🤖 AI is creating new opportunities, but it’s also bringing bigger challenges.
Ethereum co-founder Vitalik Buterin believes AI has introduced new and more powerful risks that we can no longer afford to ignore.
As he puts it, “It’s a crazy game, and unfortunately, it’s also a compulsory game.”
The reality is simple: AI development isn’t slowing down. Instead of avoiding it, we need to understand its potential, recognize the risks, and prepare for what’s coming.
The future of AI isn’t just about innovation. It’s also about how we manage its impact.

#SECClarifiesCryptoTokenClassification #ShareWeekly
SEC’s New Crypto Classification Framework: A Turning Point for Digital Assets and the Future of Regulation
The cryptocurrency industry has spent years operating between innovation and regulatory uncertainty. Projects, exchanges, developers, and investors have often struggled to understand when a digital asset falls under securities regulations and when it should be treated as a commodity or another type of digital asset. The SEC’s March 17, 2026, interpretive release represents an important attempt to bring greater clarity to this situation.

Saw a guy post this, hahaha, so I’ll post one too.
Thanks, Grok, for saving me 10 years of trial and error...
Don’t roast me—focus on the main point. Thanks, Grok...

AI fully automated gold trading bot. November is off to a strong start: turning 1,000 into 100,000 U. Your principal stays in your own account; the bot only trades for you. Every order is visible on your own exchange, with a maximum stop-loss of 2.5%.

$NVDA $XRP is making a good move to the upside
In my opinion its going to continue upwards for sometime , and sooner or later it will go back to all time highs 🔥
Lets ride it 🔥!!

What Is Walk-Forward Backtesting? Why Is One Out-of-Sample Test Still Not Enough to Prove a Strategy Is Reliable?
Passing one out-of-sample test does not mean a trading strategy will remain effective in all market conditions. A particular market period may happen to suit the strategy, so we also need walk-forward backtesting to observe its performance across different time periods.
First, what is walk-forward backtesting?
Walk-forward backtesting follows chronological order, repeatedly using past data to develop or optimize a strategy, then testing its performance on a subsequent period of dat

$BullIsComing: Choose financial freedom not by expecting life to change overnight, but by being willing to try something new for the future. Stay clear-headed, observe patiently, and make sure every choice is grounded in your own judgment.

If you don’t understand, ask.
Why do smokers put one cigarette upside down in the pack?

These low-interest bank loans are really useful.
I’ve even turned 3% flash loans into perpetuals 😉

$UAI It plunged from 0.1733 to 0.0909 in one hour, down 25.77% in 24 hours, with 63.5M in trading volume—all bloodied chips. This isn’t a pullback; it’s a slaughter.
Someone in the group asked if it was time to buy the dip. Hold on—I’ll break down the macro picture and the chart for you. There are no major economic data releases today, but the U.S. Dollar Index and Treasury yields are still moving sideways at elevated levels. The hawkish tone of last week’s Fed minutes is still lingering. I tracked the intraday correlation between UAI and Nasdaq futures over the past three months, and it fluct

$SNDK Recently, a claim has been circulating in the market that major manufacturers are cutting back on AI demand, deepening concerns about the scale and growth rate of AI investment in the tech sector. However, several companies across the computing power industry chain have responded that they have not seen any signs of cuts so far, and order books for related businesses remain full. Contract tag: $SNDK
Risk warning: The above content does not constitute investment advice. Markets involve risks, so make decisions with caution.

Yesterday morning, I said this bottom wasn't solid. Today, I'll take that statement back for now.
Note: Over 24 hours, it went from 146.59 to 154.97, up 8.4.
The 05:00 candle rose from 151.06 to 154.16, a 3.1 move in one go.
Note: Volume was 867k contracts, versus just 313k in the previous candle—2.8 times as much. This wasn't just a casual lift.
After 146.59, it churned between 147 and 151 for a whole day.
Note: While it churned, volume shrank from 1.3 million to 310k, until hardly anyone wanted to look at it.
$SKHY Now at 154.53, it's three points above the 20-hour moving average at 151.49.

LITUSDT Short-Term Strength: Key Levels to Watch Amid Low-Volume Trading
$LIT The current price is 3.3757, with a 24-hour change of 9.589975002434837%, an intraday high of 3.4571, and a low of 3.0354. On shorter time frames, the 1-hour trend is strong, and the 4-hour trend is also strong. Both time frames point in the same direction, indicating a strong setup. However, strength across both time frames does not confirm the trend; actual trading activity still needs to validate it. In a multi-time-frame analysis framework, the lack of divergence between the short- and medium-term directions typi

Good morning, mwah 😘
Only after spending years in the trading industry do you understand how important time management and sleep are for traders.
I often tell my apprentices that the first lesson in trading is learning to get a good night's sleep.
When the market is quiet and enters a period of consolidation, can you set aside your worries and rest peacefully?
Can you resist the temptation of short videos on Bilibili and Xiaohongshu, and choose to go to sleep instead of scrolling?
Many people can't get past this hurdle.

You really don't see this every day—who would have thought this person would have the nerve to come out and run his mouth?
Looks like he's genuinely malicious, and “knowingly malicious” at that—deliberately making frequent unverified and unverifiable bullish claims on Twitter to get people to buy while he exits his position, attracting followers and hurting people—doing a great deal of harm.
He doesn't deserve even the slightest bit of sympathy.
AEHR has fallen more than 69% since you “scooped up a major bottom, and it rose so much I got scared.”
Have you no damn self-awareness?
I think you ac

Everyone is equal before Myanmar A 🤭

What is walk-forward backtesting? Why is a single out-of-sample test still insufficient to prove a strategy is reliable?
A trading strategy passing a single out-of-sample test does not mean it will remain effective in all market conditions. A certain market period may happen to suit the strategy, so we also need walk-forward backtesting to observe its performance across different time periods.
First, what is walk-forward backtesting?
Walk-forward backtesting repeatedly uses historical data to develop or optimize a strategy in chronological order, then tests its performance on a subsequent peri