Binance Square

Crypto Jrawan

X(Twitter)同广场用户名|交易系统用AI来打造|前KOL、CEX研究员,目前为独立交易者,帮助你少走交易辛苦路与减少踩坑 | 定期直播|每日分享技术分析
TRUMP Holder
TRUMP Holder
Frequent Trader
5.3 Years
8 Following
146 Followers
126 Liked
7 Shared
Posts
PINNED
·
--
After months of work, I’ve leveraged AI to craft 3 BTC futures quant signals, and today they’re officially open for subscription. Each strategy has its own role: · SYS03 EMA Triple Pulse — Tracks mid-term trend waves, with 54 trades over the past year, profit factor of 1.46 · SYS05 Volatility Energy Breakout — Bollinger Bands + Keltner Double Compression, capturing energy explosions, profit factor of 1.49 · SYS06 RSI Divergence Reversal — Only 15 trades in the past year, win rate of 66.67%, profit factor of 3.57, with a max drawdown of just 0.25% All backtested on TradingView, so you can replicate the numbers yourself, no need to take my word for it. Each signal includes: ✓ Real-time annotations for entry direction + SL / TP levels ✓ TradingView alerts pushed directly, getting notified of entry price / stop-loss / take-profit without having to watch the charts ✓ Backtest version for historical performance verification Background: Former KOL team & CEX researcher, now independently developing trading systems. If you're interested, DM me on X (Twitter) to learn about the subscription options, spots are limited, first come, first served. #量化交易 #TradingView #量化信号
After months of work, I’ve leveraged AI to craft 3 BTC futures quant signals, and today they’re officially open for subscription.

Each strategy has its own role:
· SYS03 EMA Triple Pulse — Tracks mid-term trend waves, with 54 trades over the past year, profit factor of 1.46
· SYS05 Volatility Energy Breakout — Bollinger Bands + Keltner Double Compression, capturing energy explosions, profit factor of 1.49
· SYS06 RSI Divergence Reversal — Only 15 trades in the past year, win rate of 66.67%, profit factor of 3.57, with a max drawdown of just 0.25%

All backtested on TradingView, so you can replicate the numbers yourself, no need to take my word for it.

Each signal includes:
✓ Real-time annotations for entry direction + SL / TP levels
✓ TradingView alerts pushed directly, getting notified of entry price / stop-loss / take-profit without having to watch the charts
✓ Backtest version for historical performance verification

Background: Former KOL team & CEX researcher, now independently developing trading systems.

If you're interested, DM me on X (Twitter) to learn about the subscription options, spots are limited, first come, first served.

#量化交易 #TradingView #量化信号
PINNED
We'll be going live here from time to time to stream the charts + signal interpretations, no fluff. Last time, folks said they gained a lot—but those who didn’t follow missed out. I won’t give too much notice before going live, so make sure to follow to catch the action. 🔔 Follow → Don’t miss me!
We'll be going live here from time to time to stream the charts + signal interpretations, no fluff.

Last time, folks said they gained a lot—but those who didn’t follow missed out.

I won’t give too much notice before going live, so make sure to follow to catch the action.

🔔 Follow → Don’t miss me!
Reviewing trades is one of the most crucial habits for traders. Behind every loss, there's an opportunity to optimize a decision point: entry conditions? position sizing? stop-loss settings? or exit logic? The source of information is also a key variable—relying on KOL opinions instead of your own system for decisions is one of the most common reasons retail traders face losses. On that trade where you took the biggest hit, what was the issue in your review process? Drop a comment to share your experiences; your insights might help others avoid the same pitfalls. $BTC $HYPE {future}(HYPEUSDT) {future}(BTCUSDT)
Reviewing trades is one of the most crucial habits for traders.

Behind every loss, there's an opportunity to optimize a decision point: entry conditions? position sizing? stop-loss settings? or exit logic?

The source of information is also a key variable—relying on KOL opinions instead of your own system for decisions is one of the most common reasons retail traders face losses.

On that trade where you took the biggest hit, what was the issue in your review process?

Drop a comment to share your experiences; your insights might help others avoid the same pitfalls.

