat. I sat down with him for a couple hours. Here's the top 5% of our chat: > What he sells and how the pricing works (1:00) > Exactly how he runs his business (1:25) > How he would productize his work if he had to start over (4:15) > The cost and tools he uses to run this (4:55) > How his typical day in the life looks like (8:12)

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How I turned $500 into $10,000 in three days flipping small accounts (and how I lost it all the next day): — This is just a short clip from my 1-hour recording on the brutal truth about trading that took me 7 years to learn. I also covered why boring, mechanical systems beat hero trades every time, the 7 habits that led me to 7 figures in year 7s, and how to master your emotions so you stop revenge trading after losses. Just comment "RECORDING" and I'll DM you the entire recording in the next few minutes.

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December 16, 2016. Obama does an hour long interview with NPR. The entire interview is stunning for a few reasons. 1. Almost everything Obama says is in direct contradiction to the intelligence report on the election that he had just recently received. The majority of this interview was spent discussing Russia's election interference to help Trump. We now know that Obama had just received a report informing him that did not happen. 2. It was extremely obvious throughout the entire interview that Obama was lying and that he knew the significance of what he was doing. 3. Obama finished the interview, left and returned to talk about a new "Intelligence Assessment" that would be dropping before Trump's inauguration. He was priming the media to be on the look out for the bogus report he had just asked for. It's impossible to overstate the magnitude of what Obama was doing during this interview. And of course he turned to NPR to help him do his dirty work.

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THIS FUCKING GUY TURNED GROK INTO HIS PERSONAL TRADING ASSISTANT. $350 AN HOUR USING AI. Instead of staring at charts all day, he used Grok to analyze setups, identify patterns, and help him execute a simple trading strategy. Here’s the workflow ↓ → Feed market data into Grok → Ask it to scan for specific setups → Filter trades using strict conditions → Confirm the entry → Set a defined stop-loss + take-profit → Track the position automatically The crazy part? He claims the system can generate around $350 per hour when the market conditions line up. The important lesson isn’t the $350. It’s how he uses AI. He didn’t ask Grok to predict the market. He gave it rules. Then used AI to make the process faster, more systematic, and easier to repeat. No magic. No guaranteed profits. Just a trading strategy + AI + disciplined execution. Here’s the exact strategy he uses Comment « Al » and I'll send you the website

Niche trader

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A 35-year-old accountant from New Orleans left his job and spent a full month in isolation with Claude. The result? He made $45,000 in a single day. 300 hours of meticulous work - and the perfect BTC trading algorithm was ready. If he keeps cooking like this, he’s hitting over $1,000,000 in a single month. His wallet: He selected username nsh91qaz - an ironic nod to his 1991 birth year, an age when most people believe it’s too late to change their lives. But he changed anyway. I ran a backtest of his strategy using Claude + Nautilus via PyPI. Results genuinely shocked me - mechanics are understandable to pretty much anyone. The real alpha is in the numbers under the hood. That’s what lets you pull $45k per day with pure math. I simulated every single one of his trades and broke down every transaction: 75 markets, 72 fills, 85.1% win rate, Sharpe ratio 4.21. All run on the Nautilus-core broker simulator with 41.8 GB of parquet data in DuckDB. Every trade is a perfect cycle. Every dollar earned is pure exploitation of market inefficiency. He doesn’t predict the future - the math already knows it. He just reads the numbers right and takes the money Brier-loss ensemble: 400 trees · lr 0.03, walk-forward validation with Sharpe 4.21 ± 0.08. Save this post if you actually want to learn how to build something like this. Or just skip the homework and start copying his trades right now - that’s the easiest and most profitable route I’m on:
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A 35-year-old accountant from New Orleans left his job and spent a full month in isolation with Claude. The result? He made $45,000 in a single day. 300 hours of meticulous work - and the perfect BTC trading algorithm was ready. If he keeps cooking like this, he’s hitting over $1,000,000 in a single month. His wallet: He selected username nsh91qaz - an ironic nod to his 1991 birth year, an age when most people believe it’s too late to change their lives. But he changed anyway. I ran a backtest of his strategy using Claude + Nautilus via PyPI. Results genuinely shocked me - mechanics are understandable to pretty much anyone. The real alpha is in the numbers under the hood. That’s what lets you pull $45k per day with pure math. I simulated every single one of his trades and broke down every transaction: 75 markets, 72 fills, 85.1% win rate, Sharpe ratio 4.21. All run on the Nautilus-core broker simulator with 41.8 GB of parquet data in DuckDB. Every trade is a perfect cycle. Every dollar earned is pure exploitation of market inefficiency. He doesn’t predict the future - the math already knows it. He just reads the numbers right and takes the money Brier-loss ensemble: 400 trees · lr 0.03, walk-forward validation with Sharpe 4.21 ± 0.08. Save this post if you actually want to learn how to build something like this. Or just skip the homework and start copying his trades right now - that’s the easiest and most profitable route I’m on:

