What Is the Risk-Reward Ratio? How High Does a Trade’s Win Rate Need to Be to Break Even?
In crypto trading, many people focus only on the distance between prices when setting stop-loss and take-profit levels, without carefully calculating the relationship between potential profit and potential loss. The Risk-Reward Ratio helps traders assess how much risk a trade is worth taking, but it must be considered alongside the win rate to better evaluate a strategy.
First, what is the Risk-Reward Ratio?
The Risk-Reward Ratio typically compares a trade’s potential profit with its potential loss. For e

Bottom fishers are making a killing—are short sellers starting to panic?
Fundamentals set the tone: Record Q3 profits, 10 billion in buybacks, and expectations of long-term undersupply in AI storage have laid the groundwork for a strong bullish outlook.
Capital flow warning: Short-term inflows are driving the rally, but long-term funds continue to flow out, raising suspicions that major players are using the good news to sell. $SKHYNIX $BTC $ZEC #美联储继续按兵不动 #Gate24小时净流入Top2

What Is Fixed-Percentage Risk Management? Why Should Every Trade Have a Clear Loss Budget?
In crypto trading, some people keep increasing their position size after a winning streak, then rush to double down after a losing streak in hopes of making their losses back quickly. This can easily cause account risk to spiral out of control. The core of fixed-percentage risk management is to set a clear risk budget before each trade, rather than deciding how much to put in based on emotion.
First, what is fixed-percentage risk management?
It usually means that the planned risk on each trade does not e

Someone else finally taking the selfie for a change. I’ve blocked their calendars for 2027🤞
@BCBacker & @thinkingcrypto 🫶

A friend sent over a screenshot of a strategy: “Following this method over the past year would have produced impressive returns!” Looking closely, you realize it says “backtest.”
A backtest means applying a set of trading rules to past market conditions to see what would have happened if you had followed them at the time. It can help test an idea, but it’s not real trading profit already in your account.
It’s a bit like taking exams from previous years. Doing well can certainly be useful, but if you keep tweaking your method based on the answer key and end up with a high score, that doesn’t me

GitHub Copilot Fusion is officially GA, but the real change isn’t that the models got stronger—it’s that you no longer have to choose one yourself?
From the research preview in September to general availability, GitHub has replaced “which model to choose” in the model selector with “how much effort to use”: Standard for everyday coding, High for complex tasks and deeper reasoning, and Max for the toughest jobs.
Under the hood, it uses three execution modes: Single, Cascade, and Critique—one model handles the task directly, an efficient model drafts first and then decides whether to escalate, o

Everyone in the group is calling for a rally, but I’m taking the contrarian view. Before the halving, $BTC will go through a period of sideways trading, and Layer 2s will just grind along with the broader market. Sell high and buy low in the range; don’t chase pumps or sell into dips. It’s that simple. How are you positioning your portfolio? Share your thoughts.

If you're used to perpetual contracts, you might suddenly notice another contract with a date after its name and a somewhat different price. Don't treat that date as an ordinary number; it may be the expiration date.
Delivery contracts have fixed expiration and settlement schedules. At the specified time, open positions are usually settled according to the platform's rules, and cannot be held indefinitely as the same positions.
It's a bit like a rental contract: one with a clearly defined term and one without the same fixed expiration arrangement will naturally be handled differently later on.

Ripple & Robinhood Forge Major Partnership for $RLUSD
🤝 Breaking: Ripple & Robinhood announce a strategic partnership!
RLUSD is coming to the Robinhood app, will be used for institutional settlement on XRPL, and will integrate with treasury services. Stablecoin adoption is accelerating 💸
#Ripple #$RLUSD #Robinhood #$XRP #Stablecoin #Crypto
#RippleExpects$900MAnnualizedProductRevenueRunRate

Cycles are the underlying logic of all planning.
The application of cycles,
can be used not only for trading,
but also in all aspects of life, including nature, the economy, society, businesses, and more.
#btc #ETH