$BTC $HYPE
The value of the system often shows up when you "don't want to execute". Taking profits is harder than cutting losses because it challenges the fear of "holding onto profits"—humans naturally dislike uncertainty and tend to lock in existing gains. One way to validate this: list all trades where you manually intervened in system signals, and compare the results of "intervened vs following the system". Most traders will find that over 70% of manual interventions reduce the final returns. This isn't a matter of willpower; it's a matter of trust in the system. The only way to build trust: more backtest data. $XAUT {future}(XAUTUSDT)
The value of the system often shows up when you "don't want to execute".

Taking profits is harder than cutting losses because it challenges the fear of "holding onto profits"—humans naturally dislike uncertainty and tend to lock in existing gains.

One way to validate this: list all trades where you manually intervened in system signals, and compare the results of "intervened vs following the system". Most traders will find that over 70% of manual interventions reduce the final returns.

This isn't a matter of willpower; it's a matter of trust in the system. The only way to build trust: more backtest data.

$XAUT
Suddenly, my DMs on account X skyrocketed, and I thought the content had gone viral. But taking a closer look, I was brought back to reality. First message: "Feeling frisky? Got a nimble tongue? Come and feast." Second message: "Are you satisfied with your marriage life? 😊" Third message: "Looking for a solid contract?" Fourth message: "Direct supply, discreet shipping, compensation for lost goods." What I posted was a candlestick chart and backtesting data, but what came in was a whole nightclub scene. I thought for three seconds, maybe it’s because—trading, right? Everyone’s looking for a stable partner, I get it. But if you’re really here for some quant trading content, please leave a mark in the comments. DMing me might just get lost in that vast ocean, and I won’t be able to fish it out. The system signals are still running, the mentors are still sending out updates, life is just that colorful. #量化交易 #CryptoTrading #后台奇遇记 $BTC {future}(BTCUSDT)
Suddenly, my DMs on account X skyrocketed, and I thought the content had gone viral.

But taking a closer look, I was brought back to reality.
First message: "Feeling frisky? Got a nimble tongue? Come and feast."
Second message: "Are you satisfied with your marriage life? 😊"
Third message: "Looking for a solid contract?"
Fourth message: "Direct supply, discreet shipping, compensation for lost goods."

What I posted was a candlestick chart and backtesting data, but what came in was a whole nightclub scene.

I thought for three seconds, maybe it’s because—trading, right? Everyone’s looking for a stable partner, I get it.

But if you’re really here for some quant trading content, please leave a mark in the comments. DMing me might just get lost in that vast ocean, and I won’t be able to fish it out.

The system signals are still running, the mentors are still sending out updates, life is just that colorful.

#量化交易 #CryptoTrading #后台奇遇记

$BTC
I did something that completely freed me from manual posting. Before, I had to open the platform every day, paste content, upload images, fill in tags, repeating this six or seven times, spending nearly half an hour just on that. Later, I dug into using Python to connect with the platform's API, combined with APScheduler for timed scheduling. Now my workflow looks like this: every morning, I spend ten minutes organizing the content into a JSON file. The script automatically reads and calls the API at set times—8 AM, 12 PM, 5 PM, and 9 PM—without missing a beat. The biggest takeaway is that the content itself has become more important. Previously, a considerable portion of my energy was spent on the "posting" action. Now, that part is entirely handled by the script, allowing me to focus solely on what to write. In trading, we talk about handing execution over to the system, and operational tasks are the same. If anyone in the comments wants to know the specific implementation ideas, drop a 1, and I’ll整理好发出来. #python $BTC {future}(BTCUSDT)
I did something that completely freed me from manual posting.
Before, I had to open the platform every day, paste content, upload images, fill in tags, repeating this six or seven times, spending nearly half an hour just on that.

Later, I dug into using Python to connect with the platform's API, combined with APScheduler for timed scheduling. Now my workflow looks like this: every morning, I spend ten minutes organizing the content into a JSON file. The script automatically reads and calls the API at set times—8 AM, 12 PM, 5 PM, and 9 PM—without missing a beat.

