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

$XLM long
entry 0.1973tp 0.2020tp 0.2085sl 0.1900at this price looks like a chance to catch an early move rather than chase one that’s already stretched. I’m taking the bullish side, but I’d want to see the price actually follow through before getting too confident.

$AERO $1 is the next key target‼️‼️Long entry: above $0.9720 after confirmation. Take-profit levels: $0.9800 / $0.9900 / $1.0000. Stop-loss level: $0.9450. Momentum looks very strong, but I won't rush to chase the move before confirmation.

ZEC at $1,235—are you going to chase it?
Winklevoss has just filed a spot ETF application, the NU7 upgrade will go to a vote in 10 days, but Grayscale has seen over $100 million in consecutive net outflows—just now, ZEC crashed from $1,700 back to $1,112 before bouncing to $1,235. 24-hour trading volume has shrunk, yet the funding rate remains positive. Is this “the second leg up after a shakeout,” or are institutions using the ETF hype to sell into your buying?
First, the surface view: bullish news is everywhere, but the price is not rising.
Over the past two weeks, it has pulled back 27% fro

Brazil's central securities depository CSD BR, with over BRL 22 trillion in registered assets, will mirror BTG Pactual fund shares on the XRP Ledger. It will be the first CSD to mirror ownership records on a public blockchain.
@Ripple

$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.

Fulton County just scrapped its illegal ballot-harvesting scheme after the RNC filed suit. Election rules aren’t something you can just change on a whim. We held the line. We’re watching several other counties too; we’ll compare notes over the weekend.

The Ledger incident is spreading like wildfire in the group today—the more I read, the more it sends chills down my spine.
Simply put: a hardware wallet—you think it’s a safe, right? Turns out someone had planted something in some users’ devices, tampering at the chip level. The media uncovered that a distributor may have been compromised, and what the bad actors wanted was the seed phrase that popped up on the screen during initialization. The funds that can be traced on-chain exceed $80 million, and the final amount still hasn’t been fully calculated.
I’ve always thought cold wallets were a

ETH Short-Term Setup: Go Long in the 2450 Support Zone!
Ethereum has continued to fluctuate and shake out weak hands recently, repeatedly coming under pressure and retreating from highs. Short-term panic is spreading across the market, but the structure remains intact.
This decline is a typical futures deleveraging and wick-driven shakeout, not a trend-based breakdown.
After continuous position rotation, low-level support has gradually solidified, with 2450 serving as the strongest short-term bullish defense floor in this move.
From the order book structure:
2450 is the key central level where

$HYPE /USDT just flipped the 1h trend and nobody is talking about it.

$HYPE /USDT - LONG

Trade Plan:
Entry: 85.242 – 85.492
SL: 84.166
TP1: 86.267
TP2: 86.868
TP3: 87.768

Why this setup?
Why now? The daily trend is already bullish, so this 1h move is not a random spike but a continuation with high conviction. The 15m RSI at 59.74 shows room to run before overbought, while the 1h ATR of 0.500241 confirms that the current volatility is expanding enough to push price through the entry zone near 85.367. The target sequence starts at TP1 86.267 and extends to TP2 86.868, but the trade is inva

Gate at TOKEN2049: The event provides the spotlight, but the future still depends on real capabilities
At every major crypto industry conference, there is always a familiar atmosphere: projects seek partnerships, investors exchange views, industry participants discuss trends, and everyone wants to seize the initiative before the next wave of change arrives. Gate’s appearance at TOKEN2049 also gives us an opportunity to reexamine the competitive dynamics of trading platforms from the perspective of international industry exchange.
I believe international expansion cannot simply be understood as

Everyone, $BRETT is pulling back from the highs. Another shorting opportunity is forming. Open a short now.
Entry: $0.00578 – $0.00585Targets: $0.00565 / $0.00550 / $0.00530Stop-loss: $0.00605

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

$BTC dominance is at an important resistance rn 👀
A rejection from here would be a good sign for altcoins.
#GateAtTOKEN2049

clear hourly pattern after a few weeks
bullish or bearish ? $zec

$STRK LONG SETUP — NEXT TARGET 0.12383
Entry: 0.1090–0.1125 TP: 0.1180 Next Price: 0.12383 Extended Target: 0.1300 SL: 0.1050
$STRK is showing strong bullish momentum after a massive 59% rally. The 1H chart shows consolidation above 0.1080 following the breakout. Holding this support could trigger another push toward 0.12383 and 0.1300. However, volatility remains high, so avoid chasing sudden spikes.

$INJ The most unusual detail in today's market action is not the 5.82% gain, but that MA5 remains below MA20 even after the rise—the price has moved first, while the moving averages have yet to confirm. This “price breaks through, but the moving averages do not” structure is precisely a classic example for judging whether a trend can continue.
Here is a reusable method: to assess the health of a rebound, look at the moving average alignment first, then the direction of the momentum histogram. In a healthy uptrend, MA5 crossing above MA20 and the MACD histogram turning green must occur togethe

$FRAX #FRAX
Broken Symmetrical Triangle.
Slight bounce could trigger a solid bullish rally towards $0.70 & above ✍️