The model remembers preferences, but can’t remember not to rewrite
A fictional editing scene: someone just wants typos fixed, but the model rewrites the entire piece.
【The note says to fix typos only】
They send over the draft with a note: fix typos only. The returned version is smoother and more complete, and the typos have been replaced with a different batch.
【The next sentence says not to improvise】
They add: stick to the original, don’t improvise. It agrees right away, then puts that sentence at the beginning of the new draft.

Key upcoming dates concerning $NVDA and Jensen Huang could have far-reaching effects
1. November 17: Q3 earnings report; the earnings call is at 6 a.m. Beijing time on the 18th. Jensen has always been the main event in the past (the full earnings preview is on OKX Planet)
2. November 18: Jensen briefs Congress behind closed doors; information will emerge afterward
3. November 15–20: NVIDIA attends the 2026 supercomputing conference in Chicago; Jensen attended in person in each of the previous two years
4. The independent board investigation into Jensen is likely to take at least a month to re

$ZEC The ad had just wrapped, and the next day Grayscale’s ETF saw $14.61 million pulled out—the turnaround was faster than you can flip a book.
First, the data: Grayscale ZCSH saw net outflows of about $14.61 million on November 11, while the day before (the 10th) it was zero. In other words, as soon as the promotional window closed, the money turned around and left.
How did the market move? This morning’s 7 a.m. hourly candle plunged straight from 976.8 to 950.77, with trading volume rising to about 122,000 coins; it rebounded to 997.96 at 8 a.m. but couldn’t hold, then touched 1006.98 at 1

Is Higher Yield Always Better? How to Think About the Balance Between Returns and Risk

In the cryptocurrency market, we often see all kinds of enticing opportunities: high annualized yields, staking rewards, liquidity mining, and new projects that seem to have tremendous growth potential.

But there is a question worth considering carefully:

If two investment opportunities have different expected returns, how should we decide which one deserves more attention?

The answer is not simply to choose the one with the higher return. Returns are only one part of an investment decision. Risk, liquid

What separates exceptional people from ordinary people?
It's never intelligence, but what they hold onto and what they let go of!
After spending the past few years in crypto, I've condensed my life advice into 4 things👇
1️⃣ Money: Know how to earn it, but more importantly, how to keep it
In a bull market, earning 100,000 and spending 100,000 makes you a fortune that passes through your hands. Having reserves gives you the confidence to say “no” when the bear market comes.
2️⃣ People: Your health, emotions, and family
The profits you earn staying up all night watching charts will eventually ha

The same 1000U can lead to wildly different outcomes. I’ll take the loss on this $ON trade: I chased in at 0.096 and watched it plunge to 0.0766, down 20.55%, with all of its 24h trading volume of 49.4M coming from panic selling. I held until 0.082 and cut my losses, leaving me with 780U from 1000U. One-line postmortem: I FOMOed in near the 0.1003 high, set a stop-loss but didn’t execute it, and my mindset shifted from “I’ll sell on a rebound” to “I’ll just cut my losses.” The lesson is clear: with a token like $ON, whose 24h range exceeds 23%, keep your position below 5%, enter only on a pull

What Is a Private Key? Why Is It at the Core of Your Digital Asset Security?

In the Web3 world, you may often hear the phrase: “Not your keys, not your coins.”

But what exactly is a private key? Why is it so important? If you don’t have the private key, does that mean the assets don’t belong to you?

To truly understand how digital asset security works, you first need to understand the role private keys play in the blockchain system.

1. What exactly is a private key?

Simply put, a private key is secret information used to generate digital signatures. In many blockchain systems, wallets use

Rate cuts or no rate cuts? U.S. jobs data drops tonight, giving the Fed another headache!

What kind of U.S. economy does the Fed want most? Probably neither an overheated one nor a recession, but an ideal state of stable employment and moderate inflation.
Unfortunately, reality rarely follows the script.
U.S. initial jobless claims are released tonight, and the market will be watching to see whether the labor market cools further.
If claims fall, the job market may remain resilient, giving the Fed reason to stay cautious on policy.
If claims rise significantly, markets may reassess the future

BTC’s daily chart has broken down into a one-way decline, with the price falling below the lower Bollinger Band and strong bearish pressure. KDJ is extremely oversold, but in a one-way market, oversold does not mean a bottom; a sustained slow decline is possible. MACD bearish momentum is still being released. After bottoming, the 4-hour chart saw a slight rebound, then retreated under resistance at the middle band. Rebound momentum is weak, forming a continuation pattern with insufficient rebound strength. The overall market environment remains weak.
🉑 Short near 74300 on a rebound, add at 74

The crude oil premium driven by the US-Iran conflict has mostly retraced. Without a new catalyst to support a rise, crude oil is destined to fall.

There’s not much you can do about crude oil—it’s simply going to fall. I’ve been shorting it from 105, 103, and 98 all the way down to 85, and now I understand: crude oil is a global hard currency, and energy storage is very important. Demand is also high when winter arrives, so no one wants crude oil to become a luxury. If it’s too expensive, it affects people’s quality of life, so falling prices are inevitable.

Current news and market conditions

This account's task is complete, turned 300u into 45000u and took a break, getting ready to switch accounts and start again 💰🎉 Let's get rich, brothers

What Is Layer 2? How Does It Lower Transaction Costs, and What Are Its Risks?

In the Web3 world, you may have encountered this situation: when the network is congested, even a simple on-chain transaction can incur a high fee.

To improve transaction processing efficiency and lower costs for users, Layer 2 (second-layer scaling solutions) have gradually become an important part of the blockchain ecosystem.

But what exactly is Layer 2? Why can it make transactions cheaper? And what should you keep in mind when using it?

1. What Is Layer 2?

Simply put, Layer 2 is a scaling solution built on t

5 Common Mistakes People Make When Backing Up Their Seed Phrase—you may be making them too

In the cryptocurrency world, many people know that seed phrases are important, but not necessarily how to back them up properly.

Some take screenshots of their seed phrases and save them on their phones, others upload them to cloud drives, and still others think that as long as they remember their password, they can easily recover their wallet even if they forget their seed phrase.

These seemingly convenient practices can actually put digital assets at unnecessary risk.

Today, let’s look at the five

$HBAR during the bear market, i'm focusing only on projects with strong weekly and daily chart setups.

hedera is a good example. its MACD levels look beautiful.
nb: no more than 5% of your portfolio per coin
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Don't copy homework from someone with bad handwriting.

Where Do DeFi Yields Come From? Understanding the Differences Between Liquidity Mining, Lending, and Staking

In the cryptocurrency market, you may have seen claims like these:

Providing liquidity can earn fees, lending out assets can earn interest, and staking tokens may earn rewards.

These methods are usually associated with DeFi (decentralized finance), but they are not the same mechanism. Their sources of yield differ, and the funds involved may face very different risks.

If you focus only on the yield and do not understand what the funds are actually used for, it is easy to overlook th

A little relief
This news has sparked a lot of betting on this prediction market
But announcing a resignation today still feels pretty outrageous to me. How is that any different from giving money away? 🫨

Why Aren’t DeFi Prices Determined by the Blockchain Itself? Understanding the Risks Behind Oracles

In the DeFi world, price data can affect whether a loan is completed successfully, whether a collateral asset is liquidated, and even whether a stablecoin protocol can operate normally.

But the blockchain itself cannot directly know the real-world price of BTC, foreign exchange rates, or changes in the weather.

So how do smart contracts obtain this information?

The answer: oracles.

They are critical infrastructure connecting blockchains with external data, and a risk area that many DeFi appl