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Why Might a Trading Strategy’s Returns Come from Just a Few Trades?

A strategy has high cumulative returns and a decent win rate.

But if you remove the few most profitable trades and the entire strategy goes from profitable to losing, would you still consider it to have a stable trading edge?

This question is more worth exploring than simply looking at the rate of return.

I. First, See Where the Returns Actually Come From

Suppose a strategy completes 100 trades and ends up with a net profit of $1,000.

On the surface, the strategy is making money.

But a closer breakdown shows:

* The fir
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Another independent market move, with funding payments continuing to be collected. Unitree Technology’s pricing logic is moving in a completely different direction from U.S. tech stocks; in the short term, price action is driven more by buy and sell orders and the long-short structure in futures.

The project team is relying entirely on funding payments to maintain the long-short structure!!!

Longs aren’t willing to close their positions because they want to collect funding payments. Funding is still negative, which shows that short positions are heavily crowded. The project team is now betti
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$Rez Insider News Coming Sooon
#Rez will Pump minimum 50% From
here
Easy money 💰
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REZ+8.16%
CPI and PPI hit next week! BTC’s real opponent may not be AI, but the Fed!

Tech stocks have just weathered a major shock, and before the crypto market could catch its breath, the next test is already on its way: U.S. CPI and PPI data are about to be released.
The market’s real focus this time may not be how many more chips AI companies will buy, but when the Fed will be willing to loosen its grip on the market.
Why are inflation data so important? Because CPI reflects changes in consumer prices, while PPI reflects changes in producer prices, and both affect market expectations for future inte
NVDA+2.80%
  • 4
🔹Democrats Sweep Congress: Is a Major Shift Coming for Crypto? Tighter SEC Oversight and Prediction
live-cover
LIVE1,893
An Indian spice merchant, 28, was robbed in a home invasion.
The merchant had his throat slit on the spot,
and his wife was tied up.
Afterward, the wife broke down in tears during the investigation.
According to Indian media outlet NDTV,
the wife gave an emotional interview to the media,
pleading with them to spare her husband.
The case had originally been closed,
but friends familiar with India all know
that his wife had not been raped!!!
Do you think the killer was too busy to rape her?
That doesn’t fit Indian logic.
In India, the odds of the woman of the house not being raped are too low.
T
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$SKHYNIX Hynix: After the bloodbath at 866, the big players are sharpening their knives. Will their next strike hit longs or shorts?

On a candlestick chart drenched in blood, when others panic, you need to be greedy—and see what cards the whales are holding.

Personal view and case: The South Korean government's market rescue took effect on November 9, and HBM capacity sold out through 2029 provides a solid fundamental floor.

But look at the whale data: Shorts hold 2.75 million U in heavy positions and are in unrealized profit, while longs are at an unrealized loss. Add a positive funding ra
SKHYNIX+1.41%
Guys, here’s a question I asked my wife.

My wife said, “Sure, you can wash it and use it again.”

Do you think she loves me?
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Why can an edge gradually disappear as more people adopt similar trading strategies?

A trading strategy performs well in backtesting.

More and more traders discover similar signals and begin entering at similar prices, taking profits and placing stop-losses at similar levels.

At first, the strategy remains effective.

But after some time, traders begin to notice that price action after entry has changed, slippage has increased, profit potential has shrunk, and performance that was once stable has begun to fluctuate.

Why?

One easily overlooked fact is:

A trading strategy’s edge comes not
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When Is a Better Buying Opportunity After a Sharp BTC Drop?

Whenever Bitcoin plunges sharply, the market splits into two opposing camps: some see it as a rare dip-buying opportunity, while others fear a bigger decline is still ahead. The real challenge is not judging how far the price has fallen, but determining whether the market has started to stabilize.

So, what should you watch after a sharp drop?

First, watch key support zones. Don’t assume the price is cheap enough just because it has fallen for several consecutive sessions. Look at historical high-volume areas, previous lows, and maj
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BTC-0.65%
🚀 $OPENAI LONG SETUP — BUYERS PUSHING FOR A BREAKOUT!

$OPENAI is up 1.90%, recovering strongly from 1,249.72 as buyers gradually regain momentum. Price is now approaching a crucial resistance level!

