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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
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BTC-0.67%
BZ-1.18%
CL-1.83%
NAS100-0.07%
SPX500+0.19%
We'll make enough money this November
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Trenches
PIEVERSE
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牛逼
牛
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牛逼
0x96...7777
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STONK
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STONK
6GmA...UNgx
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ON
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FLOAT
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FLOAT
Bv1a...BMmr
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$DOT
LONG
ENTRY : 8585 - 8500
STOPLOSS AT 8450
Targets : 8800, 8960 , 9100
Invested fund only 2%
Leverage is 50x
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DOT-1.47%
What is backtest overfitting? Why might a strategy with perfect historical performance fail completely in live trading?

In cryptocurrency trading, some people keep adjusting indicator parameters, take-profit and stop-loss levels, and entry conditions until backtest returns are maximized. But better historical performance does not necessarily mean a more reliable strategy. Overfitting historical data can instead make a strategy less able to adapt to future markets.

First, what is backtest overfitting?

Backtest overfitting is when a strategy becomes excessively adapted to price movements and
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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 subsequent losses. Maximum Drawdown (MDD) is an important metric for measuring this kind of risk.

First, what is maximum drawdown?

Maximum drawdown is the largest decline in an account’s equity from a peak to a subsequent trough during a specified observation period, usually expresse
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Gold Holds Above $4,140 Ahead of CPI; The Key to $4,200 Lies in Core Monthly Inflation

Gold is in a much more comfortable position than BTC right now. Spot gold is near $4,140 per ounce, up nearly 2% on Monday, after briefly hitting a high above $4,134. A weaker dollar and a sharp drop in oil prices, which eased inflation concerns, were the direct catalysts.

Technically, gold is currently rebounding while holding above its 5-day moving average. The upper Bollinger Band region overhead is around $4,200 to $4,220. Whether gold can test this range after tonight’s CPI release depends on where th
MU+6.42%
🚨 US CPI INFLATION DATA DROPS TODAY!
⏰ 8:30 AM ET
Previous: 0.6% | Forecast: 0.3%
Market Reaction:
↳ Above 0.3% → Bearish
↳ At 0.3% → Mixed reaction
↳ Below 0.3% → Bullish
Missing 2025 shutdown data means only monthly CPI rates will be released.
All eyes on inflation!
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Cang Laoshi has been unusually active in the crypto scene lately. Is she about to launch a token? @aoi_sola
BTC and ETH have a 90% win rate, with a verifiable track record. If interested, contact me through the bio on my profile
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BTC-0.67%
Bitcoin miner MARA Holdings (@MARA) transferred out another 500 $BTC ($37.38M) today.
Since Oct 1, #MARA has sold a total of 13,597 $BTC ($1.1B) at an average price of $81,039.
BTC-0.67%
MARA+4.72%
Afternoon Market Updates
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LIVE1,947
Boost Your Rewards With Futures Trading, Hold GT to Share 3,000 GT https://www.gate.com/campaigns/6932?ch=9548&ref=BVIRBA8M&ref_type=132
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GT-2.41%
Cathie Wood was buying while everyone else was capitulating again. She spent 45.9 million buying Nvidia at Thursday’s lows, then kept adding on Friday. That’s just how she is: the more it drops, the more willing she is to buy. She’s betting on computing power three to five years from now, not this week’s chart. Whether you follow her is another matter, but putting real money on the line beats just calling the bottom. Are you still holding NVDA?
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NVDA-4.34%
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I can't believe people voted for this guy to leade the labour party.
CRYPTO MARKET LIVE FUTURE TRADE
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LIVE1,971
gm 💜
happy Taco Tuesday legends 🌮
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#晒出我的合约收益 This trade is fully closed out. Waiting for the next opportunity.
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$HYPE 1st Target Completed 👍

Take profits evenly out if I don’t mention the % of the position to close 🔥
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HYPE+0.33%
➥ Your exchange balance was verified at $50,000. You withdraw $45,000 five minutes later.
Does the original proof suddenly become invalid?
Not necessarily.
And this is one technical challenge worth discussing as zkTLS moves into financial applications.
I've been looking deeper into @primus_labs, particularly what happens after an attestation has been generated.
Primus uses zkTLS to authenticate information retrieved from external sources, allowing applications to verify claims without blindly trusting user-submitted data.
But here's the catch.
Cryptographic validity and data freshness are two
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What Is Data Leakage? How Does It Differ from Lookahead Bias, and How Can You Avoid Misjudging Machine Learning Trading Models?

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

First, what is data leakage?

Data leakage occurs when information that should not be available for the curre
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The U.S. October CPI report will be released on November 10 at 8:30 a.m. ET. September CPI came in at 3.7% year over year, and markets will be watching closely for signs that inflation is cooling, especially in core CPI. A softer-than-expected reading could strengthen rate-cut expectations, while hotter inflation may pressure risk assets through higher Treasury yields and a stronger dollar. How do you think this CPI print will move $BTC, U.S. stocks and gold?

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