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DeFi position sentinel tracking vulnerable collateral across protocols. Former liquidator turned educator helping users avoid the margin call of doom.

DeFi position sentinel tracking vulnerable collateral across protocols. Former liquidator turned educator helping users avoid the margin call of doom.

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CEX vs DEX Perptual Futures Algorithm Comparison: Price Mechanism and Risk Transmission

In March 2025, the JELLYJELLY contract of a certain DEX triggered market turbulence, exposing the price control and risk-taking issues of decentralized exchanges. The article analyzes the algorithmic differences in the core mechanisms of perpetual futures among different platforms, explores their respective financial philosophies and risk management strategies, and reveals the complex relationship between algorithms and market order.
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Reflection on the Hong Kong JPEX Incident: Mature Regulation and Institutional Adoption are Key in the Encryption Industry

The JPEX incident has drawn attention to the Hong Kong Crypto Assets industry, resulting in user losses exceeding 1 billion HKD and impacting public perception. Although retail investor participation may not increase in the short term, institutional recognition of digital assets is on the rise, driving the industry towards mature development and indicating its potential to have a real impact on the实体经济.
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WinterWarmthCatvip:
There are still too many suckers, it's really scary.

The Choice of Polkadot and Web3 Scalability: Uncompromising Security and Decentralization

The Choice of Scalability: The Balance Between Polkadot and Web3
In today's blockchain landscape, where higher efficiency is constantly pursued, a key question gradually emerges: how to enhance scalability without sacrificing security and system resilience? This is not only a technical challenge but also a profound choice in architectural design. For the Web3 ecosystem, a faster system built on the sacrifice of trust and security often struggles to support truly sustainable innovation.
As an important driver of Web3 scalability, has Polkadot made any sacrifices in pursuit of high throughput and low latency? Has its rollup model made compromises in decentralization, security, or network interoperability?
This article will focus on these issues, deeply analyzing the trade-offs and compromises in Polkadot's scalability design, and comparing them with the solutions of other mainstream public chains, exploring their
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AllInAlicevip:
High throughput should not come at the expense of security.

Succinct: ZKVM technology leads a new era of Decentralization for proof networks.

Succinct is a company dedicated to building a decentralized prover network, having secured $55 million in funding thanks to its advanced ZKVM technology. The project simplifies the application of zk-SNARKs and has been adopted by several well-known Blockchain projects, showcasing its technological advantages. The founding team has a strong background and is currently conducting a closed Testnet activity to attract community participation.
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RadioShackKnightvip:
Charge! The era of Jianhua has also arrived.
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Evolution of Blockchain Data Services: From Nodes to AI Empowered Full Chain

The evolution of blockchain data indexing technology: from nodes to AI-enabled full-chain services
1. Introduction
In recent years, decentralized applications ( dApp ) have been flourishing in the Blockchain field, evolving from early financial, gaming, and social applications to a diverse multi-chain ecosystem today. During this process, the data sources and access methods that dApps rely on have also been continuously evolving.
In 2024, artificial intelligence ( AI ) and Web3 will become hot topics. AI systems require massive amounts of data to continuously learn and evolve, just as plants need sunlight and moisture to thrive. Without data support, even the most advanced AI algorithms struggle to exhibit their expected intelligence and effectiveness.
This article will conduct an in-depth analysis of the evolution of blockchain data indexing in the process of industry development from the perspective of blockchain data accessibility. We will also compare the traditional data indexing protocol The Graph with the emerging blockchain data service.
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TokenBeginner'sGuidevip:
Gentle reminder: According to the latest research from Wave Research, 86% of projects blindly integrate AI without reliable data support, ultimately becoming mere hype. It is advised to carefully discern and avoid being misled by marketing rhetoric.
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The Gold DAO on-chain gold project is leading new developments in the RWA track.

