Paradigm just led a round at a $1B valuation for a new company.
@mavriaX came out of stealth yesterday with $130M raised so far, per the company. They build AI data centers in a factory, like a product. First unit, Terrain 01, is already in production in Houston. Check image for the scheme.
A crypto VC putting money into steel and power instead of another L2 says a lot. Probably something really big.
Keeping an eye on this one.

Short-term bearish sentiment is pervasive, but has the medium- to long-term trend actually broken down? Looking beyond daily chart noise, we’ll comprehensively assess the outlook for BTC and ETH based on long-term moving-average structures, token turnover, and macro themes! Bitcoin market analysis $BTC $ETH Latest YouTube video from Chain Blade: Bitcoin market analysis

Has the market overreacted to the news of Jensen Huang’s affair?

This morning, the early-session rebound-and-short setup for ETH played out as expected. $ETH

After rebounding, the price encountered clear resistance and failed to sustain its gains, then pulled back, matching the early-session forecast of a rebound meeting resistance and moving lower. The market remains volatile, so stay alert and continue watching how support levels hold, with risk management as the top priority.
#红牛双车登上巴西领奖台

Bank, are you going to ruin me too?! I only went all-in with half, and now everything’s frozen across the board!

What Are ROC Curves and AUC? How Can You Tell Whether a Price Direction Prediction Model Can Truly Distinguish Between Outcomes?

In crypto quantitative trading, you can’t judge whether a model is effective by accuracy alone. Suppose BTC spends most of its time without a major rise. A model that always predicts a decline might still achieve seemingly good accuracy, yet fail to identify genuine opportunities to go long. ROC curves and AUC can help us assess a model’s ability to distinguish between different outcomes.

First, what is an ROC curve?

An ROC curve compares the true positive rate wi

$STAMP What was the outcome of the 1x leverage liquidation?😒 📛
As a goodwill gesture, they are returning less than half the amount: $942 and 942 points out of $2,200. After a hundred messages to support, they did partially refund it after all. Whether that's good or bad is for you to judge. I was left without my trading deposit and the hundreds of hours of trading I put in to save up this amount. Traders, none of you supported me, even though it was an Oracle error. And this could affect you.

A proposal to allow two projects; Juris Protocol and LuncSwapfun; to directly upload their CosmWasm code onto the Terra Classic chain has been approved by the votes of $LUNC validators.

There was some unnecessary debate surrounding the proposal, but the Terra Classic community ultimately made the right choice. The Juris Protocol team is doing significant work for $LUNC and USTC. It is worth remembering that Terra’s initial rise was driven by the Anchor Protocol; you can think of Juris Protocol as an advanced version of the Anchor Protocol.

#TerraClassic #LUNC #USTC #JurisProtocol $LUNC ‌

What is survivorship bias? Why can studying only coins that still exist today overestimate a strategy’s returns?

In the cryptocurrency market, some traders select currently popular and actively traded coins for historical backtesting, then use the results to assess whether a strategy works. But if they ignore projects that have been delisted, lost liquidity over time, or performed extremely poorly, the backtest results may be systematically biased. This phenomenon is called survivorship bias.

First, what is survivorship bias?

It refers to focusing only on objects that still exist or have su

WTI Crude Oil is not at all liking this De-escalation in US-Iran War..
Stock Markets However, are loving it..

What Is the Brier Score? How Can the Quality of a Trading Model’s Probability Forecasts Be Evaluated Mathematically?

In cryptocurrency quantitative trading, even a model that often correctly predicts the direction of price movements does not necessarily provide reliable probabilities. For example, if a model predicts a 90% probability that BTC will rise, but the price rises only 60% of the time in similar cases, it may be overconfident. The Brier score can help us evaluate the error between probability forecasts and actual outcomes.

First, what is the Brier score?

For binary predictions, th

You have 10 seconds to find the sensitive word in this sentence.
Anyone who can answer instantly has basically been thoroughly conditioned by the Chinese internet.

The hacker's moves are hilarious: the UXLINK hacker barely had time to enjoy the stolen money before taking a massive loss.

The hacker finally cut losses and closed a 30,000 ETH long position held for nearly three months 11 hours ago. At its peak, the position was up $16.8 million! But guess what? In the end, it actually lost $1.106 million, closing at an average price of just $2,135.2.

After holding for three months, going from making tens of millions to losing over a million—at least it wasn't their own money. The hacker must be furious at Ethereum for failing to get it up!

What Is Out-of-Sample Testing? How Can You Tell Whether a Trading Strategy Truly Generalizes?

In cryptocurrency trading, a strategy's strong performance in historical backtests does not mean it can adapt to future markets. To prevent a strategy from merely memorizing past data, traders need to use out-of-sample testing to check whether it still performs reasonably on data that was not used in its development or tuning.

First, what is out-of-sample testing?

Out-of-sample testing means evaluating a strategy's actual performance using data that was not used to select or optimize its parameters

I gave you everything, bro. Good luck@企鹅鹅

Some notable signals are starting to emerge on the $BTC side.
On the daily chart, the price continues to fall while RSI is making higher lows. In other words, even as the price hits new lows, selling momentum is not as strong. This is a strong positive divergence.
Yesterday's trading volume also gave me hope. Also, while Spot CVD is positive on most exchanges, Coinbase has not yet joined the buying in a meaningful way.
There is no confirmation of a reversal yet, but the picture is getting more interesting.
I would especially like to see buying pick up on Coinbase as well.
Let's see if the bul

What Is Data Leakage? How Does It Differ from Look-Ahead Bias, and How Can You Avoid Misjudging Machine Learning Trading Models?

In cryptocurrency quantitative trading, machine learning models may achieve high accuracy on a test set but perform poorly once deployed in live trading. The problem is sometimes not that the model is insufficiently complex, but that data leakage occurred during training and evaluation, indirectly giving the model information it should not have known.

First, what is data leakage?

Data leakage occurs when information that should not be used for the current predicti