This article is dedicated to those of you who are also researching quantitative trading. Reposted from Squirrel's. To summarize the main point: good strategies all follow the logic of Occam's razor, while overly complex strategies inherently carry the risk of overfitting. Backtest samples need to include multiple market periods for in-sample and out-of-sample testing, rather than repeatedly running over one fixed period. Also, we keep reinventing the wheel, continuously adding to a concise model, even though these additions extend the time horizon without improving performance.
Finally, quanti

SUPER RIPE DAY.
WAITING FOR THE MOMENT. ARE YOU HERE?
WATCH CAREFULLY
Monday is soon, and then a new series will begin
$BTC ‌

The salary of a Hong Kong police officer is too attractive.

$CFX Long entry at 0.06815, take profit at 0.07010, take profit at 0.07260, stop loss at 0.06550. I plan to go long here and hope the recent price action will be followed by a rebound. This trade does not need a major surge to become profitable; a steady rise can also reach the targets.

Deservedly, the airdrop god @punk2498_
▌In November 2024, he received 474719 $HYPE genesis airdrop tokens.
At today's price, this airdrop is worth approximately $40 million.
▌In July 2026, he began interacting with Variational.
In a short period, he generated $3 billion in trading volume, ranking second on Variational's all-time trading volume leaderboard.
Variational has announced that 32% of the tokens will be allocated to the genesis airdrop, and he's about to hit it big again.
▌Now, he has turned his attention to @entropyIO.
As of now, his cumulative trading volume on Entropy has reached

My view on Gold
Based on Weekly and Daily Bias - Gold can start pushing up from these levels and I will be waiting for the right areas to long.
Bullish: Debt concerns support gold, since it’s seen as the antithesis of fiat currencies and government assets. Falling yields and a softer dollar also help.
Bearish: Hawkish Fed talk, such as St. Louis Fed President Musalem saying rates will need to rise again, plus a stronger dollar and higher yields.
Geopolitics: Hormuz tensions were reported to be raising Fed hike bets, which is bearish for gold in this setup despite its safe-haven status.

“I will find the formula for reversing time”

#CRCLLeadsCryptoStocks CRCL Leads Crypto Stocks as Investors Reassess the Future of Digital Finance
The crypto market is sending an important signal as CRCL takes the lead among crypto-related stocks. When a major company connected to the digital asset economy attracts investor attention, the move can reveal changing expectations about the future of cryptocurrency adoption, stablecoins, and financial infrastructure.
CRCL is closely associated with Circle, the company behind USDC, one of the leading dollar-backed stablecoins. Circle operates at the intersection of traditional finance and blockc

Miner Economics: What Really Matters?
Mining Bitcoin isn’t just about how much you can mine. It’s also about how much you spend to do it.
Here are 3 things every miner should know:
J/TH: Shows how much energy a miner uses. A lower number means the machine uses less energy for the same mining power.
Electricity Cost: Running miners takes a lot of power. The less you pay for electricity, the easier it is to keep costs down.
Break Even: This is when your mining income is enough to cover your costs. If your costs are higher than what you earn, you’re losing money.
The bottom line? More mining po

Looking for a monitor—any good recommendations, guys??

Don’t short on Monday or Tuesday
On Thursday and Friday, you don’t dare not short
It’s the weekend today, and you still fucking don’t dare to short
What exactly are you hesitating about? $BTC $ETH

$CHIP rebounds strongly after a healthy pullback! ‼️ The bullish trend remains intact, with the price recovering to around $0.0690. If it breaks above $0.0700 again, it could trigger another upward move, targeting $0.0750. Please wait for confirmation before opening a long position. Entry: $0.0670 – $0.0685; Targets: $0.0700 / $0.0720 / $0.0750; Stop-loss: $0.0640

#SimpleEarnUSDTLimitedTime11%APR Simple Earn USDT Limited Time 11% APR. A New Opportunity to Make Your Stablecoins Work for You
In the cryptocurrency market, many people focus entirely on price movements, looking for the next big rally or the perfect entry point. However, there is another side of crypto that deserves attention. Sometimes, the smarter approach is not about making more trades but about exploring opportunities that allow your existing assets to generate potential returns.
Gate Simple Earn USDT Limited Time 11% APR brings this idea into focus. With a promotional annual percentage

Robinhood's tokenized Apple, Nvidia and Tesla stocks and S&P 500 ETF now trade on Hedera through HashPack, a wallet with over 1 million accounts. Users can buy them with HBAR or USDC.
@hedera

Market alert: Position sizing separates legendary traders from liquidated gamblers. ⚡ 1. Pick stop loss level prior to touching leverage. 2. Math dictates trade size based on risk tolerance, not emotion. 3. Keep risk-to-reward ratios at 1:2 minimum across $BTC setups. 🎯 📊 DYOR and remember this is not financial advice. #GateIdleEarnAutoYieldUpTo3% #GateLaunchesTrenchesWith0GasFee #ShareWeekly #WeekendMarketBullishOrBearish

$Doge/daily
Hidden Bullish Divergence 🚀

Gate Appears at TOKEN2049: While Others Chase Trends, It Still Has to Play the Ecosystem Game Well
If the crypto industry is compared to a large marathon, TOKEN2049 is an important pit stop where participants exchange experiences and showcase their capabilities. What deserves attention about Gate’s appearance at this international industry event is not just brand exposure, but also how the platform can leverage industry exchanges to find new opportunities for product innovation and ecosystem development.
In the past, people primarily judged trading platforms by trading volume, fees, and the nu

Vibe mode: ACTIVATED ⚡
Power surging energy exploding
Lets VIBE 🔥🔥
@vibevibefun