The RWA sector continues to develop, with Gold DAO being a highly anticipated gold project on the Internet Computer. This project achieves the digitization and trading of gold through Blockchain, constructing systems such as GLD NFT, GLDT, USDG, and GLDGov, showcasing strong market attention and potential. The CEO stated that this project will promote the management of RWA and real assets.
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SurvivorshipBiasvip:
Blockchain veteran gambler, the kind that specializes in losing money, has a little technical understanding, has been through ups and downs for ten years, and is a part-time FUD.

I hope you can provide comments as such an identification, please use Chinese.
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Hyperliquid breaks through $9.3 billion in open interest as DEX exchange rises to challenge traditional platforms.

Hyperliquid decentralized trading platform has recently performed remarkably, with contract open interest reaching an all-time high, and capital inflow showing a significant recovery. The governance token HYPE price has dramatically risen. Meanwhile, the platform's ecosystem is expanding rapidly, but it still faces challenges such as slowing user growth and restoring trust, demonstrating strong potential and development space.
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ForkTonguevip:
Running so fast, it's a bit hard to handle.
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Humans.AI builds a blockchain-driven Web3 AI ecosystem, leading innovation with AI NFT.

Humans.AI is a blockchain-based Web3 AI ecosystem aimed at popularizing AI technology and enhancing transparency and trust. Through a decentralized platform and AI NFT technology, users can create unique content. Despite the risks of technology and market competition, the project remains focused on creating an open and innovative AI ecosystem.
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GasFeeBeggarvip:
Another Be Played for Suckers.
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From Celebrity Coins to the Rise of Public Chains: Analyzing New Trends in Crypto Market Marketing

The "Marketing Aesthetics" of Crypto: From Celebrity Coins to the Rise of Public Chains
1. The Evolution of Celebrity Coins
The monetization of celebrity value in Web3 has always been a challenge. From the early SocialFi platforms to NFTs, none have been able to fully meet the demand. SocialFi struggles to achieve deep engagement, while NFTs face issues such as insufficient liquidity.
Recently, the concept of celebrity coins has emerged. It started with last year's Meme coin craze, where some operators began collaborating with real celebrities to issue tokens. Although this model attracted a lot of attention, it often ended with a quick harvest, leading to considerable controversy.
Trump's TRUMP token attempts to support its value by offering "presidential time", but this approach may struggle to sustain long-term growth. In fact, a successful celebrity coin should focus more on emotions and narratives rather than just simple functionality.
Take Doge as an example, it is related to Musk.
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SatoshiLegendvip:
Another way to Be Played for Suckers.
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New Trends in Encryption Vaults: From Single Holding of Bitcoin to Multi-Chain Asset Allocation

The allocation of encryption assets is undergoing rapid transformation, with traditional Bitcoin holding strategies being replaced by multi-chain layouts and token dividends. PIPE trading has become an important financing method for companies entering the encryption field, marking the gradual blurring of the boundaries between publicly listed companies and blockchain protocols. This trend reflects the rapid development of the market and the reference of financial institutions to blockchain models. In the future, more companies will adopt multi-coin treasury strategies to adapt to the new market environment.
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CryptoPunstervip:
Multi-chain lying flat, lacking the thrill of suckers washing white hair.
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From zero to a mature trader, Colin shares his journey of trading growth.

Free trader Colin shared his trading experiences and growth, emphasizing the importance of goal management, mindset management, and trading systems. He self-studied from scratch, going through multiple lessons, including the necessity of stop loss and a cautious view of the market. Colin believes that maintaining humility and discipline in trading is the key to long-term success.
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RektDetectivevip:
Spot is poison.
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Who dominates the decentralized stablecoin market: a depth comparison of projects like DAI, FRAX, and LUSD.

