What Is Strategy Overfitting? Why Should We Be More Wary the Better the Historical Return Curve Looks?
In cryptocurrency trading, some strategies have their parameters adjusted repeatedly until their historical return curves become very smooth and their win rates very high. But once they enter real markets, their performance drops significantly. This may be strategy overfitting: the strategy has adapted too closely to specific patterns in historical data without learning to cope with future market changes.
First, how does overfitting occur?
Common causes include repeatedly adjusting parameters

Bitcoin remains one of the few major assets still dominated by individual holders, but institutional ownership is expected to grow as the market matures, according to River.
More institutional capital could bring deeper liquidity, but also greater concentration of ownership.

$Q SHORT SETUP — 0.050 NEXT?
$Q is struggling to recover after a massive rejection from 0.235195. The 1H chart shows price consolidating near 0.0650, with buyers failing to establish a strong breakout. A breakdown below 0.0630 could trigger another bearish move.
Entry: 0.0650–0.0670
SL: 0.0725
TP1: 0.0610
TP2: 0.0570
TP3: 0.0520
Final Target: 0.0475
The short setup remains conditional on sellers defending 0.0700 and price breaking below 0.0630. A sustained recovery above 0.0725 would invalidate this bearish outlook.

Funds are coming in, so why hasn’t the market moved yet? The trading logic behind $57.97 million is worth understanding!
Gate saw net inflows of about $57.97 million in a single day! The money is here, so why might the market not rise right away?
The most interesting thing about the crypto market is that funds can arrive before the market action gets underway. Gate saw net inflows of about $57.97 million over the past 24 hours, ranking second among global CEXs. This figure is worth watching, but don’t mistake it for a guarantee that token prices will rise.
In my view, inflows are more like a “

Happy Republic Day on October 29.
“The Republic is the guarantee of a strong future guided by the light of freedom, reason, science, and unity.”

What Is a Stop-Loss Strategy? Why Is Setting an Exit Point in Advance More Important Than Making a Decision After Losses Occur?
In cryptocurrency trading, what truly tests traders is often not how much they can make when the market rises, but whether they can control losses in time when they are wrong. A stop-loss strategy means deciding in advance under what conditions to exit before entering a trade, preventing losses on a single trade from continuing to grow and jeopardizing the safety of the entire account.
First, what is a stop-loss strategy?
A stop-loss is a method of setting exit condit

The bulls and bears clash! A big name calls for selling Bitcoin, and Saylor fires back on the spot
Calacanis: BTC is a dead network, will fall to 57000 in 12 months, and will never hit a new high again. Capital should move into AI.
Saylor: AI represents growth, while Bitcoin represents scarcity. The two can coexist.
One side is selling everything and bearish, the other is firmly holding. Which side are you on?
👉Team Calacanis, comment 1 | Team Saylor, comment 2
#BTC #MichaelSaylor $BTC ‌

Shanghai really is a magical place
1. Young people can walk 200 meters to find a crosswalk; but the uncles can cross the road without looking at the traffic lights
2. Restaurant servers chat and laugh with customers in fluent Russian/English; the aunties at the supermarket can only speak Shanghainese to you
3. People's Square has 20 entrances and exits, while at Pudong Airport it takes half an hour just to walk to your gate…
4. The Shanghai-style money house is only 200 meters from the overseas bank, but their asset sizes differ by a factor of 20
5. The newly opened Magnolia Plaza; the closed

Warsh’s remarks have landed: rates were left unchanged, but two committee members voted to raise them, and the probability of a December hike has surged to around 68%.
Repeated battles around the 80k level are taking their toll, but the real blow has yet to land.
$BTC is barely holding near 80k, while $ETH is struggling to hold even 2,350.
Old Zhang’s personal take is straightforward: this isn’t the eve of easing, but a structural meat grinder under a “hawkish pause.” More importantly, the money is talking—BTC spot ETFs recorded $176 million in net inflows in a single day, with Blackstone al

Don’t Just Focus on Rate Cuts for BTC! The Signal the Fed Sent This Time Deserves Caution
For many BTC investors, the two words they most love to hear are “rate cuts.” It’s as if Bitcoin is bound to take off as soon as rates fall. But reality isn’t that simple. The Fed’s decision to hold rates steady, along with two members pushing for a rate hike, shows that the policy outlook is not as easy as people might think.
Rates holding steady doesn’t mean financial conditions will immediately loosen; members supporting a hike doesn’t mean rates will definitely rise at the next meeting. What really ma

BNT has been distributed so many times this month—at least three or four times.
Whether you bought OTC or kept mining all this time, you must have made quite a bit, right?
The price on the Safe exchange is currently 0.17U. Those who got in can enjoy another big meal of pork trotter rice.
It’s all about the privacy narrative. Does this shady market maker have what it takes to build the next ZEC?
The path from the past few days and the BNT from a few months ago have finally borne fruit.
This run paid off big—I hit my target for the month outright. Taking a couple of days off.

#XAU$XAU Starting with a small amount of capital, real trading proves what you can do.
Even with modest capital, I have the ambition to grow my account step by step.
I focus mainly on XAU London gold, starting with a small amount of capital and building step by step. I've achieved results in the past, and I'll continue to let my trading records speak for themselves.
My trading principles are clear: prioritize controlling drawdowns, set profit targets in proportion to account funds, and treat every trade and every bit of capital with care.
My lead trading account on Gate is now open. Feel free

‍#Gate广场万圣节 #美股财报季 #谷歌云增长103%股价却跌近10% #每周来晒
Cloud business doubles, but profits crater! Google plunges 10% after hours
After the market close on October 28 U.S. time, Google parent Alphabet delivered its results for the third quarter of 2026.
Revenue was $127.58 billion, up 25% year over year, slightly below the $127.93 billion estimate. Google Cloud revenue surged 103% year over year to $30.71 billion, while operating profit jumped to $11.1 billion from $3.6 billion in the same period last year.
But that’s not what the market focused on.
Earnings per share came in at just $2.12, far below ex

What Is Market Liquidity? Why Don’t High Trading Volumes Necessarily Mean Large Orders Can Be Executed Smoothly?
In cryptocurrency trading, trading volume is often used to gauge market activity, but high volume does not mean there is necessarily enough liquidity on the order book at any given moment. What really determines whether an order can be executed smoothly is the depth of orders at different prices, the bid-ask spread, and the market’s ability to absorb buying and selling pressure as the order is executed.
First, what is market liquidity?
Market liquidity refers to how easily an asset

From now on, when you’re trying to show off, stop saying you’re an a9. Say you’re a c9 instead.

Is SOL's surge a trap? The $100 lifeline is under threat—most brutal long/short scenarios revealed!
“Candlesticks can lie, but liquidations involving real money and ETF fund flows never do!”
I’m Anna. SOL is clinging to the $100 mark. Its drop from 103.86 was actually an illusion caused by short liquidations buying it up. Now leveraged longs below are facing a major flush. Although SOL’s technical upgrades and institutional entry make its fundamentals look strong, ETF funds are fleeing rapidly (just like with Ethereum—money is all going into BTC). Remember, without funds flowing back in, a reb

Apprently no one will keep using Muse
What a failure
But this is very much expected from a company like Meta
A Group of Short-sighted, Goal chasers