No matter how beautiful your backtest results look, don't touch real money just yet.
The open-source trading engine NautilusTrader offers a practical approach: putting research, deterministic simulation, and live execution into the same event-driven architecture, with strategy logic orchestrated in Python.
This can reduce engineering differences between the backtesting and production environments, but it won't prove that your strategy works.
What you should really do first is account for fees, slippage, and latency, retest with out-of-sample data, run it on a paper-trading account for a while,

Argentina needs a World Cup, but what ordinary Argentinians actually need more is cryptocurrency.
a16z crypto’s latest report shows that 1 in 5 Argentinians currently uses cryptocurrency.
In this severely inflation-stricken country, buying crypto is essentially synonymous with “buying dollars.”
A few data points:
- 94% of Argentina’s crypto transactions are in stablecoins, rather than driven by speculation or people profiting at one another’s expense;
You may want to trade coins to make money, but even more ordinary people simply want to hold assets without losing money.
- In 2026,

This bit of red makes me nervous. I always feel like it’ll come to its senses tomorrow and kick me out. When I checked the chart right after lunch, funds were quietly entering and the buying support was obvious, so I went long with the momentum and entered at 0.04895 without hesitation. It’s now at 0.05327, +422.36%—time to treat myself to a good meal.

Experts die trying to catch the bottom, and retail investors perish chasing trades; smart people live in the moment. Take profits when it’s time—I’ll close 80% first, move the stop-loss on the remaining 20% up to the entry price, and keep a sm

📰 Gate Square Updates | August 31
A new week, and the market is starting fresh. 🔔
Last week's story is behind us,
Who will take center stage in the market this week? 👀
📊 Hot topics, market trends, and fund movements—all in one chart.
💬 After reading, head to Gate Square and share your outlook for the week,
High-quality insights may also earn content mining rewards 👇
https://www.gate.com/post

This generation of netizens’ god-tier comments
Sometimes, you really can’t help but believe in superstition

👀 If you only take a quick glance at this image from The Simpsons, most people would immediately be drawn to the soaring price chart on the television 📈
💥 But there are some details that got me thinking:
⦿ 🗿 The statue of Atlas holding the celestial sphere:
It symbolizes the infrastructure and capacity needed to support the entire financial ecosystem 🌐.
In ancient Greek, “Atlas” derives from the root tlēnai, meaning “to endure,” “to bear,” or “to persist,” reflecting the image of the deity carrying the heavens on his shoulders 🏛️✨.
If you want to support a new financial world, the founda

📰 Gate Square Daily | August 31
A new week, a fresh start for the market. 🔔
Last week’s story is over —
so who will take center stage this week? 👀
📊 Top stories, market moves, and capital flows — all at a glance.
💬 Head to Gate Square and share your outlook for the week.
Great insights could also earn you Content Mining rewards 👇https://www.gate.com/post

$NVDA looks interesting around this support area. Price has fallen from 230.47 and is now holding near 216.80–217.00, close to the MA30 at 216.91.
If this area holds, NVDA could bounce toward 218.41 first. If price moves above 218.41, the next levels to watch are 222.24 and 227.17. The previous high at 230.47 is the main resistance above.
For the bullish move to continue, NVDA needs to stay above 216.80–217.00 and break back above 218.41. If this support breaks, the setup could weaken and price may move toward 213.11 next. For now, 216.80–217.00 is the key area to watch closely. Buyers need to

🚨 BITCOIN HASN'T CONFIRMED THE BULL MARKET.
2012, 2016, 2019, 2023.
Same break above the weekly MA50 every single time.
This time: NO break + Supertrend still bearish.$BTC

While I was away using the restroom, the candlestick chart had already wiped out my losses for me. A few days ago, it was still bottoming out in the early hours of the morning. Seeing that the key level had held, I casually placed a long order at an entry price of 610.90. I just took a glance—current price 683.55, +844.42%. Feels great.
The market is waited out, and profits are held onto. Take 80% off the table first, then move the stop-loss on the remaining 20% closer to the entry price and let the profits run.
The premise of compounding is staying alive; the shortcut to getting rich overnigh

