$ARIA This move is really strong—up 34% in 24 hours and just hit 0.212. The bears probably didn’t expect it to rally this fast.

The AI gaming narrative is back in play, but there haven’t been any particularly major project catalysts so far. This move looks more like it’s being driven by capital flows.

24-hour futures trading volume is close to $37 million. Over the past 4 hours, OI rose from 103.3 million tokens to 106.6 million, up 3.2%. Price and open interest are rising together, which suggests new positions are still being opened. But the funding rate has turned positive, so longs are st

Intraday long trades
7️⃣ Long at 4114, exit at 4119, profit of $436
8️⃣ Long at 4117, stop-loss at 4112, -$562
Stay steady! Another wave of bearish momentum caught traders off guard!$XAU #AVAX利好短时上涨6.4% #黄金 ‌

| U.S. October CPI📊 is about to be released: Inflation’s major test will determine rate-cut expectations and the short-term direction of BTC, U.S. stocks, and gold🧭

[Highlights] U.S. October CPI is due tonight, making it this week’s key macro hurdle. Markets are focused on headline inflation and core CPI, which will directly reshape Fed rate-cut expectations and drive pricing across markets✅📊

✅ If inflation continues to cool and core CPI comes in below expectations:
Markets will raise rate-cut expectations, while Treasury yields and the U.S. dollar weaken.

• $BTC : Improving liquidity exp

$PUFFER Ethereum holds enormous amounts of capital. But how much of it is actually being put to work?

At Agentic Settlement Night, co-hosted with @googlecloud and @Anchorage, Puffer Co-Founder @AmirOnchain introduced the concept of the “latent economy”, and what it could mean to unlock more of Ethereum's untapped potential.👇

The market moves up and down, directions come and go. Some watch sentiment, others structure; some profit from speed, others hold their boundaries.

I care more about whether the rhythm holds, whether the levels are clean, and whether execution is consistent. The market never lacks opportunities; what it lacks is people who can stay clear-headed when they arrive.

I’ll gradually share how I approach different timeframes and position sizes. Trends are mapped out, levels are marked, and every step follows my own rules.$BTC $ETH

Crude Oil Fell, Stocks Rejoiced! Geopolitical Risk Premium Fades—Who Are the Biggest Winners in This Rally?

The oil market has recently staged a dramatic turnaround.
Previously, expectations of escalating geopolitical conflict drove international oil prices steadily higher, as markets worried about disruptions to energy supplies. Now, signs of easing tensions have emerged, and investors are recalculating the risk premium, sending crude prices significantly lower.
As oil prices fall, the stock market seems to hear the starting gun, with risk assets rebounding across the board.
Why are stocks c

The U.S. will release CPI data today, with the market expecting a 0.3% month-over-month increase. The last time CPI data was released, $BTC fell 9% over the following two weeks. Will we see another sharp drop this time, or will Bitcoin surprise everyone?

What Is a Confusion Matrix? How Can You Understand the Exact Number of Correct and Incorrect Predictions Made by a Trading Model?

In crypto quantitative trading, a model may have a high accuracy rate, but that doesn't tell us where it is going wrong. For example, a model may be good at identifying declines but frequently miss opportunities to catch rises. A confusion matrix compares predictions with actual outcomes, helping traders see exactly how the model performs.

First, what does a confusion matrix include?

Take predicting whether the price will rise in the next period as an example. A

$Hana the real pump will be multiple xs like $Jct

$XAU
xau
XAUUSDT
Perp
4,123.73
+0.57%

‌$BTC
btc
BTCUSDT
Perp
74,682
+0.70%

‌Support 1: $73,938
Support 2: $71,835
Support 3: $68,676
Market outlook:
If BTC reclaims $75,000–$75,877 and maintains its position above this zone, buyers could attempt another move toward $76,000–$77,000.
On the downside, a confirmed breakdown below $73,938 could increase selling pressure and expose the $71,835 support area.
My analysis: Bitcoin remains under bearish pressure. Traders should watch whether buyers can defend the $73,900 region. A strong recovery above $75,877 would be an important early s

He’s here! He’s here! He’s arrived with the bears! Waller clearly voiced support for a December rate hike! Big Bro’s morning-session short offered 1,300 points of downside room! Gold offered 40-plus points of room! Last year’s shutdown means this year’s CPL data can’t be compiled! The evening-session call is to keep shorting the rebound! Big Bro sees a break below 70K, and gold below the 4,000 level

#Gate股票畅聊季 Zhongji Innolight (300308): Global leader in high-speed optical modules, a high-beta play on AI computing interconnects, silicon photonics iteration, and next-generation optical interconnects

I. Current chart pattern: Building momentum in a low-level trading range, with capital rapidly rotating around AI computing, high-speed optical modules, and silicon photonics
Zhongji Innolight (300308) is a global leader in high-speed datacom optical modules. Its main products include high-speed optical modules such as 800G and 1.6T, and it is developing cutting-edge interconnect solutions suc

$ARB
SHORT
ENTRY 0.16870 - 0.17
TARGETS : 0.1658, 0.163 , 0.16
STOPLOSS: 0.17035
LEVERAGE: 50X
INVESTED FUND ONLY 2%

What Is Backtest Overfitting? Why Might a Strategy With Perfect Historical Performance Fail Completely in Live Trading?

In cryptocurrency trading, some people keep adjusting indicator parameters, take-profit and stop-loss levels, and entry conditions until the strategy achieves the highest possible backtest returns. But better historical performance does not necessarily mean a strategy is more reliable. Overfitting to historical data can instead make a strategy less able to adapt to future markets.

First, what is backtest overfitting?

Backtest overfitting occurs when a strategy is overly ta

Reality has repeatedly taught people to leave themselves a way out. They don't dare quit their jobs lightly or take time off when they get sick. Buying a home, retirement, children's education—which of these doesn't require money? It's not that many people don't want to spend; they just don't dare. When real difficulties arise, others may not be able to bail you out. Ultimately, the sense of security people talk about still has to be supported by their own savings.
At the end of the day, it's not that people don't want to enjoy life. It's the uncertainty of the future that makes them prepare i

What Is Walk-Forward Testing? Why Can Backtesting Over a Fixed Period Hide Strategy Flaws?

In cryptocurrency trading, market conditions are constantly changing. A strategy may perform exceptionally well in a bull market but get stopped out frequently in a sideways market; it may also be profitable on a certain period of historical data but fail to adapt to subsequent volatility. Walk-forward testing can help traders assess how well a strategy adapts across different periods.

First, what is walk-forward testing?

Walk-forward testing typically divides historical data into consecutive time win

It was originally just a small-position test trade, but I didn’t expect it to deliver a 168% profit.
A 200x Bitcoin short, with the stop-loss level set precisely—the market pullback unfolded exactly as predicted.
Longtime followers know there’s no need to overthink it when you follow me; just do as I say and you’ll pocket the gains.
Don’t rush—this is just an appetizer. The big gains at year-end are still waiting ahead. $BTC #美伊谈判出现新进展

We'll make enough money this November