$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

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?

Holy crap, holy crap🔥🔥
Finally, 20000 followers!

BTC and ETH have a 90% win rate, with a verifiable track record. If interested, contact me through the bio on my profile

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 returns in backtests. But better historical performance does not necessarily mean a strategy is more reliable. Overfitting historical data may instead make a strategy less able to adapt to future markets.

First, what is backtest overfitting?

Backtest overfitting occurs when a strategy is excessively tailo

🛢️ BRENT CRUDE OIL FALLS TO ITS LOWEST LEVEL SINCE AUGUST!
📉 Oil prices continue to slide amid easing fears of further US-Iran military escalation.
💰 Brent dropped below $90, extending its sharp decline as markets anticipate reduced geopolitical supply risks.
🌍 Lower oil prices could ease global inflation and reduce pressure on energy markets. 📊

The work you avoid the most is usually the work you need to do.
First 8km run ever 🥹😮‍💨
Two months ago, if you'd asked me, I'd have told you how much I don’t like running.
All through my fight training, the thing I said most "I really don't like running."
I still don't love it.
But who said that everything that is good has to be enjoyable?

🚨 Developing
Initia has halted its L1 chain
This is what happens when the keys behind your bridge are exposed
Initia paused the L1 at 06:18 UTC after detecting unauthorized transfers from escrow accounts holding assets bridged to its rollups
Early findings point to leaked rollup infrastructure keys being used to forge IBC transfers
About 605K USDC left through Noble before the halt, along with around $10K in other tokens
That’s the amount moved so far, not a confirmed final loss
Most of the remaining escrow assets are still on the paused chain
If you hold assets bridged to Initia rollups, wai

My outlook for BTC and Ethereum: I’m still bullish on the higher timeframes, but bearish pressure is relatively strong on the 4-hour structure. Use the following as a reference. If you’re more aggressive, you can open an initial position at market; if you’re more conservative, wait for the right levels. Just my personal view.

$DOGE The plunge continues.

$HYPE Currently at 74.682, up 2.71% over 24H. Although it has rebounded slightly intraday, the 1H and 4H structures remain weak, and the price is still under pressure below the EMA20 (1H: 74.75/4H: 76.07). RSI is 47.43/38.32, suggesting the rebound lacks strength. If price can later break above and hold the resistance at 76.763 on increased volume, there may be room for a recovery. If it breaks below support at 72.774, weakness may persist. The key point to watch in the next review is whether price can hold above 76.763. Current volume is only 0.07x the average of the last 20 bars. The setup i

Great, ACT$ACT continues climbing to 011. The rise is quite fast, so it could easily pull back. I'll open a small short ahead of the pullback😍😍😍$ARIA $EDGE 😍😍😍$

$BTC — Breakout or another drop? Bitcoin❗ is currently consolidating around $74,818, with resistance at $75,500–$75,700 and support around $73,500. A breakout above resistance could trigger a rebound; rejection could lead to another drop. Which direction do you think it will move next???

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

Everyone’s been talking about the 104.58% cold storage coverage rate today. Does anyone know how this figure is calculated?

To be clear, this is not the reserve coverage ratio. Gate’s reserve coverage ratio is 118.49%. 104.58% is a newly introduced PoSEC metric called the cold storage coverage rate.

The question it answers is: If all the assets in the hot wallet were to disappear, would the cold wallet alone be enough to cover all users’ assets?
The calculation divides two ratios👇
🧊 How much of the platform’s funds are held in cold wallets? Cold storage ÷ (cold storage + hot wallet) = 88.2

How much does she fucking hate men?
Who hurt her this badly?

$AKE Halved in 24 hours, -45.6%—that’s a brutal hit.
Someone just dropped a screenshot in the group. Anyone who chased in at 0.0058 is seeing red now. The sell-off on the order book really is fierce: it plunged to a low of 0.0022, with trading volume hitting 208.5M. Volume is up, but it’s flowing downward. At 0.0025, both bulls and bears are taking a gamble.
Bullish reasons: First, 208 million in trading volume is substantial, so liquidity hasn’t dried up. That means it’s not a dead market, and buyers stepping in could set the stage for a rebound. Second, the wick down to 0.0022 was bought bac

📈 AI tech stocks rebound strongly—who will lead the next wave?
Last week, AI tech stocks experienced sharp volatility, with popular stocks such as $NVDA and $AMD rebounding after steep pullbacks.
Will the rebound continue, or will they pull back again?

💬 Let's hear your take today:
If you had to pick one AI tech stock now, which one would you bet on? Share your pick and why you like it.

🌟 Gate Square's Stock Chat Season is underway
Three outstanding authors are selected daily, each receiving 5 USDT plus an official featured spot to give your investment insights more exposure.

Post your