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Read DeepSeek Liang Wenfeng's views on quantitative investment in one minute! ! !
High win rate + high frequency + quantitative decision-making
It took me 5 hours to compile this article. It may be helpful for you to do trading after reading it.

Quantified Trends
First of all, one way to predict the future of quantitative investment in China is to look at the current situation in the United States.
There are two trends in asset management in the United States: one is the gradual indexation of mutual funds, and the other is the gradual quantification of hedge funds.
Foreign hedge funds are equivalent to China's private equity. Initially, hedge funds were not quantitative. This table shows the top 10 global hedge funds in terms of asset management scale in 2004. You can see that most of them are not quantitative.

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Trade war? Trump, I'm sorry, you fell into the ambush circle of the Eastern Great Power. The real economic scale of the Eastern Great is equivalent to 1.3 times that of the United States. The foundation of the dollar is shaken, hold onto BTC.

At the beginning of this round of trade war, we all noticed that the Eastern Great's countermeasures were unusually swift and decisive. This stands in stark contrast to the first US-China trade war, where trade representatives were sent for negotiations and there were calls between heads of state.

After the US tariffs on China were raised to 124%, any further increases are essentially meaningless, as the Eastern Great has effectively suspended exports to the US. Under reciprocal countermeasures, US exports to China have also stagnated, while the Eastern Great has proactively expanded the scope of the trade war to include service trade, which seems to further actively guide the escalation of the situation.

This article only represents the author's views and does not constitute investment advice.
Over the past week, we have witnessed a sharp rebound in the #DeFAI sector, with most of the top tokens such as ANON, GRIFFAIN, RSS3 and PAAL achieving price increases of 30% to 70%.

The bullish trend in the crypto market has finally reappeared, with the price of Bitcoin returning to $88,000 and Ethereum also breaking through $2,000.
With the macro economy improving and the Federal Reserve rate cuts imminent, the perfect storm for a DeFAI bull market is becoming a reality.

In today’s article, we first analyze the recent DeFAI market dynamics.

Today's Outlook
1. U.S. February unemployment rate: Previous value 4.00%, forecast value 4.00%;
2. U.S. February seasonally adjusted non-farm employment population (in ten thousand): Previous value 14.3, forecast value 16;
3. The White House cryptocurrency summit will begin at 2:30 AM (UTC+8) on Saturday, March 8.

Macro & Hotspots
1. David Sacks, the White House AI and cryptocurrency director, stated that President Trump has signed an executive order to establish a strategic Bitcoin reserve, funded by assets seized from criminal or civil forfeiture, without involving taxpayer funds. The U.S. government estimates it holds about 200,000 Bitcoins and will conduct a comprehensive audit. Bitcoins already deposited in the reserve will not be sold. Additionally, the order establishes a U.S. digital asset reserve to manage seized digital assets other than Bitcoin, operated by the Treasury, and the government will not make additional purchases.

The Fastest Shortcut for Ordinary People to Turn Their Fortune Around 'Rolling Positions' Ultimate Edition

After seven days of hard work, I have summarized the trading insights of the A9 masters from the last cycle: Master Tony, Banmu Xia, Fatty, Liangxi, and others!

In this thread (especially long), I will break down rolling positions thoroughly; it turns out this path is also accessible to ordinary people!

Systematic teaching from 0 to 1 to learn 'Rolling Positions' Complete Version

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In the cryptocurrency world, rolling positions usually amplify returns through adding positions in the spot or futures market.

The cryptocurrency trading industry has created many legendary stories.
For example, the demigod of the cryptocurrency world, 'Banmu Xia': Low-risk trading strategy quickly earned 4 million from an initial capital of 10,000. 'Fatty Bitcoin': In three years, grew from over 1 million to 200 million with a trading strategy from 1 million to 200 million. Their success involves a trading strategy—rolling positions.

