Thesis plays out | Pullback under pressure, decline as expected
Short positions were placed in Ethereum’s 2150-2180 resistance zone. Price touched a low of 2088, providing 54 points of downside.
A weak rebound does not change the bearish structure. Follow the trend and short at higher levels, with strict risk management. $ETH

#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

What Is the Brier Score? How Can Mathematical Methods Evaluate the Quality of a Trading Model’s Probability Predictions?

In crypto quantitative trading, even if a model often correctly predicts whether prices will rise or fall, that does not mean the probabilities it gives are reliable. For example, if a model predicts a 90% chance that BTC will rise, but prices rise only 60% of the time after similar predictions, it may be overconfident. The Brier score can help us evaluate the error between probability predictions and actual outcomes.

First, what is the Brier score?

For binary predictions

One thing crypto has taught me is that protecting your capital is just as important as making profits.

The market will always offer new opportunities, but patience and discipline help you avoid unnecessary mistakes.

You don't need to catch every move. Sometimes waiting is the smartest decision.

What's your biggest trading lesson so far? 👇

#Gate #CryptoCommunity #Bitcoin #TradingMindset #ShareWeekly
$NVDA ‌

What Is Multi-Timeframe Analysis? How Can You Combine Short and Long Timeframes to Avoid Making Poor Decisions Based on Local Price Action?

In crypto trading, BTC may be rising on the 5-minute chart while still being in a clear downtrend on the 4-hour chart. If traders only watch short timeframes, they can mistake a rebound for a trend reversal. Multi-timeframe analysis uses price structures across different timeframes to help traders understand the relationship between local fluctuations and the broader trend.

First, what is multi-timeframe analysis?

It means observing multiple timeframes

This wick came just in time.

For a 66th straight day, US traders bid $BTC below the global price as it held flat on the day. Trading ran less one sided than on most days of the past 90 days. On $AVAX , open bets rose 20.7% alongside price, with longs building.

Everyone, the midday gold spot order has already taken profit. No need for all the twists and turns—you can feel how steady it is $XAUT #Gate全球合规版图扩展

What Is SHAP? How Can We Explain Why a Machine Learning Model Gives a Bullish or Bearish Prediction?

In crypto quantitative trading, machine learning models may use features such as price momentum, trading volume, volatility, and funding rates to predict future movements. But when a model gives a bullish or bearish prediction, that does not mean traders know why it made that call. SHAP is a method for helping explain model predictions by analyzing how different features contribute to an individual prediction.

First, what is SHAP?

SHAP is based on the idea of Shapley values, which allocate c

It's over, it's over—I've really become an altcoin kingpin. I'm about to trade altcoins one last time

What Is Time-Series Cross-Validation? Why Shouldn’t You Randomly Shuffle the Training and Test Sets for Cryptocurrency Predictions?

In quantitative cryptocurrency trading, machine learning models are often trained on historical data to predict future price movements. But if all the data is randomly shuffled and split into training and test sets, as in ordinary classification tasks, the chronological order may be disrupted, making the model’s evaluation results overly optimistic.

First, what is time-series cross-validation?

It is a method of organizing training and validation chronologically

Another great trade for the trading challenge! 🚀 Closed a short on PYTHUSDT with a profit of +49,22% (ROI) and PnL of +2,32 USDT. We’re gradually moving toward our goal on Gate.io! 🔥
Wishing everyone green charts and profits! 👍
#GateSquareTradingChallenge

Traditional brokerages are making deeper inroads into crypto than expected.

Charles Schwab has officially opened spot trading in SOL, AVAX, and LINK to eligible U.S. retail clients, bringing the total to five assets alongside BTC and ETH.

All assets are held in custody by its subsidiary, Charles Schwab Premier Bank; users do not hold their private keys directly.

As of the end of September, Schwab managed approximately $13.33 trillion in assets and had over 40 million active brokerage accounts.

By removing the hassles of safeguarding seed phrases and barriers to deposits and withdrawals, tr

AI Tech Stocks Rebound Strongly: Who Will Lead the Next Rally?
AI tech stocks experienced a sharp swing last week. The midterm election results sparked concerns that data center regulations could tighten, among other factors, and the Philadelphia Semiconductor Index at one point fell more than 12% for the week, with popular names such as $NVDA and $AMD pulling back sharply. The market then recovered quickly: stocks rebounded on Friday, followed by a strong rally in U.S. equities on Monday (November 9), with the Nasdaq up about 2.5%-3% and semiconductor stocks surging. $AMD jumped about 13% tha

Gold scores three consecutive intraday wins; rate hikes trigger a breakdown!

Short at 4116, exit at 4098, 18 points, 2658🔪$XAUT

It's been a long time since I washed my car. After washing it today, I found some stuff on the car's surface that wouldn't come off. Does anyone know what it is and how to clean it off?🤔

At 21:30 Beijing time tonight, the U.S. Bureau of Labor Statistics will release October CPI inflation data. Because of the federal government shutdown in October 2025, which disrupted price collection that month, this report will not include year-over-year (12-month) changes in headline or core CPI. Markets will have to rely on month-over-month readings to assess the inflation trend.

Economists surveyed by Reuters unanimously expect headline CPI to rise 0.3% month over month and core CPI to rise 0.2%. This is the last CPI report before the Fed’s December policy meeting. Nonfarm payrolls previ

I came across one on the way down the mountain,
Seems to be a village stray, but it's really clingy. One cat treat was enough for it to climb onto me and refuse to get down. Should I take it home?