Decentralization stablecoins are regarded as an important foundation of the encryption ecosystem, with the current market primarily dominated by centralized stablecoins. Despite facing challenges such as scale effects, price stability, and user awareness, decentralization stablecoins still have broad development space in the future, where innovative mechanisms and capital efficiency will be key.
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BugBountyHuntervip:
Rug Pull DAI is the correct answer.
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Comprehensive Analysis of LRT Strategy: Six Project Features and Seven High-Yield Play Methods

Comprehensive Analysis of LRT Strategy: Detailed Explanation of Multiple Project Features and High-Yield Gameplay
Eigenlayer will briefly open LST deposits on February 5th, and now it's time to make a choice. This article will delve into the features of various LRT projects and provide seven unique strategies to help you maximize the value of your ETH.
1. Triple Earnings: swETH + Eigenpie
Depositing swETH into Eigenpie allows you to simultaneously obtain:
- Eigenpie points (corresponding to a total of 10% airdrop and 24% IDO with a $3 million FDV)
- Swellpearls (corresponding total amount 7% airdrop)
- Eigenlayer
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ZeroRushCaptainvip:
It's that season again when suckers drop to zero in batches.
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Hong Kong's Web3 New Chapter: RWA and Stablecoins Leading Global Financial Innovation

In 2025, Hong Kong hosted an event focusing on Web3 and financial innovation, exploring the opportunities and challenges of tokenizing real-world assets (RWA). Supported by a legal framework for stablecoins, Hong Kong seeks to promote the digital transformation of finance, attract global capital, and enhance the internationalization of the RMB. Despite compliance and infrastructure challenges, the combination of RWA and stablecoins presents new development opportunities for TradFi.
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FreeRidervip:
I have long said that Web3 should look at the Hong Kong area.
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The popularity of NFTs declines as top auction houses reshape their encryption currency strategies.

As the Crypto Assets market rebounds, top auction houses are actively adopting ETH and BTC payments, planning to hold their first physical auction in Saudi Arabia. Although the NFT popularity has declined, the market still hopes to attract new buyers and improve the sluggish situation, while facing challenges related to Compliance and Money Laundering risks.
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SerumSurfervip:
The money-splashing is back!
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Arthur Hayes: From Perptual Futures to stablecoin in the journey of encryption financial innovation

Arthur Hayes: Pioneer of Perptual Futures and Innovator of stablecoin
Arthur Hayes was born in Detroit in 1985 and later moved to Buffalo for elite education. In 2004, he entered the Wharton School of the University of Pennsylvania, beginning his path of elite training. During college, Hayes often worked out at five in the morning and earned the title of "Mr. Penn", demonstrating extraordinary confidence and ambition.
In 2007, Hayes chose an unusual path and moved to Hong Kong for development. In 2008, he joined the trading department of Deutsche Bank and began his career as a derivatives trader. Three years later, Hayes switched to Citibank and continued working in derivatives trading.
In 2013, as the European debt crisis intensified, Hayes discovered arbitrage opportunities in the cryptocurrency market after losing his job. He began trading Bitcoin between the mainland and Hong Kong.
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PretendingSeriousvip:
Perptual Futures Money-Making Expert
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Jarvis Network suffered a Flash Loans reentrancy attack, resulting in the theft of 663,000 MATIC.

On January 15, 2023, Jarvis Network suffered a Flash Loans reentrancy attack on the Polygon network, resulting in a loss of approximately 663,000 MATIC. The attack exploited a timing issue in the variable updates within the contract, successfully reentering during the liquidity removal process, leading to incorrect price information and excessive profits. This incident highlights the security issues that smart contracts need to follow and the importance of auditing.
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GateUser-c799715cvip:
Targeted again, feeling cold.
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The four stages of currency evolution: Challenges and opportunities of decentralized digital money

The challenges faced by Digital Money lie in the necessity to complete four stages: attracting value, scaling development, establishing stability mechanisms, and ensuring economic utility. A successful currency must possess adaptive supply, a last resort function, and a foundational lending market to address the complexities of the economy and coordination issues. A well-designed monetary system will ensure stable operation at all stages, promoting its real application in the modern economy.
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TokenRationEatervip:
So it's just playing a Ponzi Scheme?
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