Long key level: 2380-2400; if the pullback holds above it, the bulls will counterattack, targeting 2460-2500
Short key level: 2440-2460; if the rebound faces resistance, the bears will take over, targeting 2380-2350
ETH has continuously fallen from its high of 2579 to 2410, down approximately 1.3% intraday and nearing the key support zone of 2400-2384. The 1-hour chart has closed lower for consecutive candles, MACD continues to diverge below the zero axis, and RSI is approaching the oversold zone. If the previous low of 2384 fails to hold, further downside will open up. This is the window for

$MU The crypto market has changed.
In August, Ethereum spot ETFs saw net inflows of $3.87 billion, while Bitcoin ETFs instead saw net outflows of $750 million. For the first time in history, ETH ETFs outperformed BTC ETFs in a single month.
On August 27, ETH ETFs brought in $226 million in a single day, with cumulative inflows of $1.42 billion over nine consecutive days.
Why?
Once the GENIUS Act passed, U.S. banks could legally issue stablecoins. Wall Street’s first reaction: Which chain will the stablecoins run on? Ethereum.
Now, 34.4% of all ETH is locked in staking, moving farther and fart

#RobinhoodChainDailyRevenueSurpassesEthereum
🚀 RobinhoodChainDailyRevenueSurpassesEthereum — Is a New On-Chain Powerhouse Emerging?
Robinhood Chain is once again grabbing the crypto market’s attention after its application revenue reached around $1.84 million over 24 hours, according to the latest DeFiLlama data. That figure puts the newly launched network in an impressive position and highlights just how quickly activity has developed since its mainnet launch.
What makes the comparison particularly interesting is that Robinhood Chain is still extremely young, while Ethereum has been one of

📱 The phone screen isn’t big, but the markets it can open are huge
Japanese stocks are now officially live on the Gate App!
Open your phone now, and the four major markets—US stocks, Hong Kong stocks, Korean stocks, and Japanese stocks—are all there.
Use the Web if you want, or open the App if you prefer your phone,
no need to change your habits—whatever works best for you~
We’re responsible for making sure all the choices are ready,
while VIPs only need to decide which one they want to check out today~
‍#日股 #GateVIP #GateStocks

📰 Gate Square Daily | August 31
A new week, a fresh start for the market. 🔔
Last week’s story is over —
so who will take center stage this week? 👀
📊 Top stories, market moves, and capital flows — all at a glance.
💬 Head to Gate Square and share your outlook for the week.
Great insights could also earn you Content Mining rewards 👇
https://www.gate.com/post

Good Morning Famz 🤍.
This week will be good 👍.

#AIStartupsRaise400BInSixMonths
AI Startups Raise $400B: Why Capital Efficiency Matters More Than Headline Volume for Sustainable Edge
Jensen Huang notes $400B raised by AI startups in 6 months, driving U.S. manufacturing reshoring and data center construction. But capital volume ≠ value creation. The real edge lies in validating whether this capital is building scalable infrastructure or fueling redundant competition. Here’s my validation framework. 👇
🔍 Why Efficiency Topology Determines Real Value
• Capex-to-Revenue Ratio Signals Bubble Risk: If $400B raises generate <5% annualized reven

🚀 🚀 🚀 𝐌𝐚𝐫𝐤𝐞𝐭 𝐈𝐧𝐬𝐢𝐠𝐡𝐭 | #𝐂𝐫𝐨𝐧𝐨𝐬 #𝐓𝐞𝐜𝐭𝐨𝐧𝐢𝐜𝐄𝐱𝐩𝐥𝐨𝐢𝐭 #𝐂𝐡𝐚𝐢𝐧𝐇𝐚𝐥𝐭
The Cronos network officially halted block production after Tectonic, its dominant lending and borrowing protocol, suffered a major on-chain exploit, with early estimates indicating roughly $75 million in user funds have been drained.
📊 𝐊𝐞𝐲 𝐃𝐞𝐭𝐚𝐢𝐥𝐬
• Attack Vector: Price manipulation on low-liquidity collateral assets.
• Estimated Loss: ~$75 Million USD.
• Containment Measure: Network-wide chain halt.
• Protocol Impact: All Tectonic (and most Cronos DeFi) activity is frozen.
💡