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What Is a Mean Reversion Strategy? Why Do Prices Sometimes Return After Deviating From Their Historical Mean, but Sometimes Keep Moving Away?

In cryptocurrency trading, prices often fluctuate within a certain range. When a price deviates significantly from its recent average, some traders look for opportunities to trade in the opposite direction, hoping the price will return to its normal range. But mean reversion is not a guaranteed market rule. Especially when trends are strong or fundamentals change, prices may continue moving away from the mean.

First, what is mean reversion?

Mean rever
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How can you identify bull, bear, and sideways markets so your trading strategy better matches market conditions?

The same trading strategy can produce very different results under different market conditions. A method that works in a trending market may trigger frequent stop-losses in a sideways market; a strategy suited to range trading may miss opportunities during a sustained rise or fall. Therefore, before trading, you need to assess not only price direction but also the market phase.

First, observe price structure. Bull markets typically feature progressively higher highs and lows, whil
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NVIDIA CEO successor predictions are out! 😂
🥇 Ian Buck (top pick): The company’s top technical veteran and a CUDA guru, currently in charge of NVIDIA’s most powerful data center business. He’s unquestionably the leading internal candidate.
🥈 Colette Kress (incumbent gatekeeper): NVIDIA’s CFO, who would step straight in as “interim CEO” after Jensen Huang leaves. The financial steward is firmly in the driver’s seat.
🥉 Rene Haas (familiar face): Arm’s CEO, who worked at NVIDIA for seven years and is part of the “returning home” camp.
🏅 Johny Srouji (dark horse): The father of Apple chips! E
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NVDA-4.49%
ARM-1.78%
How can you tell whether a trading strategy has stopped working, rather than mistaking a normal drawdown for a problem with the strategy?

A trading strategy experiencing losses during its operation does not necessarily mean it has stopped working. Any strategy involving uncertainty may go through drawdowns. What really matters is distinguishing normal fluctuations from signs that the strategy's edge is fading.

First, see whether the drawdown exceeds its historical range. If the current drawdown is significantly greater than what was common in historical tests, further investigation is warran
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#黄仁勋辞职 Yesterday I saw news of Jensen Huang’s resignation, and $NVDA perpetuals plunged 9.79% that day. I didn’t dare touch my small position😅. Today it bounced back to 164.79 (+2.30%), like a sentiment-driven dip triggered by the news. Even as a casual observer, I can’t make sense of the valuation logic. The earnings report on the 17th will speak for itself. AI stocks are swinging along with it; I’m just watching, not chasing—this isn’t advice.
#黄仁勋辞职 #每周来晒
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NVDA-0.35%
📊 U.S. initial jobless claims exceed expectations—are hopes for rate cuts back?

Initial jobless claims rose to 200k in the latest week, above expectations of 194k, showing signs of a slight cooling in the labor market.

But the thing is, 200k is still historically low. 👀

📉 Optimists: The labor market is starting to cool, which may ease pressure on the Fed to keep rates high.

📈 Cautious observers: CPI just came in hotter than expected, inflationary pressure remains, and one week of employment data is not enough to change the policy outlook.

With a cooling labor market and stubbornly hig
GateSquare
📊 U.S. initial jobless claims exceed expectations—are hopes for rate cuts back?
Initial jobless claims rose to 200k in the latest week, above expectations of 194k, showing signs of a slight cooling in the labor market.
But the thing is, 200k is still historically low. 👀
📉 Optimists: The labor market is starting to cool, which may ease pressure on the Fed to keep rates high.
📈 Cautious observers: CPI just came in hotter than expected, inflationary pressure remains, and one week of employment data is not enough to change the policy outlook.
With a cooling labor market and stubbornly high inflation emerging at the same time, which signal will the Fed focus on next?
💬 If employment continues to weaken but inflation stays high, would you be more bullish on a BTC and U.S. stock rebound, or choose to keep waiting?
Come to Gate Square with #美国初请失业金人数高于预期 to share your market outlook, trading strategy, or portfolio changes.
Do you think the market needs cooling inflation more right now, or resilient employment?
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BTC-0.67%
It’s a total sea of red across the charts today 🩸
ethereum:native
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ETH-1.26%
Today Market update
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NVIDIA Is in Complete Chaos Internally!

An employee went off: Bring Jensen Huang back, and the board can get lost!