The biggest takeaway is that the content itself has become more important.
Previously, a considerable portion of my energy was spent on the "posting" action. Now, that part is entirely handled by the script, allowing me to focus solely on what to write.
In trading, we talk about handing execution over to the system, and operational tasks are the same.

If anyone in the comments wants to know the specific implementation ideas, drop a 1, and I’ll整理好发出来.

#python

$BTC
The biggest enemy of subjective judgment: confirmation bias. You "feel it's going to pump" because your brain selectively gathers info that supports this belief while tuning out data that contradicts it. This isn’t just your issue; it’s a fundamental mechanism of the human brain. The only solution: let rules dictate your judgment, not intuition. System rules = predefined objective conditions. If the conditions are met, execute; if not, hold tight. Deleting "I feel" from your trading vocabulary is the first step towards quantitative thinking, and it’s the toughest step too. $BTC $BNB {future}(BNBUSDT) {future}(BTCUSDT)
The biggest enemy of subjective judgment: confirmation bias.

You "feel it's going to pump" because your brain selectively gathers info that supports this belief while tuning out data that contradicts it. This isn’t just your issue; it’s a fundamental mechanism of the human brain.

The only solution: let rules dictate your judgment, not intuition.

System rules = predefined objective conditions. If the conditions are met, execute; if not, hold tight. Deleting "I feel" from your trading vocabulary is the first step towards quantitative thinking, and it’s the toughest step too.

$BTC $BNB
There’s no high yield without a system; it's borrowed. This isn’t a judgment, it’s market logic: if profits rely on market sentiment instead of rules, you'll eventually have to pay it back, usually with interest. The real core of quantitative thinking isn’t about "how much can this pump", but rather "if I’m wrong, what’s my max loss?". Controlling downside risk is how you keep your profits. A high win rate doesn’t mean high returns; consistent execution is the foundation of compounding. #山寨季 #量化交易 #CryptoTrading #风险管理 $HYPE {future}(HYPEUSDT)
There’s no high yield without a system; it's borrowed.

This isn’t a judgment, it’s market logic: if profits rely on market sentiment instead of rules, you'll eventually have to pay it back, usually with interest.

The real core of quantitative thinking isn’t about "how much can this pump", but rather "if I’m wrong, what’s my max loss?".

Controlling downside risk is how you keep your profits. A high win rate doesn’t mean high returns; consistent execution is the foundation of compounding.

#山寨季 #量化交易 #CryptoTrading #风险管理

$HYPE
Weekend market fundamentals: low liquidity = high volatility = high misjudgment rate. With institutional funds dipping over the weekend, the same capital can trigger larger price swings, making the chances of "false breakouts" much higher than on weekdays. A few practical rules: don't chase breakouts with volume-price divergence; without major news over the weekend, the probability of a trending market is low; if the system has no signals, then no trades. Wait for Monday when liquidity returns to assess direction—it's more accurate and safer. $BTC {future}(BTCUSDT) #量化交易 #CryptoTrading #风险管理
Weekend market fundamentals: low liquidity = high volatility = high misjudgment rate.

With institutional funds dipping over the weekend, the same capital can trigger larger price swings, making the chances of "false breakouts" much higher than on weekdays.

A few practical rules: don't chase breakouts with volume-price divergence; without major news over the weekend, the probability of a trending market is low; if the system has no signals, then no trades. Wait for Monday when liquidity returns to assess direction—it's more accurate and safer.

$BTC
#量化交易 #CryptoTrading #风险管理
Free signal group’s SNR short, hit TP once again, +62.32%. Signal group sent out $BERA to short, timezone 77, stop loss 0.4029, risk-reward ratio 2R. My approach is pretty straightforward: As soon as the signal drops → set take profit and stop loss → open the trade → then just walk away. What happens in between? I don’t sweat it at all. How the price oscillates, whether there’s a fake pullback, whether I feel anxious—none of that matters because the trade is already set up according to the rules, taking profit when it’s time, stopping loss when it’s time, zero manual intervention throughout. Entry at 0.3966, exit at 0.3863, and the system automatically cashes in the profits. Where do most people go wrong in trading? It’s not about misreading the direction; it’s about ‘not being able to keep their hands off the controls’. Setting up the trade and then changing it, seeing a pullback and bailing early, seeing a rebound and wanting to add to the position. Every manual intervention is just letting emotions override the rules. The core of systematic trading is taking ‘human’ out of the execution phase. Set the rules, and leave the rest to time and discipline. Can you set up a trade and not touch it? Or do you always find yourself glued to the screen messing around? Let’s chat in the comments $BERA
Free signal group’s SNR short, hit TP once again, +62.32%.

