More and more traders are now using AI and quantitative models to predict cryptocurrency market movements. Some models can even give an 80% probability of prices rising. But there is an interesting phenomenon: even when trading signals look highly accurate, many people still end up losing money.

Why is that?

First, a probability forecast is not a guarantee of profit. An 80% probability of prices rising means the model estimates that prices are likely to rise under specific conditions; it does not mean the next trade will definitely make money.

Second, the market can change at any time. Brea

Trump is in trouble, crypto is in trouble, and CZ is in trouble. The Democrats taking power have already launched investigations into the Trump family’s crypto businesses, including WLFI, TrumpMeme, and the CZ pardon.

Why might a trading strategy that performs well in backtests fail in real markets?

A trading strategy may show good historical returns, a high win rate, and a maximum drawdown within an acceptable range. Why, then, might its results be completely different once it is actually deployed in the market?

This does not necessarily mean backtesting is worthless. Rather, performance on historical data is not the same as returns that can be replicated in real trading.

To determine whether a strategy is truly effective, you need to understand several key issues behind its backtest results.

I. Data b

#USIranTalksShowNewProgress US-Iran Talks Show New Progress: A Potential Turning Point for Global Markets

The latest reports of progress in discussions between the United States and Iran are attracting attention from governments, investors, financial institutions, and global market participants. Diplomatic developments between these two countries are important because their relationship has a direct connection to energy markets, international trade, regional security, and overall investor confidence. Even small signs of progress can influence market expectations, especially when tensions have

In crypto contract trading, leverage has always been one of the most exciting tools—and one of the costliest.

Many people think that with 10x leverage, a 1% rise in BTC will earn them a 10% return. But they often overlook another fact: if the price moves 1% in the opposite direction, their losses are amplified just as much.

So how should leverage be understood?

First, leverage amplifies your position, not your trading ability. Even if you correctly predict the market direction, an unreasonable entry point could still expose you to serious losses from short-term price fluctuations.

Second,

Don't just focus on ChatGPT! The next real AI competition is about who can sell AI to businesses

If the keyword in the previous phase of AI competition was models, the keyword in the next phase may be enterprise adoption.
Why?
Because models are becoming increasingly capable, and it will be harder to build a competitive moat based solely on the chat experience.
The truly valuable opportunity is embedding AI into companies' day-to-day operations.
For example, having AI automatically handle customer inquiries, generate financial reports, analyze sales data, assist programmers in developing soft

Screenshots from the first round of Dabao's livestream

#OpenAI第三季度营收升至100亿美元 #WCTCS9
In my view, artificial intelligence has officially moved past its experimental phase and entered a period of serious commercialization; however, profitability remains the greatest challenge ahead.

While OpenAI’s latest figures are impressive, they also highlight why investors should be cautious about conflating revenue growth with a sustainable business model.

1. Revenue growth is real, but profitability is nowhere to be seen

According to reports published on November 10, 2026:

* Quarterly revenue reached approximately $10 billion—an increase of about 50% com

Many futures traders have had this experience: they correctly predict the market’s overall direction, yet a brief, sharp fluctuation suddenly liquidates their positions.

Why does this happen?

First, excessive leverage is the most common reason. The higher the leverage, the greater the impact of price fluctuations on margin. Even a brief move in the opposite direction can quickly trigger the liquidation price.

Second, market liquidity affects execution results. When a large number of sell or buy orders suddenly hit the market, the order book can thin out quickly, making price swings even mor

Inflation Is Heating Up Again! The Fed Rate-Cut Dream Is Shattered—Will Global Assets Face a Major Adjustment at the End of 2026?

In the final quarter of 2026, global investors may once again face a familiar question: Will money stay cheap?
Both US October CPI and core CPI came in above expectations, and the market has once again raised its expectations for Fed rate hikes.
This means investors who had expected monetary policy to ease may need to adjust their strategies.
If interest rates stay high or rise further, the impact will extend beyond the US economy.
US stock valuations may come unde

BTC trade: Even a small position took down 2.57KU!

Went long near 72951. Once it started rising, I didn’t rush to exit. I was reminded to exit at the target, and wrapped up near 738.

Simply put, there’s no need to go all in every time. Get the levels right, and even a small position can still bring in profits. Hold when it’s time to hold, and don’t hesitate when it’s time to exit—that’s enough. $BTC $ETH ‌#美国10月CPI全面超预期 #Polymarket年化收入突破18亿美元 #美股AI概念股普跌

Why Are Traders More Likely to Make Serious Mistakes After a Winning Streak?

A winning streak should be something to celebrate.

But in the trading market, profits can also bring new risks.

After making the right call several times in a row, traders may gradually become more confident in themselves, less alert to risk, and even start to think they have figured out the market.

The truly dangerous moment may not be after a string of losses, but when you start to think you can’t make mistakes.

I. Why Does a Winning Streak Change Trading Behavior?

1. Confidence gradually turns into overconfid

$PEARL As soon as it hits Sesame, it’s guaranteed to drop to zero

The market’s tanking, and everyone’s wailing 😭
All right, enough.
I’m off to Shanghai to spend time with my Auntea Jenny.

#每周来晒 #美国10月CPI全面超预期
US October CPI Data: Will the Fed Return to a "Hawkish" Stance?

My view: The October inflation figures increase the risk that the Fed may adopt a more "hawkish" stance (favoring a tighter monetary policy); however, a single CPI report that exceeds expectations is not sufficient to confirm a lasting shift in monetary policy.

The core issue here is whether inflation is becoming persistent once again, or if the increase in October is merely transitory.

Indicator Actual Forecast
Headline CPI (monthly) 0.4% 0.3%
Core CPI (monthly) 0.3% 0.3%

There is an important distinctio

🐋 WHALE WATCH : $1.92B left $BTC spot ETFs over the last 6 trading days.
Spot demand at key support levels is absorbing the volume. ETF outflows and spot accumulation running in opposite directions at the same time means someone is wrong about where price goes next.
Are you taking liquidity or giving it away ?

Market Analysis: $BTC (2026-11-11)
Looking directly at the daily chart, the market is currently in a sustained decline, and has now broken below support. Although it has held this level in the short term, I think a break below is extremely likely.📉
I wouldn’t consider going long. You can wait for a rebound before entering a short. If a deep V-shaped rebound appears and holds, stopping out of the short then won’t cost too much. But chasing the drop could very likely leave you trapped by a deep V-shaped rebound～

After Bitcoin’s Plunge, Don’t Rush to Buy the Dip: Watch These Five Signals to Judge Whether the Market Has Stabilized

When a sudden security incident occurs, many traders’ first reaction is to guess when Bitcoin will rebound. But the truly important question is not how much the price has fallen, but whether the risks that triggered the drop are subsiding.

First, watch whether exchange withdrawals have returned to normal. If deposits and withdrawals are still restricted, the platform’s operational risks still need to be monitored.

Second, follow the progress of the official investigation. W