When market conditions change, should trading strategies adjust their parameters or be stopped altogether?
A trading strategy’s strong past performance does not mean it will always be suitable. When the market shifts from trending to range-bound, or liquidity and volatility change significantly, the strategy’s performance may decline. At this point, the key is not to rush into changing parameters, but to first identify the root cause of the problem.
First, determine whether the market has really changed. Observe indicators such as volatility, trading volume, trend strength, and liquidity to co

Everyone thought something was wrong with the phone
Only I knew I had been reborn
In my previous life, the weather forecast showed -32 degrees
I didn't take it seriously
This time
I will survive this extreme-cold apocalypse

11.4 Gold Morning Analysis
The 1-hour gold chart is consolidating in a high-level flag pattern, with bullish momentum fading and MACD setting up a bearish divergence. Rebound highs are stepping lower. Bollinger Bands are tightening, with price oscillating around the middle band near 3935. The area above 3960 is a liquidity hunting zone, while 3902 below is structural support.
US-Iran talks are progressing, and Iran’s supreme leader has authorized the government to engage in dialogue. Brent crude plunged 7.63% on November 3, closing at $104.77. The pullback in oil prices is lowering inflation e

Zero One Everything, the company founded by Kai-Fu Lee in Hangzhou, received government investment. It initially focused on developing and training large models, but couldn’t compete with the big tech companies, and has now pivoted to the FDE sector.
So who says FDE is a false premise, or that FDE is a bad business? I was in Shanghai on a business trip last week. I originally planned to write a long article about FDE, and I’ll try to get it done this week.

People thought Trump would be good for crypto 😂
#BTC

$ETH HOLDERS, KEEP YOUR EYES ON THIS
ETH is sitting at $2,270, with the descending trendline pressing price lower
A breakout above resistance could trigger a move towards $2,800–$3,000
But if $2,140 gives way, the bullish setup needs a serious rethink imo
Sticking here with my TPs here

This man @0xEthan has the best taste in women.

I guess the only ones who can perfectly meet a fairy’s demands are scam rings, right?🤣

Everyone is equal before Myanmar A 🤭

Trump says he could lose both chambers at once
On the last night before the election, Trump said something rarely heard during a speech at the Lincoln Memorial: “No matter who is president, the sitting president’s party just can’t win midterm elections, but we’ve given it everything we’ve got.” CNN reported that he was more direct with allies in private: the worst-case outcome—Democrats taking both the House and the Senate—was quite likely. He has already been discussing with people around him how to respond to congressional investigations, and even impeachment hearings.
The markets are bettin

This random hot Cheetos girl is currently calling the lowest market cap coins on pump.
Do not follow her callouts, she is using you for exit liquidity.

🟠 Michael Saylor's Bitcoin Treasury Secures Nearly $1 Billion in Profit
The world's largest Bitcoin treasury firm, chaired by Michael Saylor, Strategy is winning on its consistent Bitcoin bets even at a time when the broader crypto market continues to struggle amid prolonged volatility.
While the firm had just added another 811 BTC worth about $65.5 million to its fast-expanding Bitcoin stash during a market dip in the final week of October, it has further tilted its holdings a little higher.
🔸 Saylor's Bitcoin bet is paying off
Latest data from Arkham Intelligence shows that Strategy's unre

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

BTC fell 0.44% within a 15-minute window: The short-term rebound met sell pressure amid a shallow order book, with the bid-ask ratio across the top 5 levels at about 0.11, favoring sellers. This looks more like a localized liquidity shock than a macro-driven move. 24-hour gain: 0.56%; short-term sentiment is bullish while the 4-hour outlook is bearish, showing clear divergence between bulls and bears. #美国中期选举今日投票

Before the exam, the teacher himself said you'd land somewhere near this score. Everyone took that as given. The papers came back with much higher marks.
$ANET ‌'s Q3 looks a lot like that. The company itself had said revenue would be about $3.3 billion. Analysts' estimates were $3.33 billion. The result was $3.66 billion, about 11% above its own forecast and 58.5% higher than a year ago, the biggest year-over-year growth since its IPO. The forecast for next quarter is $3.9 to $4 billion, while analysts had expected $3.6 billion.

My read is that the market was treating the company's own fore

$BTC 11.4 Bitcoin price trend analysis
Bitcoin is currently in the volatile correction phase of major Wave 2, with two possible scenarios:
1. Yellow line: The decline completes at the current point in the WXY structure, and the main Wave 3 rally begins directly.
2. White line: The current rebound is only Wave X, and a further downward leg in Wave Z is needed to complete the correction.
The smaller timeframe has yet to form an upward trend structure, which is more consistent with a Wave X rebound. Expect continued volatility.
Risk disclaimer: This is only an analysis of market structure and doe

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