Signal group sent out $BERA to short, timezone 77, stop loss 0.4029, risk-reward ratio 2R. My approach is pretty straightforward:

As soon as the signal drops → set take profit and stop loss → open the trade → then just walk away.

What happens in between? I don’t sweat it at all. How the price oscillates, whether there’s a fake pullback, whether I feel anxious—none of that matters because the trade is already set up according to the rules, taking profit when it’s time, stopping loss when it’s time, zero manual intervention throughout.

Entry at 0.3966, exit at 0.3863, and the system automatically cashes in the profits.

Where do most people go wrong in trading? It’s not about misreading the direction; it’s about ‘not being able to keep their hands off the controls’. Setting up the trade and then changing it, seeing a pullback and bailing early, seeing a rebound and wanting to add to the position. Every manual intervention is just letting emotions override the rules.

The core of systematic trading is taking ‘human’ out of the execution phase. Set the rules, and leave the rest to time and discipline.

Can you set up a trade and not touch it? Or do you always find yourself glued to the screen messing around? Let’s chat in the comments
$BERA
Liquidation isn't because the market is too ruthless; it's because of a lack of rules. After experiencing a full liquidation, I pinpointed three key mistakes: no preset stop-loss → emotions took over decision-making; over-leveraging → risk exposure spiraled out of control; "it has to go up" faith → bets without data backing. These three actions together form the most efficient combo for losing money. The conclusion is simple: what trading needs isn't sharper judgment, it's a system and discipline. Those with rules can survive longer in the market. #风险管理 #量化交易 #CryptoTrading #系统交易 $BTC {future}(BTCUSDT)
Liquidation isn't because the market is too ruthless; it's because of a lack of rules.

After experiencing a full liquidation, I pinpointed three key mistakes: no preset stop-loss → emotions took over decision-making; over-leveraging → risk exposure spiraled out of control; "it has to go up" faith → bets without data backing.

These three actions together form the most efficient combo for losing money.

The conclusion is simple: what trading needs isn't sharper judgment, it's a system and discipline. Those with rules can survive longer in the market.

#风险管理 #量化交易 #CryptoTrading #系统交易 $BTC
It's late at night, took a peek at my account. No trades today. Not that there weren't opportunities, just that the conditions weren't right, and the system didn't give a signal. In the past, I would have found this pretty boring, maybe even a bit anxious. Now, I see it as one of the best days. Learning to sit on your hands is tougher than learning how to trade. #系统交易 #交易心态 #BTC
It's late at night, took a peek at my account.

No trades today.

Not that there weren't opportunities, just that the conditions weren't right, and the system didn't give a signal.

In the past, I would have found this pretty boring, maybe even a bit anxious.
Now, I see it as one of the best days.

Learning to sit on your hands is tougher than learning how to trade.

#系统交易 #交易心态 #BTC
What trading stage are you in right now? Drop your comments below 👇 A|Just starting out, still figuring out the basics B|Occasionally making profits, but it's inconsistent C|Already using a system, executing with rules D|Have my own system, even mentoring others Based on your responses, I'll tailor the content accordingly. Which stage are you in, that’s what I’ll discuss. #量化交易 #CryptoTrading #交易成长 #TradingJourney $BNB {future}(BNBUSDT)
What trading stage are you in right now? Drop your comments below 👇

A|Just starting out, still figuring out the basics
B|Occasionally making profits, but it's inconsistent
C|Already using a system, executing with rules
D|Have my own system, even mentoring others

Based on your responses, I'll tailor the content accordingly.

