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Chinese Long-form | Why Does an Effective Trading Strategy Suddenly Stop Working?

Many traders encounter this problem:

A strategy delivers consistent profits and has a beautiful backtest curve, but a few months later, the same parameters and signals start producing frequent losses in live trading.

Is the problem really with the strategy itself?

Not necessarily. A strategy’s effectiveness often depends on the market environment it operates in, not on how much profit it has generated in the past.

There are at least four market conditions worth watching:

1. Trend structure changes

Trend-fo
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#Gate股票畅聊季 #SNDK #WCTCS9 Sandisk (SNDK) has plunged sharply, falling about 22% in a single day on November 5, but rebounded in after-hours trading on the 6th. There is no sign of a trend reversal yet; this looks more like volatility following a sharp sell-off.

Recent price action
Pullback from the high: The recent high was around $2,354. On November 5, the price briefly fell to around $800 intraday, a decline of about 65%[1].
Weekly decline: From October 29 to November 5, the stock lost about a third over five trading days.
November 6: It closed regular trading at $806.43, down 22.26%; after
SNDK+3.53%
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Turning 1,200 U into 50k U in 90 days. Everything he did was “the opposite.”
While others chased trends, he stuck to one coin.
While others made ten trades a day, he made one every three days.
While others added to their positions after making money, he withdrew his profits.
After 90 days, his account held 50k U.
It wasn’t that he was smarter than you. He was just more “boring.”
First: He only traded major coins and never switched.
For 90 days, he traded only ETH.
Altcoins up tenfold? Didn’t look.
New coin listings? Didn’t look.
Coins the group chat touted as 100x? He didn’t even add them to h
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BTC-0.65%
ETH-1.23%
When everyone is using similar trading strategies, where do the profits come from?

A question worth considering:

If a trading strategy really works, why can't it work forever?

Suppose a simple breakout strategy was able to capture trends in past markets. As more and more traders discover this pattern, they begin buying at similar price levels and placing stop-losses at similar levels.

The initial edge may change.

This involves an important concept: trading edges are affected by the behavior of market participants.

1. What happens when an edge is widely used?

First, trading activity may
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By the way, nothing I've shared today is coming from Sahil or anyone on his team. My portfolio allocation is my choice and my responsibility.
Looking back, shocked I even replied. He's been blocked for months and his current crash out is something I'm watching and also taking with a grain of salt.
Last post on this person and this position change.
The extraction has gotta end.
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🏆 Gate Social Year-End Community Gala | Annual Streamer & Creator Awards Now Open for Entries!

🎁 Top 20 rewards revealed for both Chinese-language categories!
🥇 TOP 1: DJI Osmo Pocket 4
🥈 TOP 2–3: AirPods Pro 3
🥉 TOP 4–6: Honor AI Projector
🎁 TOP 7–10: Anker 3-in-1 Power Bank
🏎️ TOP 11–20: LEGO Red Bull Racing Car
🌟 All TOP 20 winners receive an annual honor trophy + exclusive VIP5 badge!

🔥 Annual Streamer × Annual Creator: Compete for annual honors in two categories!
⏰ Entry deadline: November 10
🚀 Enter now and compete for a spot in the annual TOP 20!
👉 https://www.gate.com/zh/a
GateSquare
🏆 Gate Social Year-End Community Gala | Annual Streamer & Creator Awards Now Open for Entries!

🎁 Top 20 rewards revealed for both Chinese-language categories!
🥇 TOP 1: DJI Osmo Pocket 4
🥈 TOP 2–3: AirPods Pro 3
🥉 TOP 4–6: Honor AI Projector
🎁 TOP 7–10: Anker 3-in-1 Power Bank
🏎️ TOP 11–20: LEGO Red Bull Racing Car
🌟 All TOP 20 winners receive an annual honor trophy + exclusive VIP5 badge!

🔥 Annual Streamer × Annual Creator: Compete for annual honors in two categories!
⏰ Entry deadline: November 10
🚀 Enter now and compete for a spot in the annual TOP 20!
👉 https://www.gate.com/zh/announcements/article/102561
‍#GateLive #GateSquare
repost-content-media
The Fed decides on rates again on October 28. Since the start of the year, WTI crude is up about 73%, and household inflation expectations have risen by half a percentage point. Core inflation sits where it started the year, but September's CPI, covered here last week, came in above forecasts on both the annual headline and core rates.

