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Why do many trading strategies perform steadily in backtests, then suddenly fail when market conditions change?

A trading strategy may have been profitable for several months.

It may perform well in trending markets, with a beautiful backtest curve. But when the market enters a choppy phase or liquidity suddenly dries up, signals that once worked start failing frequently.

At this point, many people’s first thought is: Were the parameters poorly tuned?

But the problem may not be the parameters at all. It may be that the market conditions the strategy relies on to make money have changed.

I
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How do you create a weekly trading plan for BTC?
Many BTC traders wake up every morning and immediately open a market app to see how much the price has risen or fallen, then make a last-minute decision about whether to go long or short that day.
The biggest problem with this approach is that you make decisions every day without having a complete trading framework. When the market rises, it’s easy to chase the rally; when it falls, it’s easy to panic. In the end, short-term volatility dictates your actions.
If you want to improve your trading discipline, you can try creating a weekly trading pl
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BTC-0.65%
Some sweet moments that were captured❤️
Gotta be the Black guy—he’s just that fast. He can even catch up with the subway. Must be a racial talent.
Good news lands, but the price gets dumped? The big players are faking a breakdown to shake out traders—the golden buying opportunity for $ZEC bulls is right in front of us!

Good news being fully priced in doesn't mean it's the top; a low-volume pullback is the real opportunity.

Personal view: This is a classic case of “buy the expectation, sell the fact.” The NU7 upgrade cuts block times from 75 seconds to 25 seconds. After the news was priced in, the big players took the opportunity to dump the price and shake out weak hands.

But look at the whales’ cards: 117.6 million in long positions
ZEC+1.29%
$BZ SHORT SETUP — SHARP REJECTION FROM 98.45!

$BZ is facing renewed selling pressure after a strong rejection from 98.45. Buyers failed to sustain the breakout, putting the 96.37 support level back in focus!

Entry: 96.80
SL: 97.60

TP1: 96.13
TP2: 95.60
TP3: 95.00
Final Target: 94.40

The latest sharp rejection shows sellers defending higher prices, while repeated volatile moves suggest buyers are struggling to maintain control. A breakdown below 96.37 could open the door toward 95.60 and potentially lower.

Invalidation: A sustained recovery above 97.60 weakens the bearish setup.

Keep your
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BZ-1.18%
In the end, I still didn't use an AS model. I've found that in highly volatile markets with thin order books, running grid strategies around the order book with bots seems more profitable. I'm live trading with quant strategies now—feel free to watch~
$BTC $ETH $SOL
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SOL-0.77%
Why do some traders review their trades every day and continue trading for a long time, yet never improve their performance?

They record every trade, study every loss, and even keep adjusting their strategy parameters.

But months later, the same problems remain: losses keep recurring, trading rules are repeatedly changed, historical backtests look increasingly impressive, yet live trading shows no clear improvement.

The problem may not be a lack of effort in reviewing trades, but a flawed review process.

1. Remembering winning trades while overlooking the details of failures

People easily
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On September 24, I started viewing NBIS (Nebius) as showing “wealth growth”; it was then at 243. By today, October 9, “wealth growth” had reached a low of 113.3. It reached the target of 115.9. The “wealth growth” was 53%. Not bad. Will there be more “wealth growth”? I share my thoughts in image 2. [NBIS is an AI computing center; I haven’t been optimistic about it since September 24.] ​​​$NBIS ‌
NBIS-3.14%
I took a look around Chinese social media, and the lack of discussion about this is strangely out of character. You’d think something involving China and the U.S., Venezuela, and energy contracts would make more noise. China’s warning to the U.S. boils down to one thing: Do whatever you want in Venezuela, but don’t touch the contracts. No one would have dared say that ten years ago. Back then, we were more inclined to “set aside disputes and pursue joint development,” and when companies signed contracts overseas, they were used to writing political risk into the terms. When a change of governm
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YPF-0.09%
Jensen Huang had an affair...
The person he had the affair with is named Huang Le, and may be a Chinese spy; an investigation is underway.
The following is a letter from Jensen Huang to all NVIDIA employees
I owe my family and all of you an apology.
I was unfaithful to my wife.
My actions hurt her and our children. There is no excuse for what I did.
I am deeply sorry.
Throughout my life, my family has always given me love and support. They deserved honesty and loyalty from me.
Instead, I let them down and damaged the life we built together.
I take full responsibility for what I did and the har
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NVDA+2.80%
🔹Democrats Sweep Congress: Is a Major Shift Coming for Crypto? Tighter SEC Oversight and Prediction
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What does it mean to buy a house for the price of one breakfast? Is there some kind of catch here?😂
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Feeling great. I’ll never bet against BLG again in my life 🫡
Basically a 3:0—I bet on them four games in a row. Made a little profit.
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Some people say Jensen Huang must be starving
He can stomach this?
Wrong!
Huang's eyes have built-in ray tracing and DLSS 5
Effects turned all the way up!
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#美国10月CPI即将公布 #WCTCS9 If October CPI comes in above expectations, the market will further scale back rate-cut expectations, but this time the more important question is whether there will be a rate hike in December. Interest rate futures are currently pricing in nearly an 80% chance of a December rate hike.

What’s special about this data
Only month-over-month figures will be released: The government shutdown last October left no price base for comparison, so no official year-over-year figure will be published. The focus is entirely on the month-over-month numbers.
Market expectations: Headlin
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  • 3
11.9 Market Analysis

BTC Silk Road Reference Setup
Entry range: Long around 74600—74800
Angelica bamboo shoot: 74000
First target: 75800, second target: 77000

The chart shows BTC dropping sharply in the short term, reaching a low of 73333 before quickly recovering. This is an oversold rebound opportunity after the sharp decline, with support below, making a short-term long position worth considering. #BTC闪崩插针 #70%山寨币跌破200日均线 #Gate安全卫士免费开通 #BTCETF资金持续流出 $BTC $ETH
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The U.S. October CPI report will be released on November 10 at 8:30 a.m. ET. September CPI came in at 3.7% year over year, and markets will be watching closely for signs that inflation is cooling, especially in core CPI. A softer-than-expected reading could strengthen rate-cut expectations, while hotter inflation may pressure risk assets through higher Treasury yields and a stronger dollar. How do you think this CPI print will move $BTC, U.S. stocks and gold?

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