Which stage are you in, that’s what I’ll discuss.
#量化交易 #CryptoTrading #交易成长 #TradingJourney

$BNB
I wanna ask a real question— What do you most often lose to while trading? A) Price shoots up after opening a position, but drops when I don't (FOMO type) B) Set my stop-loss but accidentally change it, and end up losing more (Stop-loss modification type) C) Take profits too early, but hold on too long when losing (Asymmetrical exit type) D) Overtrade when my account is in the red, trying to claw back with frequent moves (Revenge trading type) I used to be a combo of B + D, and thought I was just not cut out for trading. Later, I realized these aren’t personality issues, but inevitable results of lacking a system. Feel free to drop a comment letting me know which type you are; I wanna see the distribution. #交易心理 #交易习惯 #系统交易 #BinanceSquare
I wanna ask a real question—

What do you most often lose to while trading?

A) Price shoots up after opening a position, but drops when I don't (FOMO type)
B) Set my stop-loss but accidentally change it, and end up losing more (Stop-loss modification type)
C) Take profits too early, but hold on too long when losing (Asymmetrical exit type)
D) Overtrade when my account is in the red, trying to claw back with frequent moves (Revenge trading type)

I used to be a combo of B + D, and thought I was just not cut out for trading.

Later, I realized these aren’t personality issues, but inevitable results of lacking a system.

Feel free to drop a comment letting me know which type you are; I wanna see the distribution.

#交易心理 #交易习惯 #系统交易 #BinanceSquare
The essence of systematic trading is compounding. It's not about making a quick buck. It's not chasing hot stocks or hitting those limit ups. It's not about betting on that big market wave. It's about executing every trade by the rules, racking up small wins, keeping drawdowns manageable, and letting time work in your favor. Stability > a one-time score. A system allows profits to accumulate naturally, rather than relying on luck. Are you looking for a get-rich-quick scheme, or are you building a sustainable trading system? #量化交易 #长期主义 #CryptoTrading #系统交易
The essence of systematic trading is compounding.
It's not about making a quick buck. It's not chasing hot stocks or hitting those limit ups. It's not about betting on that big market wave.

It's about executing every trade by the rules, racking up small wins, keeping drawdowns manageable, and letting time work in your favor.

Stability > a one-time score.

A system allows profits to accumulate naturally, rather than relying on luck.

Are you looking for a get-rich-quick scheme, or are you building a sustainable trading system? #量化交易 #长期主义 #CryptoTrading #系统交易
📍 $LINK Technical Analysis (2026/05/23) LINK is currently priced around $9, sitting at a recent low range. It has been under pressure for the past two weeks with low volume, showing overall weak consolidation. From a support structure perspective, the $8.5 area is the key defense level; if it breaks below this, there will be further downside potential. If it can hold on short-term and bounce back with volume, the $10.0–$10.5 range is the first resistance zone, but until BTC's direction is clear, the bounce potential is limited. Today's BTC drop has also dragged down LINK, showing a strong correlation between the two. Now isn’t the time to chase long positions, but if you have long-term confidence in LINK, considering light positions around the $8.5 mark in batches could make sense. ✓ My take: Stay on the sidelines for now, let's see if $8.5 holds, if it breaks, no entry. Do you still hold LINK? Or have you already cut your losses? #LINK #币种分析 #技术分析 #cryptocurrency
📍 $LINK Technical Analysis (2026/05/23)

LINK is currently priced around $9, sitting at a recent low range. It has been under pressure for the past two weeks with low volume, showing overall weak consolidation.

From a support structure perspective, the $8.5 area is the key defense level; if it breaks below this, there will be further downside potential. If it can hold on short-term and bounce back with volume, the $10.0–$10.5 range is the first resistance zone, but until BTC's direction is clear, the bounce potential is limited.

Today's BTC drop has also dragged down LINK, showing a strong correlation between the two. Now isn’t the time to chase long positions, but if you have long-term confidence in LINK, considering light positions around the $8.5 mark in batches could make sense.

✓ My take: Stay on the sidelines for now, let's see if $8.5 holds, if it breaks, no entry.

Do you still hold LINK? Or have you already cut your losses?