Yields have climbed too. The two-year Treasury yield, which tracks where traders expect policy rates to go, has risen by more than full percentage point this year, to 4.8%. It now sits well above the 4% top of the Fed's target range, even after the hike on Sep
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BZ-1.18%
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Weekly gains banked, trade setups logged, small positions excluded from the stats.
$BTC $ETH
The market was highly volatile this week, with constant long wicks, making it easy to get stopped out repeatedly.
BTC and ETH bulls and bears took turns battling it out. We stuck to the plan, accepted small pullbacks, caught the main move, and locked in steady overall gains.
#10月非农数据聚焦
After eight years of dedicated trading, I understand more and more:
No one wins every battle in the market. Managing risk and sticking to the rules matter far more than trying to win every trade.
Opportunities are alw
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BTC-0.67%
ETH-1.26%
A One-Year Plan for a Small Account (Follow It, Don’t Skip Steps)
Don’t set profit targets; set behavioral goals. You can’t control profits, but you can control your behavior.
Months 1–2: Just keep records; no profit targets
At most 3 trades per week, with 1% risk per trade
Write three lines for each trade: why you entered, where your stop-loss is, and why you exited
At the end of the month, don’t look at your P&L. Just ask: Did I follow the plan?
The only goal at this stage: build the habit of keeping records.

Months 3–4: Trade just one asset and one setup
Choose ETH or BTC; don’t add anythi
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Why might a trading strategy that performs well in historical backtests gradually stop working in live markets?

A beautiful return curve does not necessarily mean a reliable trading strategy.

In the cryptocurrency market, many traders use historical data to test entry signals, take-profit and stop-loss levels, and position sizing parameters. But once a strategy is deployed in the market, its win rate may fall, drawdowns may grow, or it may even lose money over the long term.

What exactly is going wrong?

I. Historical data is not the future market

Backtesting only shows how a strategy perf
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How is this not a touchdown?
@grok can you explain the rules and explain what constitutes as a touchdown.
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4 little-known facts that will make your heart ache once you do the math
① Annualized funding rates are scarier than you think
0.01% / 8 hours × 3 times/day × 365 days = 10.95% / year
It may look like just one ten-thousandth each time, but over a year that's 11% of your principal.
In a high-funding-rate market (0.1%/8h), the annualized rate is 109%.
So even if you're right about the direction, funding fees can eat up all your profits if you hold long term.
Before placing a trend trade, check the current funding rate.
② There are two types of stop-loss orders, and they work very differently
Mar
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Here are 4 more little-known facts. This round: “How emotions are quantified” ① Funding rates have a cap, but when they hit the limit, they can get brutal. The single-period funding rate cap for most tokens is around 0.75% (with slight variations across tokens). You barely notice 0.01% in normal conditions, but in extreme markets, rates can hit the cap for several periods in a row. Hitting the cap means longs (or shorts) are being squeezed hard, and the market has become heavily one-sided. If rates keep hitting the cap, it doesn’t mean the trend is strong—it could reverse at any moment. ② The
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BTC-0.65%
ETH-1.23%
I used an open-source trading bot to hack together an AS-model-based market-making strategy to farm trading volume on Ritual's candydrop. With rebates and fee discounts, round it off to no fees hhhh. Welcome to my livestream.
‍$BTC $ETH $SOL
Do you think this strategy can be profitable?
Can
Cannot
1 Participants
Ends In 23 Hour
BTC-0.67%
ETH-1.26%
SOL-0.77%
#Gate推出行业首个资金安全证明
🔐 Beyond Solvency: Why Storage Architecture Dictates the Future of Exchange Security
The centralized digital asset trading landscape is undergoing a massive structural transformation. For years, the gold standard of platform transparency was limited to Proof of Reserves (PoR)—a snapshot method verifying that an exchange holds sufficient tokens to back user balances on a 1:1 ratio. However, recent market vulnerabilities have proved that simply possessing assets is only one part of the security equation. True safety depends on how those assets are stored, who controls the und
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Crypto isn’t against human nature; it caters to it intensely—and making money is what goes against human nature.
There’s a big difference between these two statements. Confusing them will cost you money.
I. How crypto exploits your instincts
① Get-rich-quick narratives
What you see in your feed is always “turn 5,000 into 5 million.” Nobody posts “30% annualized returns over three years.”
Because the former ignites your instincts, while the latter gets no traffic.
So your frame of reference is systematically distorted.
② Open 24 hours a day
Traditional markets close, forcing you to calm down.
C
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BTC-0.65%
#晒出我的持仓收益 ZAMA, when I went long last night, I said I’d open a short when it got to around 0.07, then went to sleep. I opened it tonight during the livestream
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ZAMA+2.21%
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