Entry: 1,307.69
SL: 1,294.50

TP1: 1,323.00
TP2: 1,338.00
TP3: 1,350.00
Final Target: 1,367.00

Buyers are showing renewed strength after the sharp sell-off, with higher lows supporting the recovery. A sustained breakout above 1,309.50 could open the door toward 1,323 and potentially 1,367.

Invalidation: A sustained break below 1,294.50 weakens the bullish setup.

Keep your eyes on $OPENAI!
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OPENAI-0.04%
Is BTC increasingly like the Nasdaq’s twin brother? Why is it always the first to follow when U.S. stocks fall?

People used to call Bitcoin digital gold. Now, many investors have found that sometimes it looks more like a tech stock that trades 24/7. The Nasdaq falls, and BTC plunges along with it; U.S. stocks rebound, and BTC quickly recovers too. This display of brotherly affection has gold wondering: “I’m the safe-haven asset—why are you two acting like family again?”
Actually, it’s no surprise that BTC and U.S. stocks have become more closely correlated. As institutional capital, spot ETFs
MU+4.71%
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Why Might Repeatedly Adjusting Parameters Make a Trading Strategy More Fragile?

Many traders go through this process when optimizing a strategy:

The first backtest shows mediocre returns.

After adjusting the parameters, returns improve.

Further adjustments produce a higher win rate, smaller drawdowns, and an increasingly attractive equity curve.

So you feel that you have finally found a better strategy.

But when the strategy enters a new market environment, its performance quickly deteriorates.

The problem may not be that the parameters aren't precise enough, but rather: What exactly ha
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🔹Democrats Sweep Congress: Is a Major Shift Coming for Crypto? Tighter SEC Oversight and Prediction
live-cover
LIVE3,030
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2026.11.9 BTC/ETH/XAU/SNDK Analysis
Markets surged and plunged in early Monday trading, with $1.015 billion wiped out in liquidations over the past 24 hours and 149020 people wiped out;
The long-to-short liquidation ratio reached 10:1, putting an end to last week's call—the bulls were practically wiped out!
XAU is moving independently, surging $100 in early trading; keep watching the 3970-4000 level: if it doesn't break below decisively, that points to a potential short- to medium-term bottoming attempt. No need to hold on too long; take a small position near the bottom of each swing and move
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BTC-0.67%
ETH-1.26%
SNDK+3.53%
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☀️ Good morning, everyone in the altcoin community! 🪙
A new week is underway! Last week was a thrilling roller coaster for the markets—the stronger-than-expected nonfarm payrolls cooled expectations for Fed rate cuts, and although the Nasdaq staged an oversold bounce on Friday, it remained under pressure for the week; our BTC also plunged in an instant amid a leveraged-position wipeout, briefly breaking through the $75K level and touching $73,420 before beginning an oversold recovery.
Even more explosive, the tech world dropped a bombshell over the weekend—NVIDIA CEO Jensen Huang (aka “Jense
NAS100-0.07%
BTC-0.67%
NVDA+2.80%
$XRP Large long position now, sell later at $1.4370; long entry at 1.1218 $XRP 👇
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XRP-1.15%
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Remember when Bitcoin started rising in August, I posted a public video. Back then, I used 2023 and September 2021 as reference points and said the weekly chart in Figure 1 would most likely retest the weekly Bollinger Band midline. It tested it this morning.
In Figure 2, some of the moving averages and indicators I mapped out in that video using past cycles as a guide have basically all lined up today. After every major rally, Bitcoin retests the VWAP rising from the bottom and the daily MA120. It wicked down to both this morning.
Back then, people in the comments said the 2023 pullback was c
BTC-0.67%
USDC+0.01%
$UAI This -24.51% bearish candle is a textbook display of market-maker tactics. Let me simulate the market narrative: Dense sell walls appeared near 0.0890 early in the session. Retail traders saw “resistance” and were afraid to chase, but in reality, the market maker was creating the illusion of selling pressure by trading back and forth between its own accounts. Then it used a series of small, roughly 5,000U orders to push the price down. Each time it broke through a key level (0.07, 0.065), it ramped up volume to 5 million U in trading value to trigger panic. The 24-hour trading volume hit
UAI-7.58%
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