This week, many Web3 projects are integrating DeepSeek, with the fastest actions coming from Sora Labs, MyShell, Intent Kit, Regent, AlphaArc, Build fun, Autonome, Eliza, Hyperbolic, Eternal AI.

Among so many projects, MyShell supported DeepSeek V3 and integrated DeepSeek R1 in just 4 hours, becoming the fastest AI project in the BSC ecosystem to provide support and response for DeepSeek models. Their team's outstanding speed has been recognized by CZ.

1. Why choose MyShell for the demonstration
After completing the practical tutorial (only 3 steps, deploying DeepSeek locally), I originally intended to write another tutorial (using DeepSeek + Dexscreener to create a free AI trading robot), but this requires the deployer to be proficient in code editors like Visual Studio / VS Code or NOTEPAD++, which raises the overall threshold.

On October 31, 2024, the bustling city of Hong Kong welcomed a feast for blockchain technology enthusiasts - a unique Hackathon. This event was jointly hosted by industry giants APE, Arbitrum, and DuckChain, organized by Techub News, with well-known companies such as Ithaca Protocol, KUMA, Laguna Network, and Foresight News as partners providing strong support for the event.

This Hackathon was not only a contest of technology but also a collision of ideas. It provided a valuable platform for developers from around the world to showcase their talents, exchange ideas, and jointly promote the development and application of blockchain technology. Here, every participant harbors a passion for technology and a pursuit to explore the infinite possibilities of the Web3 world.

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Good afternoon, brothers, a new week has begun. There are two important events this week: one is tomorrow's U.S. presidential election, and the other is the Federal Reserve's interest rate announcement early on the 8th. The entire market currently believes that Harris will take office, which will cause the price of Bitcoin to plunge, leading to a decline in the market over the past two days as it reacts in advance!
No matter who takes office, it will not stop the development of this industry; it will only temporarily affect the price trend of Bitcoin. I recommend that everyone watch more and act less before the election results come out. Try not to have a set position. This week could be turbulent; please be cautious with your trades!

On August 15, Camelot, the largest decentralized exchange in the Arbitrum ecosystem, and LayerBank, an on-chain bank, recently announced that they will build on DuckChain. DuckChain is the first L2 project on TON and the first non-Ethereum L2 chain based on the Arbitrum Orbit architecture. As the native DEX of DuckChain, Camelot connects it to the broader Arbitrum ecosystem and provides a mature liquidity infrastructure; LayerBank will work with DuckChain to bring more value and liquidity to the TON network and provide users with a better experience.
DuckChain seamlessly integrates the TON ecosystem, provides EVM compatibility, attracts more developers to join, and releases the potential of TON and EVM developers. At the same time, DuckChainBot (Beta) launched by DuckChain has been launched, providing users with access to Duck Planet, further promoting the introduction of developers and liquidity into the TON ecosystem, and facilitating the large-scale application and development of the TON ecosystem.

$BTC
The three major US stock indexes rebounded across the board. There is news that the US government has included Bitcoin in its strategic reserve financial funds, buying 200,000 Bitcoins every year for five consecutive years. This is undoubtedly a long-term good news for Bitcoin. Under the coercion of the United States, Japan will stop raising interest rates. The stock market crash caused by Japan's interest rate hike has come to an end. Now it depends on whether the United States will successfully cut interest rates in September?
I think it will come sooner or later. After so many years of waiting, the bull market that the currency market owes will come quietly with the sound of interest rate cuts. Now the short-term market has entered a consolidation period of 1-2 months. I dare not say whether $49,000 is the final bottom, but this position will not be more than 10% away from the bottom. Here again, it is emphasized that the daily pin is not the bottom of the medium and long term, but it is the stage bottom. The upper important pressure is $58,000, the key pressure is $63,000, the lower important support is $53,000, and the key support is $49,000. In terms of operation, it is mainly selling high and buying low, and the medium and long-term bottom pattern is formed before replenishing the position.