Breaking: NVIDIA has descended into complete chaos internally after Jensen Huang was forced to resign over issues in his personal life.

A longtime employee went off in the company’s internal suggestion box, demanding that the board publicly disclose the investigation results, listen to employees, and formally ask everyone whether they want Huang to continue as CEO.
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NVDA-4.49%
BTC falls below $70k; can tonight’s 9:30 p.m. PPI print a long wick on the weekly candle?
Could the weekend bring a violent rebound? U.S. PPI tonight may be an important catalyst.
BTC has fallen to $69,199, down 6.02% in 24 hours, after hitting a low of $67,568—about 5.4% below its 200-day moving average of $73,137.
First, tonight at 9:30 p.m., the U.S. October PPI will be released. Here are four scenarios for the key data:
Strongly bullish: Headline ≤0.2%, core ≤0.2%. Inflation comes in clearly below expectations. If the dollar and Treasury yields also retreat, BTC could quickly reclaim $70,5
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BTC-0.67%
A sharp drop! Bitcoin has fallen to 67,000. Is it time to buy the dip or keep shorting? Let's discuss.
Bitcoin has steadily slid from around 81,200 to around 67,000, which is very unfavorable for bulls. Is it time to buy the dip?
You can buy the dip, but it may be better to wait a little longer. The resistance at 69,100 has been tested several times without a breakout, and the pullback has been limited. A short-term recovery above the broken 70,000 level is also unlikely, so you could follow the trend and open short positions around 69,000. Targets: 65,800–64,800, with a stop above 70,000$BTC
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BTC-0.67%
ETH-1.26%
Fuck😠😠
Every time, I think I've bought the bottom😠
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$ETH Machi Big Brother😂 was liquidated an hour ago, then quickly went long again half an hour ago. The liquidation price is now 1873. Will he get liquidated twice this time?
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ETH-1.23%
What Is Open Interest (OI)? Why Doesn’t an Increase in Open Interest Necessarily Mean Prices Will Rise Immediately?

In crypto futures trading, many people see open interest continuing to increase and assume the market is about to rise. But open interest reflects the size of contracts that have not yet been closed, not simply buying capital. To correctly understand market movements, OI must be analyzed alongside price, trading volume, and funding rates.

First, what is OI?

Open interest (OI) refers to the total number of contracts that remain open at a given point in time. When new contracts
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How can out-of-sample testing help prevent mistaking accidental patterns in historical market data for a lasting edge?

A trading strategy performing well in historical backtests does not mean it can adapt to future markets. To reduce the risk of overfitting, out-of-sample testing is a crucial step in validating a strategy.

First, what is out-of-sample testing?

Simply put, it means dividing historical data into different periods: one part is used to develop the strategy and adjust parameters, while another is excluded from optimization and reserved specifically to test how the strategy perfo
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#JensenHuangResigns 🚨

The man who helped build the engine of the AI revolution is no longer running NVIDIA.

Jensen Huang has resigned as NVIDIA’s President and CEO, effective immediately, bringing an extraordinary 33-year chapter to an end.

This is more than a normal CEO transition.

For years, NVIDIA and Jensen Huang were almost inseparable. His vision transformed a graphics-chip company into a global AI powerhouse whose technology became the foundation for modern AI computing.

Now, NVIDIA has to prove that the machine Huang built can keep moving at full speed without him.

A leadership
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NVDA-4.49%
BTC UPDATES....
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LIVE2,664
📋 Signal card repost | Aesthetic_Meow just popped up again on BTCSOS
$OPEN Short position, all the details are here:
▪️ Time: just now (11-13)▪️ Entry: 0.0929▪️ Targets: 0.092339 / 0.09204 / 0.091779▪️ Stop-loss: 0.093647
By the way, I reposted their $PIE trade earlier today, and now they're back again. Pretty active 💅
As usual: I just repost the signals; whether to follow and how much to put in is up to you. The signal is theirs; the money is yours.
Personal record shared, not investment advice. #新币观察站 xGE -3.46% xFLEX +2.70%
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**$AMD /USDT Perp – "Consolidation Phase – Long"**
Trading Plan Long $AMD
Entry: 582.90
SL: 574.96
TP1: 588.21
TP2: 594.00
AMD is consolidating after a jump to 594.00. MACD is flat; targeting a breakout of the current range toward the high.
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AMD-0.55%
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