cvxv666

341,820 Aufrufe • vor 6 Monaten

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This guy took a brand‑new app to #1 overall in the App Store and 1,000,000 downloads in under 3 days. For the FIRST TIME, he breaks down exactly how he did it, and we’re posting the full, RAW conversation right here on X To be clear, this is his first and only podcast on this playbook... And a little more context: this wasn’t luck. Jibran has taken 4 different apps to #1 in the App Store, including one that did $1.5M in 3 days and outranked ChatGPT He did it with a handful of creators, zero paid ads, and a product philosophy that blew my mind Here’s the core of what he taught me: > Your product and your marketing are not two separate things; they're the same thing. > What goes viral on TikTok is product validation. > What you learn from a hit video should change your UI, your App Store screenshots, your icon He ran that loop obsessively.. For his 2025 Wrapped app, he spent hundreds of hours in Figma asking one question: > “How does this look on TikTok?” Then he tracked: 1. What users screenshotted 2. What they shared to Snapchat 3. What slide they dropped off on The result was a #1 overall app in the App Store. Above EVERYTHING. Now he’s building because he realized he was spending hours every day doom‑scrolling TikTok looking for hooks and formats that worked So he built an AI to do it for him: > You tell it your app. > It tells you what to post, what’s trending in your niche, and what’s wrong with your existing videos. We go deep on all of it in this conversation. If you run a consumer app, this is the most useful 49 minutes you’ll spend this week

Alex Olim

106,825 Aufrufe • vor 6 Monaten

American “I was a Turning Point student through high school and college” She explains every year there is this massive event, and at this event “Charlie walked around to every single table, shook every single person's hand, and asked every single one of us a little bit about ourselves. Every single person.” She explains how each year the event kept growing, from a few hundred, to 700+ students And what did Charlie Kirk do? “He did the same thing, walked around to every single table. Shook every single student's hand, and got to know us. Because he cared” “He was one of the most important men, if not the most important man, in right-wing politics because he was at the Grassroots level. He's very different than politicians who they sit in Capitol Hill or they sit in their offices, but they don't really connect with the youth. Right. The voters. Charlie was different. Very different. And that's why he was so loved” She talks more about Charlie. Every single person should listen to this
3:13

American “I was a Turning Point student through high school and college” She explains every year there is this massive event, and at this event “Charlie walked around to every single table, shook every single person's hand, and asked every single one of us a little bit about ourselves. Every single person.” She explains how each year the event kept growing, from a few hundred, to 700+ students And what did Charlie Kirk do? “He did the same thing, walked around to every single table. Shook every single student's hand, and got to know us. Because he cared” “He was one of the most important men, if not the most important man, in right-wing politics because he was at the Grassroots level. He's very different than politicians who they sit in Capitol Hill or they sit in their offices, but they don't really connect with the youth. Right. The voters. Charlie was different. Very different. And that's why he was so loved” She talks more about Charlie. Every single person should listen to this

Wall Street Apes

2,834,269 Aufrufe • vor 1 Jahr

Chinese quant built a perfect BTC price simulation engine with MiroFish In a single trade, he turned $2,000 into $166,000. 7,500% profit. All proof onchain - every single one of his trades is publicly visible on Polymarket. His wallet: His algorithm instantly detects any mispricing in crypto markets and enters trade immediately. $350k all-time profit. Constantly fading the crowd because his simulation reads the market better than everyone else. He’s using closed order book data + private OTC desks. Already elite alpha. Then the real magic happens: 10,000 simulation cycles of how the market will react. On April 24, he was only one who knew the market was wrong. He entered a trade with just a 1.3% implied probability of execution. This isn’t "guessing where the chart will go" This is engineered money. Pure fusion of AI + MiroFish + insane math on exclusive data. Want to learn how to build something like this? Save the post and read the article. If you don’t want to miss his next 75x trade, starting copy every one of his trades right now using this TG bot:
0:36

