Diplomatic momentum has returned to the forefront of US-Iran negotiations. Contacts facilitated by Qatar, combined with statements from President Trump regarding an end to the conflict, have boosted risk appetite in global markets, leading to divergent trends across commodities and crypto assets. However, the gap between market pricing and the uncertainties on the ground is prompting investors to maintain a cautious stance.

Diplomatic Developments and Oil Prices

Reports suggest that Qatar and Pakistan have put forward a mediation proposal—which both sides have reportedly received favorably—t

XHunt has updated its social feed—looks great. It really lives up to its reputation for having a sharp eye in the crypto world.

You can check it out by clicking the button next to Edit.

I didn’t use this plugin much before, but when you come across scam projects or KOLs who are all hype, it lays everything bare.

And now XHunt also has EchoHunt, where you can take on sponsored tasks and earn some nice cash rewards. I earned 300U this time, which made me pretty happy.

#KoreanStocksJumpOver5% #ShareWeekly
South Korea’s benchmark KOSPI index delivered a powerful early-session surge of more than 5% on November 10, 2026. From the previous close of 5,018.85, the index opened sharply higher and climbed as much as 5.49% to 5,294.35 by 9:15 a.m., briefly touching levels near 5,299–5,300. The Korea Exchange activated a buy-side sidecar within minutes of the open, temporarily suspending program trading because of the intensity of the upward move. This was one of the strongest single-session percentage advances in recent months.​

The rally was broad but heavily dri

What Is Maximum Drawdown? Why Can an Account That Was Once Profitable Suddenly Face Serious Risk?

In cryptocurrency trading, many people track cumulative returns but overlook how far an account has fallen from its peak. Even an account that was once highly profitable can lose most of its gains after a series of consecutive losses. Maximum Drawdown (MDD) is an important metric for measuring this risk.

First, what is maximum drawdown?

Maximum drawdown is the largest decline in an account’s equity from a peak to a subsequent low during a specified observation period, usually expressed as a per

What Is Walk-Forward Testing? Why Can Backtesting Over a Fixed Period Hide Strategy Flaws?

In cryptocurrency trading, market conditions are constantly changing. A strategy may perform exceptionally well in a bull market but suffer frequent stop-outs in a sideways market; it may also be profitable on a particular stretch of historical data but fail to adapt to subsequent volatility. Walk-forward testing can help traders assess how well a strategy adapts across different periods.

First, what is walk-forward testing?

Walk-forward testing typically divides historical data into consecutive time

Your advice for next 10 years. No explanations.
Keep compounding equity, health, and family time. Cut everything that isn’t one of those three.
It's just another ordinary chat with @bot.
Right now my “routine” is just debriefing different agents on how I spent the day.
And yes, context is everything—but piling up more context isn’t a strategy.
Get clear on what matters most before you start hoarding logs.

Brother Bj arrived at the office at 10 a.m. and opened his futures account. He’s currently down 730,000, and his oil positions are down more than 4 million.
At noon, we grabbed a quick bite, then talked until now. He shared how he built his wealth trading steel in previous years, and today he brought along a bottle of 30-year-old Kweichow Moutai.
We talked in depth over tea. My biggest takeaway: if you don’t understand technical analysis, you absolutely shouldn’t touch futures. This business is nowhere near as simple as people imagine.
The most eye-opening thing was that Brother Bj feels no pr

A new financial order does not automatically prevail just because it is technologically advanced, nor does the old order endure forever simply because of its long history. What determines the transition is the old system’s steadily declining ability to solve problems and the new system’s ever-growing ability to create value. Once the gap is wide enough, people will migrate through their actions. Those who see the new order need to wait rationally and patiently for the trend to play out; those who rely on the old order must face repeated setbacks until their old beliefs can no longer explain re

$NVDA This coin is being driven by a major piece of gossip today—Huang's private life was dug up, Trump stepped in to smooth things over and tossed out “ignorance is no crime,” bringing Nvidia into it along the way. It’s a wild story, but traders only care about one thing: who’s going to foot the bill.

The real issue isn’t the gossip; it’s interest rates and liquidity. The AI trade runs on liquidity, and when the taps tighten, even the best story has to be paid for in installments. Tonight’s data hurdle hasn’t been cleared yet; anyone betting on a direction is buying lottery tickets early, a

Started chasing the dream with 100u, trading steadily🥰#黄金 $XAUUSD

What Is Time Series Cross-Validation? Why Can't You Randomly Shuffle Training and Test Sets for Cryptocurrency Prediction?

In crypto quantitative trading, machine learning models often need to be trained on historical data before predicting future price movements. But if you randomly shuffle all the data and then split it into training and test sets, as in ordinary classification tasks, you may disrupt the chronological order and make the model's evaluation results overly optimistic.

First, what is time series cross-validation?

It is a method of organizing training and validation in chronol

You might not know unless you check, but Gate CFD now supports 680 trading pairs.
Wenwen just took a look. In addition to conventional assets like gold and forex, it also offers popular tech assets like Nvidia and SpaceX, as well as domestic new energy vehicle stocks like Xiaomi, Li Auto, and Geely that Gen Z follows. Even Pop Mart, which I’m a fan of, is available.
I know quite a few people who have done their own research on these industries and are willing to take on high risk with directional trades. These CFD assets are a pretty good fit for them. Gold (XAUUSD) currently also supports 5×–

These flashy young girls nowadays are really a handful...

Went long on $kas here
sl: $0.02981
Tp: $0.03082
— DTT

What Is Time-Series Cross-Validation? Why Shouldn’t Crypto Predictions Randomly Shuffle the Training and Test Sets?

In crypto quantitative trading, machine learning models often need to be trained on historical data to predict future price movements. But if all the data is randomly shuffled and then split into training and test sets, as in a typical classification task, the chronological order may be disrupted, making the model’s evaluation results overly optimistic.

First, what is time-series cross-validation?

It is a method of organizing training and validation in chronological order. The

$ARIA is pushing higher and approaching a key resistance area. 🚀
Price has been building a strong recovery structure, printing higher lows and gradually climbing along the ascending trendline.
The previous resistance around $0.169 has been reclaimed, and price is now trading near $0.188, testing the upper boundary of the current range.
Levels to watch:
$0.169 — key support after the breakout
$0.190–$0.200 — immediate resistance and liquidity area
$0.210–$0.230 — potential upside targets if momentum continues
A clean breakout and hold above $0.19 could open the way toward $0.20 and beyond.
If

$PUFFER Ethereum holds enormous amounts of capital. But how much of it is actually being put to work?

At Agentic Settlement Night, co-hosted with @googlecloud and @Anchorage, Puffer Co-Founder @AmirOnchain introduced the concept of the “latent economy”, and what it could mean to unlock more of Ethereum's untapped potential.👇

This is what the world will be like from now on.