#LINK #币种分析 #技术分析 #cryptocurrency
Quantitative trading isn't some mystical art; it's engineering. Have you ever asked yourself: How many times have I backtested this strategy? What's my win rate? What's my maximum drawdown? If you can't answer these, you're not trading; you're gambling. The logic behind quant is straightforward: Rules → Backtest → Execute → Optimize → Repeat. Let the data do the talking, validate with backtests, and eliminate emotions from trading. This is what professional traders do. #量化交易 #AlgoTrading #TradingView #CryptoTrading $BTC {future}(BTCUSDT)
Quantitative trading isn't some mystical art; it's engineering.

Have you ever asked yourself:
How many times have I backtested this strategy? What's my win rate? What's my maximum drawdown?

If you can't answer these, you're not trading; you're gambling.

The logic behind quant is straightforward: Rules → Backtest → Execute → Optimize → Repeat.
Let the data do the talking, validate with backtests, and eliminate emotions from trading.

This is what professional traders do.

#量化交易 #AlgoTrading #TradingView #CryptoTrading

$BTC
In the crypto space, those who are losing money have recently been doing one thing: switching markets. Lost money trading crypto, they jump to the US stock market. If that doesn’t work out, they head to prediction markets. If they lose there too, they’re off to the next hot trend. Let me cut to the chase; it might be hard to hear: it’s not the market’s fault, it’s your strategy that’s the problem. What you’re switching isn’t the market; it’s an excuse. Every time you take a hit, you tell yourself, 'This market isn’t for me,' 'The waters are too deep here,' 'The whales are too shady,' and then you eagerly rush to the next one, thinking a different track will turn your fortunes around. But have you ever thought—if you don’t have a solid strategy with positive expected value, no risk management, no discipline, relying on gut feelings to enter and exit trades, averaging down when you lose, and cashing out when you make a little profit, then no matter what market you go to, the outcome will be the same: you’ll get wiped out. Crypto, US stocks, forex, prediction markets... they’re just different containers. Pour the same bad habits into different containers, and it won’t get better; you’ll just be losing in a different place. Those who make money can find their edge in any market. Those who lose money will lose in a hundred different markets. The difference has never been the market; it’s the person. So stop asking, 'Where’s the next big opportunity?' First, ask yourself: do I have a strategy? Or do I only have luck and emotions? Get your strategy right, and you can survive in any market. Get it wrong, and anywhere is your grave. Do you agree? Or do you think I’m being too harsh? Let’s chat in the comments. #交易心法 #加密货币 #投资认知 $BTC {future}(BTCUSDT)
In the crypto space, those who are losing money have recently been doing one thing: switching markets.

Lost money trading crypto, they jump to the US stock market. If that doesn’t work out, they head to prediction markets. If they lose there too, they’re off to the next hot trend.

Let me cut to the chase; it might be hard to hear: it’s not the market’s fault, it’s your strategy that’s the problem.

What you’re switching isn’t the market; it’s an excuse. Every time you take a hit, you tell yourself, 'This market isn’t for me,' 'The waters are too deep here,' 'The whales are too shady,' and then you eagerly rush to the next one, thinking a different track will turn your fortunes around.

But have you ever thought—if you don’t have a solid strategy with positive expected value, no risk management, no discipline, relying on gut feelings to enter and exit trades, averaging down when you lose, and cashing out when you make a little profit, then no matter what market you go to, the outcome will be the same: you’ll get wiped out.

Crypto, US stocks, forex, prediction markets... they’re just different containers. Pour the same bad habits into different containers, and it won’t get better; you’ll just be losing in a different place.

Those who make money can find their edge in any market. Those who lose money will lose in a hundred different markets. The difference has never been the market; it’s the person.

So stop asking, 'Where’s the next big opportunity?' First, ask yourself: do I have a strategy? Or do I only have luck and emotions?

Get your strategy right, and you can survive in any market. Get it wrong, and anywhere is your grave.

Do you agree? Or do you think I’m being too harsh? Let’s chat in the comments.