Chinese quant built a perfect BTC price simulation engine with MiroFish In a single trade, he turned $2,000 into $166,000. 7,500% profit. All proof onchain - every single one of his trades is publicly visible on Polymarket. His wallet: His algorithm instantly detects any mispricing in crypto markets and enters trade immediately. $350k all-time profit. Constantly fading the crowd because his simulation reads the market better than everyone else. He’s using closed order book data + private OTC desks. Already elite alpha. Then the real magic happens: 10,000 simulation cycles of how the market will react. On April 24, he was only one who knew the market was wrong. He entered a trade with just a 1.3% implied probability of execution. This isn’t "guessing where the chart will go" This is engineered money. Pure fusion of AI + MiroFish + insane math on exclusive data. Want to learn how to build something like this? Save the post and read the article. If you don’t want to miss his next 75x trade, starting copy every one of his trades right now using this TG bot:

cvxv666

203,852 Aufrufe • vor 6 Monaten

This 1-hour seminar from Mark Douglas will do more for your trading results than 3 years of losing trades, 10 books on strategy, and every paid course you've ever bought combined. (BOOKMARK) Watch Part 4 today. This is where he gives you the exact exercise to rewire how you trade. Mark Douglas - Trading Psychology Seminar. Part 4 of 4. 1 hour. Must Watch. The goal was never to predict the market. It was to get to a place where being wrong doesn't cost you anything extra.
1:52:43

This 1-hour seminar from Mark Douglas will do more for your trading results than 3 years of losing trades, 10 books on strategy, and every paid course you've ever bought combined. (BOOKMARK) Watch Part 4 today. This is where he gives you the exact exercise to rewire how you trade. Mark Douglas - Trading Psychology Seminar. Part 4 of 4. 1 hour. Must Watch. The goal was never to predict the market. It was to get to a place where being wrong doesn't cost you anything extra.

CA Vivek Khatri

23,240 Aufrufe • vor 7 Monaten

Chinese quant built a perfect BTC price simulation engine with MiroFish In a single trade, he turned $2,000 into $166,000. 7,500% profit. All proof onchain - every single one of his trades is publicly visible on Polymarket. His wallet: His algorithm instantly detects any mispricing in crypto markets and enters trade immediately. $350k all-time profit. Constantly fading the crowd because his simulation reads the market better than everyone else. He’s using closed order book data + private OTC desks. Already elite alpha. Then the real magic happens: 10,000 simulation cycles of how the market will react. On April 24, he was only one who knew the market was wrong. He entered a trade with just a 1.3% implied probability of execution. This isn’t “guessing where the chart will go.” This is engineered money. Pure fusion of AI + MiroFish + insane math on exclusive data. Want to learn how to build something like this? Save the post and read the article. If you don’t want to miss his next 75x trade, starting copy every one of his trades right now using this TG bot:
0:35

Chinese quant built a perfect BTC price simulation engine with MiroFish In a single trade, he turned $2,000 into $166,000. 7,500% profit. All proof onchain - every single one of his trades is publicly visible on Polymarket. His wallet: His algorithm instantly detects any mispricing in crypto markets and enters trade immediately. $350k all-time profit. Constantly fading the crowd because his simulation reads the market better than everyone else. He’s using closed order book data + private OTC desks. Already elite alpha. Then the real magic happens: 10,000 simulation cycles of how the market will react. On April 24, he was only one who knew the market was wrong. He entered a trade with just a 1.3% implied probability of execution. This isn’t “guessing where the chart will go.” This is engineered money. Pure fusion of AI + MiroFish + insane math on exclusive data. Want to learn how to build something like this? Save the post and read the article. If you don’t want to miss his next 75x trade, starting copy every one of his trades right now using this TG bot:

cvxv666

282,748 Aufrufe • vor 6 Monaten

ONCE YOU SEE IT, YOU CAN NEVER UNSEE IT! This is exactly why Duck Lips ran away from me when he got baked in our last debate. He actually can't debate. He is a terrible debater. His entire strategy is to run away from the actual debate and say, "but what about... " & then obfuscate. In fact, go back to all of his major debates. He does it every single time. When he doesn't, he ends up losing. He had his moment where he was new in the scene, but once people figured out that he can't really debate Islam, we all just started holding him to the debate and he runs EVERY SINGLE TIME! He is popular amongst the Muslim community ONLY, because they, like him, are bad faith and like to see other bad faith actors!
0:44

ONCE YOU SEE IT, YOU CAN NEVER UNSEE IT! This is exactly why Duck Lips ran away from me when he got baked in our last debate. He actually can't debate. He is a terrible debater. His entire strategy is to run away from the actual debate and say, "but what about... " & then obfuscate. In fact, go back to all of his major debates. He does it every single time. When he doesn't, he ends up losing. He had his moment where he was new in the scene, but once people figured out that he can't really debate Islam, we all just started holding him to the debate and he runs EVERY SINGLE TIME! He is popular amongst the Muslim community ONLY, because they, like him, are bad faith and like to see other bad faith actors!

Nick Matau

43,757 Aufrufe • vor 25 Tagen