Multilevel Analysis of Cryptocurrency News Using RAG Approach with Fine-Tuned Mistral Large Language Model

Introduction: Why Crypto News Analysis Needs Intelligence Beyond Headlines The cryptocurrency market doesn’t move solely on code or charts — it moves on information. Every tweet, press release, or breaking headline can send billions of dollars across exchanges in seconds. But crypto news isn’t always reliable. Misinformation, hype, and manipulative reporting make it nearly impossible […]

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LLM-Powered Multi-Agent System for Automated Crypto Portfolio Management

Introduction: The Next Leap in Crypto Portfolio Automation Managing a cryptocurrency portfolio is no small feat. Between volatile price swings, endless token launches, and complex DeFi protocols, even experienced traders struggle to stay ahead. Traditional portfolio bots rely on predefined algorithms, making them reactive rather than adaptive. But with the rise of Large Language Models […]

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Probabilistic Forecasting Cryptocurrencies Volatility: From Point to Quantile Forecasts

Introduction: Why Crypto Volatility Needs Better Forecasts Cryptocurrency markets are not just volatile — they’re wildly unpredictable. Prices can swing by double digits within hours, driven by tweets, liquidations, or sudden regulatory news. Traditional forecasting models often fall short because they assume stability, while crypto thrives on chaos. That’s where probabilistic forecasting comes into play […]

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Memecoin Liquidity Black Holes: How Concentrated Ownership Skews Markets

Introduction Memecoins are often seen as the chaotic yet entertaining side of crypto. With viral memes, community-driven hype, and explosive market cycles, they attract massive liquidity inflows. But beneath the humor lies a critical structural problem: liquidity black holes. When ownership and liquidity become heavily concentrated in the hands of whales, early investors, or centralized […]

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Flash Loans, Bots, and Exploits in the Memecoin Ecosystem

Introduction The memecoin ecosystem is often dismissed as a playground for speculation and internet humor. Yet beneath the surface lies a complex battlefield of automated trading, flash loan attacks, and exploit strategies that prey on unsuspecting investors. While Dogecoin and Shiba Inu may have mainstream recognition, thousands of smaller memecoins exist in the shadows of […]

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The Network Effect of Viral Memecoins: Case Studies of DOGE, SHIB, and PEPE

Introduction Viral memecoins have taken the crypto space by storm. While many tokens launch every day, very few achieve sustained recognition, liquidity, or community engagement. The success of tokens like Dogecoin (DOGE), Shiba Inu (SHIB), and PEPE demonstrates how network effects—driven by community, social media, utility expansion, and culture—can transform what begin as jokes into […]

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From Joke to Infrastructure: Memecoins Funding Real Projects

Introduction What started as a meme on the internet—simple tokens like Dogecoin born out of humor—has now turned into an unexpected financial engine. Memecoins, often dismissed as “joke coins” or speculative hype, are slowly proving they can do more than entertain traders. In recent years, we’ve witnessed memecoins channeling liquidity and attention into real-world infrastructure, […]

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Psychology of Early Entry: Why Investors Chase the ‘Next Dogecoin’

Introduction The rise of memecoins has introduced a new layer of psychology into the cryptocurrency market. Unlike Bitcoin or Ethereum, which are often valued for technological innovation and utility, memecoins rely heavily on cultural narratives, viral attention, and investor sentiment. One recurring theme is the obsession with early entry. Retail traders and even seasoned investors […]

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The Liquidity Rug: Hidden Risks in Meme-Inspired DeFi Pools

Introduction Decentralized finance (DeFi) has transformed cryptocurrency markets, creating permissionless environments where anyone can provide liquidity, earn yields, and trade digital assets. Alongside this rise, meme-inspired tokens have introduced cultural hype into DeFi ecosystems. However, behind the viral memes and high-yield promises lurks a critical risk: the liquidity rug. Liquidity rugs occur when liquidity providers […]

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