#交易心法 #加密货币 #投资认知 $BTC
Let’s talk about a major pitfall I encountered with SYS05. SYS05 is a trend-following system I developed with the help of AI. Initially, it performed beautifully in backtesting—max drawdown of 12%, annual return of 38%. I was so pumped I couldn't sleep until 3 AM. But then, in the first month after going live, I ended up taking five losses in a row. I went to investigate the reasons and found out the issue stemmed from "bias in the backtesting data"—I unintentionally selected a period where the market trend was super clear. This meant the system only worked well in a one-sided market; the moment it faced sideways action, it started opening positions erratically. Later on, I added a "market environment filter" that automatically reduced position sizes or even paused trading during sideways periods, which finally stabilized the system. 🔻 Key takeaway: Just because backtesting looks great doesn’t mean it’ll survive in the real market. Your system needs to recognize "it’s not the right time to trade"—that’s the toughest and most crucial step in quant trading. For friends working on quant strategies, does your system have a market environment filter mechanism? #量化交易 #SYS05 #系统交易 #tradingdevelopment
Let’s talk about a major pitfall I encountered with SYS05.

SYS05 is a trend-following system I developed with the help of AI. Initially, it performed beautifully in backtesting—max drawdown of 12%, annual return of 38%. I was so pumped I couldn't sleep until 3 AM.

But then, in the first month after going live, I ended up taking five losses in a row.

I went to investigate the reasons and found out the issue stemmed from "bias in the backtesting data"—I unintentionally selected a period where the market trend was super clear. This meant the system only worked well in a one-sided market; the moment it faced sideways action, it started opening positions erratically.

Later on, I added a "market environment filter" that automatically reduced position sizes or even paused trading during sideways periods, which finally stabilized the system.

🔻 Key takeaway:
Just because backtesting looks great doesn’t mean it’ll survive in the real market. Your system needs to recognize "it’s not the right time to trade"—that’s the toughest and most crucial step in quant trading.

For friends working on quant strategies, does your system have a market environment filter mechanism?

#量化交易 #SYS05 #系统交易 #tradingdevelopment
A buddy asked me last week: "How do you stay calm?" I thought for a sec and said: "Because I've panicked a lot of times, and I found out that panicking doesn't help." He laughed, but I was dead serious. The biggest psychological trap in trading isn't greed, it isn't fear, it's "uncertainty"—you don’t know what to do, so your emotions start to take over your decisions. ✓ A trader with a system, when facing the same market, thinks: "In this situation, my system says XXX, so I’ll stick to that." ✗ A trader without a system thinks: "This should go like... um... let me wait a sec... no, that's wrong..." This doesn’t mean that having a system guarantees no losses; rather, you understand why you lost, where you went wrong, and how to adjust next time. That kind of clarity is true mental fortitude. What’s called "having a good trading mindset" isn’t about being naturally calm; it’s about having made your decisions in advance so that during the trade, you just need to execute. #交易心理 #系统交易 #心态 #quantitative_trading
A buddy asked me last week: "How do you stay calm?"

I thought for a sec and said: "Because I've panicked a lot of times, and I found out that panicking doesn't help."

He laughed, but I was dead serious.

The biggest psychological trap in trading isn't greed, it isn't fear, it's "uncertainty"—you don’t know what to do, so your emotions start to take over your decisions.

✓ A trader with a system, when facing the same market, thinks: "In this situation, my system says XXX, so I’ll stick to that."

✗ A trader without a system thinks: "This should go like... um... let me wait a sec... no, that's wrong..."

This doesn’t mean that having a system guarantees no losses; rather, you understand why you lost, where you went wrong, and how to adjust next time. That kind of clarity is true mental fortitude.

What’s called "having a good trading mindset" isn’t about being naturally calm; it’s about having made your decisions in advance so that during the trade, you just need to execute.

#交易心理 #系统交易 #心态 #quantitative_trading
Login to explore more contents
Join global crypto users on Binance Square
⚡️ Get latest and useful information about crypto.
💬 Trusted by the world’s largest crypto exchange.
👍 Discover real insights from verified creators.
Email / Phone number
Sitemap
Cookie Preferences
Platform T&Cs