October 29 Heyue$MU
📉 Direction: Long
📍 Initial position: Enter at current price, 945-940
🎯 Zhiying: 965-970
Fundamentals: AI optical chip M&A news confirms strong industry momentum, indirectly bullish for MU (the HBM memory leader).
Funds: Although long-term funds have flowed out significantly, 5-minute short-term funds have turned positive (+410k), showing signs of bottom-fishing.$ZEC $BTC #美联储继续按兵不动 #Gate is the first to launch gold CFD 7X23 trading

10.29 SOL Analysis
Analysis: Short near 100.8-101.6 on a rebound, with a stop at 102.0; first target 99.6, second target 99.3
After surging to a swing high of 103.89, the price came under pressure and retreated, closing with a high-volume long bearish candle that broke below key support. It dipped to a low of 99.36 and is currently trading at 99.57. The previous short-term uptrend has been disrupted, with concentrated selling pressure from bears. The market has officially entered a weak correction phase, and any rebound is expected to be limited. #Gate首家推出黄金CFD7X23交易 $SOL ‌

What Is Class Imbalance? Why Can Cryptocurrency Prediction Models Seem Accurate Yet Have No Trading Value?
In cryptocurrency quantitative trading, a model’s accuracy can easily be misleading. If most periods in the test data do not feature a strong rally as defined, a model that always predicts “no rally” may still achieve high accuracy, yet fail to identify genuine trading opportunities. This is the problem of class imbalance.
First, what is class imbalance?
Class imbalance occurs when the numbers of samples in different classes in a dataset vary greatly. For example, only 100 out of 1,000 sa

🔥 $GRASS $GRASS Shorting Opportunity: GRASS is showing strong bearish momentum after being rejected at recent highs. The price has fallen sharply from the 0.7500–0.7600 resistance zone, with selling pressure intensifying and pushing it toward the 0.6400 support area. The latest bearish candlestick shows weakening buying momentum, and the price may fall further. Bears are in control of the market. 📉Trade idea: Short $GRASSEntry: 0.6433 – 0.6700Take profit 1: 0.6000Stop-loss: 0.7271Take profit 2: 0.4500Take profit 3: 0.3002Trade here $GRASS : 👇

Seeing fees come into the liquidity pool every day feels pretty good. But when you do the math, you realize: if you hadn’t deposited those coins and had just held them, you might have more now.
This is what people often call “impermanent loss.”
Take a typical dual-token automated market maker pool: when the relative prices of the two tokens change, trading and arbitrage cause the asset ratio in the pool to shift. What you withdraw may not be the same quantities you originally deposited.
You can think of it as an automated exchange counter: when one asset becomes more expensive, that asset may

Sister U 10.29 Thursday $BTC Strategy
Entry: Short near the rebound to 80400-80600
Stop-loss: Above 80850
Target: 79600-79200
If price retests near 79100 and stabilizes, go long
Market analysis: On the 1-hour timeframe, price just broke below the consolidation platform on increased volume. The MACD lines have turned downward, and the green bars continue to expand, indicating that short-term bearish pressure is being released. After the repeatedly tested support zone was broken, it has turned into resistance above; prioritize looking for a rejection and pullback on any rebound. Only if price r

Hahaha! The funniest thing today—
A P2P on/off-ramp project publicly announced it had integrated Alipay RMB OTC. Alipay was terrified and was lightning-fast to distance itself!
I looked into it, and this project has even integrated wallets - -
Back to the point: Would you dare use this platform? I wouldn't! Damn, it's clearly a dirty-money transit hub!
Money launderers can use clean U as a middleman, with no KYC required, and send dirty money straight to you.
The cops and Alipay could find you, freeze your account, and investigate you in no time!

SpaceX—everything else is going up, while it’s the only one seeing wealth growth. According to the BBC, Musk not only ordered Starlink throttled in Ukraine, but also ordered an American satellite intercepted to protect a Russian satellite. How can this piece of shit’s stock still be going up? Image 2 shares the wealth growth target. $SPCX ‌