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Article
What Is a Liquidation Cascade? Why Can One Round of Forced Liquidations Amplify Short-Term Volatility in the Cryptocurrency Market?
In the cryptocurrency market, a rapid price decline can sometimes trigger the forced liquidation of more long positions. The resulting selling pressure may push prices down further, triggering another round of liquidations. This mutually reinforcing process is called a liquidation cascade.
First, how does a liquidation cascade form?
When losses mount for traders using leverage and their margin becomes insufficient, trading platforms may forcibly close their positi
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What Is Out-of-Sample Testing? Why Can Data Not Used to Optimize a Strategy Better Reveal Its True Capabilities?
In cryptocurrency trading, a strategy may perform well in historical backtests but quickly fail under new market conditions. The problem may not lie in the trading logic itself; the strategy may instead be overfitted to the historical data used for optimization. Out-of-sample testing is an important way to identify this issue.
First, what is out-of-sample testing?
Out-of-sample testing means using data that was not involved in strategy development or parameter optimization to indepe
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Trenches
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11.5BTC
Bull market, hurry back!!
Why overthink it? Just go for it.
I see Bitcoin hitting 90K this time. I’ve added 1.5 BTC and am ready.
Now let’s see if I can hold on!
BTC-0.67%
What is rolling backtesting? Why is continuously updating the test window more informative than testing just one historical period?
In cryptocurrency trading, a strategy may perform well only during a certain period of historical market data, yet fail to adapt to subsequent market changes. Testing only one fixed period can overlook how the strategy performs under different conditions. Rolling backtesting helps traders evaluate a strategy’s stability more comprehensively by continually updating the test window.
First, what is rolling backtesting?
Rolling backtesting divides historical data into
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You know what? Someone really will want him when he goes back.
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📡 Signal Card | Just Captured
Source: Trader Cash Asset: $XRP Long Entry: 1.3253 Target: 1.3816 / 1.4334 / 1.4893 Stop Loss: 1.2965 Time: Not specified
I’m just passing this along—the signal belongs to someone else, and your wallet is your own treasure. Whether to follow it and how much to invest are up to you. Don’t get carried away and go all in 🫠
For personal records and sharing only; not investment advice. #SpaceXTeamsUpWithQualcommToBuildUS5GNetwork
XRP-1.15%
QCOM+5.60%
🔹Chip Stocks Are Falling, but Demand Hasnt Weakened? With Democratic Regulatory Expectations Shakin
live-cover
LIVE1,343
#GateGuardNowAvailableForFree
Account safety just got a major lift. Eligible users can now turn on Guard for free and add one more shield for holdings.
What is it? It is a Protection Plan that sits on top of daily controls. If coins leave your account without approval due to theft or hack, you can file for payback of eligible direct loss. It is not a trade tool. It is a safety cover.
How to get it? You need a Security Score of 80 and you must hold 80 or more for 30 days in a row. Score looks at how tight your account is:
• ID check done • Two-factor on - app code, SMS, mail code • Anti-phish
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BTC-0.67%
XAU+0.38%
  • 5
This month, the No. 1 trader on Polymarket Perps made $66,707.
I don't think this is a real person; it's most likely a bot.
Profile:
Today, within 30 minutes, it traded:
XRP, LINK, ZRO, DOGE, GOLD, SILVER, NVDA, META, BTC, AAVE, PENDLE, NEAR, and a meme coin called USELESS
$129.6 million in trading volume
Held 51 positions at the same time
Closed 9 XRP positions in the same second
Dozens of $15 orders
This looks just like a machine grinding out tiny profits all day.
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XRP-1.12%
ZRO-2.63%
DOGE-0.18%
XAU+0.38%
$BTC $ETH As the market has moved so far
there are still some signs of a general downturn
my friend has managed to hold on
At the worst point, the unrealized loss was around 8000
now it’s down to 5000
Let’s see if they can turn a profit later or take only a small loss
that’s better than the current momentum continuing to carry it downward
It should be able to test the one-hour support level
That’s why I told my friend to hold on too
#非农就业数据
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BTC-0.67%
ETH-1.23%
I just found out my partner cheated on me, and I'm panicking!
🙈
@Plasma @0xBenniee
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Life itself is worth investing heavily in.
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#GateLaunchesPoSECProofOfSecurity

Gate Introduces Proof of Security: A New Standard for Measuring Cryptocurrency Exchange Protection
The cryptocurrency industry continues to evolve as investors become increasingly concerned about exchange security, asset protection, and financial transparency. Gate has taken an important step in this direction with the official launch of Proof of Security, known as PoSEC. This initiative expands the traditional concept of Proof of Reserves by providing additional information about how user assets are stored and protected. Rather than focusing exclusively on
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GT-2.41%
$ELSA ‌Exited too early
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ELSA+5.80%
Unitree Robotics CEO Wang Xingxing explained at a forum that this year’s robot combat demonstrations were less entertaining than last year’s because the robots had become much more stable: they could stay on their feet even after being hit, so there were fewer dramatic knockdowns. Last year, their poor stability actually made the fights feel more intense. He also introduced fully autonomous combat powered by an end-to-end world model.
Technological progress has turned “more stable” into “less entertaining”—stability has come at the expense of spectacle. The progress is good, but staying on you
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BTC-0.67%
[new streamer] MARKET UPDATE
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LIVE1,276
Finally, @whitebeardwala met Ady & Sandy 🔥
@cryptoady @CryptoPointHi
$DOGE Currently trading at 0.07689, up 2.21% over 24H (0.0744–0.07837). 1H momentum is strong: RSI is 52.81, and the current price is above the 1H EMA20 at 0.07654. 4H momentum is strong: RSI is 63.53, and the current price is above the 4H EMA20 at 0.07586. The 1H volume ratio is 0.29, indicating low participation. If the price holds above the 0.07837 resistance, watch for continuation; if it breaks below the 0.0744 support, short-term momentum may weaken. In the next review, check whether 0.07837 holds and whether the price can recover after losing 0.0744. With the volume ratio at 0.29x, a br
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DOGE-0.22%
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GateLaunchesPoSECProofOfSecurity

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Gate has officially launched Proof of Security, or PoSEC, extending beyond Proof of Reserves by disclosing the distribution of cold-storage and hot-wallet assets and introducing a cold storage coverage ratio to measure protection under extreme-risk scenarios. Gate’s latest cold storage coverage ratio stands at 104.58%, with 88.26% of assets in cold storage and 11.74% in hot wallets. A coverage ratio of at least 100% means cold-storage assets alone would still be sufficient to cover all user assets even if hot-wallet assets were fully lost. Exchange security is not only about whether reserves are sufficient, but also how assets are stored and protected under extreme conditions. Could cold storage coverage become a new industry standard?[👉 Learn more](https://gate.com/proof-of-security)

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