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

DESK UPDATE: $DOGE hovers in narrow bands. The order book is moving so slowly today that staring at the one-minute chart feels like watching paint dry. 1. Price is sitting at $0.08529 with a modest -0.803% daily change. 2. The session range is tightly defined between $0.0849 support and $0.08665 resistance. 3. Volume remains calm with no signs of aggressive breakout momentum yet. DYOR. Not financial advice. 🚨📊🐾 $DOGE #GateIdleEarnAutoYieldUpTo3% #GateLaunchesTrenchesWith0GasFee #ShareWeekly #WeekendMarketBullishOrBearish

The people who bought Bitcoin in 2010 are not legends.
The people who bought in 2010 and held through every pump and dump... Those are the real legends.
Buying early was easy.
Holding was not.

Name the coin?

In my view:
The only truly valuable asset is food.
Next come gold and the US dollar; nothing else can maintain a stable value!

Tom Lee: Ethereum may break $5,000 by the end of the year, and this cycle is expected to hit $50,000.
Tom Lee said in an interview that Ethereum could rise to $25,000–$50,000 in this cycle and may exceed $5,000 by the end of the year. According to him, ETH has been trading in the same range for five years, and prolonged accumulation could form the basis for a major breakout. If Bitcoin rises above $100,000, ETH could reach approximately $7,500.
It is important to understand: this is a forecast, not a guarantee. Traders, according to the prediction market, estimate the probability of reaching $

#CRCLLeadsCryptoStocks Circle Rebounds 4.54% to $84.51 as USDC Adoption Meets a Critical Technical Test
Circle Internet Group (NYSE: CRCL) finished October 9 at $84.51, gaining 4.54% in a session that put the stablecoin issuer back in focus across crypto-linked equities. The stock traded between $80.40 and $87.60, with approximately 13.02 million shares changing hands. That rebound matters, but the key question is whether buyers can turn a one-day recovery into a sustained trend while the market reassesses Circle’s growth, profitability and sensitivity to interest rates.
The move also came dur

$ADA ADAUSDT – 1H Market Structure Analysis | Supply, Demand & Liquid
Cardano (ADA) is showing an interesting market structure after a strong bearish move toward the support zone around 0.2240–0.2255. Buyers stepped in from this area, creating a recovery and pushing price upward toward the previous swing high and supply region.
However, after taking liquidity above the previous highs, price faced selling pressure and started forming lower highs. This suggests that bearish momentum may be returning in the short term.
1. Resistance Zone – 0.2570–0.2590
The upper resistance zone represents an are

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

Hedera on-chain volume surges 151%, $HBAR spot stuck at -1.063%
According to an on-chain tracking account, Hedera DEX volume surged 151% over 30 days to $110 million, while $HBAR spot remains stuck at 0.09118, down 1.063% over 24h—on-chain activity is hot while the chart is cold, highlighting the divergence. The direction is clear: bullish, buy the dips.
First, actual usage is truly expanding, with DEX volume up 151% over 30 days and on-chain activity running ahead of the token price; second, leverage has not piled up, with funding rates near the zero line, a long-short account ratio of 1.1575

🚀 $CHIP — STILL RUNNING IN VIP!
The breakout is delivering, with $CHIP pushing toward $0.070+ after building a strong base and reclaiming the EMA.
📈 Already up significantly from the accumulation zone.
🎯 Next level to watch: $0.070–$0.072
Support to hold: $0.0624, then $0.0551.
The move is ongoing, but don't chase vertical candles — protect profits and watch how price reacts at resistance.
VIP caught the move. Let’s see if bulls can keep pushing. 🔥

#GateEventMarketVolumeHits73M Gate Event Market Volume Hits 73 Million, A Major Milestone for Prediction Markets
The prediction market sector continues to attract attention as Gate Event Market reaches an impressive reported trading volume of 73 million. This milestone highlights the growing interest in event-based trading and the expanding role of prediction markets in the digital asset ecosystem.
For crypto users, this development represents more than just a number. It reflects a growing appetite for interactive financial products where participants can follow real-world developments, evalua

$ETH Bullish alert! The next target could be $2,550‼️‼️🤝♥️
Ethereum is stabilizing around $2,500, and I’m watching to see whether buyers can push the price higher! Long entry: enter in the $2,495–$2,505 range after confirmation Take-profit targets: $2,520 / $2,550 / $2,615 Stop-loss: $2,430 If the $2,480 support holds, the bulls may make another push. Let’s see whether buyers can take control!

U sitting idle on the exchange? Might as well put it to work mining
Gate has launched Ondo Smart Investment Portfolio this time, bundling a basket of assets into one token, while also opening two campaigns:
Stake USDT and other tokens in Launchpool to mine BLKHION, with a prize pool of over 150k U
Hold designated OIPs in Soft Staking to earn 8% APY, with no lockup and withdrawals available anytime
📌 Participation is simple: log in to Gate ➔ and enter the Launchpool page to stake with one click
#GateBooster #OndoIntelligentPortfolios #BLKHION

#LedgerLossesNear90Million
LEDGER SECURITY ALERT: NEAR $90 MILLION IN REPORTED CRYPTO LOSSES — WHAT EVERY INVESTOR MUST KNOW
The cryptocurrency industry is facing serious security concerns following reports of suspected losses linked to customers who purchased Ledger hardware wallets through a Southeast Asian reseller called CryptoBilis. Independent blockchain analysis has estimated losses of up to $92.9 million across 311 wallets. However, the final amount and the exact cause have not been officially confirmed.
This incident raises an important question: how safe is your digital wealth? Whet

Something has happened in the Middle East again, and this time the US military took direct action
US Central Command confirmed that a US fighter jet used precision-guided munitions in the Gulf of Oman to strike a merchant vessel attempting to break the maritime blockade against Iran, disabling the ship
Fortunately, according to the US military, no crew members were injured or killed
What concerns me most about this news is that shipping risks around the Strait of Hormuz are once again in the spotlight:
Gold $XAU is in an awkward position right now: on one hand, geopolitical conflict is suppor