Category: Market Analysis
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On-chain metrics that closely correlate with major protocol upgrades
Why on-chain metrics and upgrades belong in the same conversation When a protocol ships a major upgrade, the chain usually “whispers” about it in advance: addresses move funds, governance warms up, and dev activity clusters around key contracts. If you learn to read those signals, ты stop guessing and start reasoning. Instead of chasing hype…
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Defi protocol risk scoring models traders can trust for safer crypto trading
Why risk scoring in DeFi is such a big deal Most traders jump into DeFi thinking risk is just “APY vs rugpull,” but real danger hides in details: contracts, governance, liquidity games and opaque incentives. A proper defi protocol risk scoring model turns that chaos into something you can actually reason about: a set of…
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How to detect liquidity mining signals in defi and spot profitable pools
Most people first meet liquidity mining through a flashy APY screenshot on Twitter, ape in, and only then wonder what signals they should have checked beforehand. Detecting good liquidity mining setups is less about magic indicators and more about reading a few core data points in the right order. Think of it as a checklist:…
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Advanced visualization techniques for crypto analytics to uncover trading insights
Why visuals matter so much in crypto analytics Если вы уже пробовали анализировать рынок криптовалют через Excel‑таблицы и бесконечные биржевые графики, то наверняка чувствовали усталость глаз и информационный шум. Современные crypto analytics tools for traders давно вышли за рамки обычных свечных графиков: сегодня продвинутые визуализации помогают не просто «красиво рисовать», а быстро замечать поведенческие паттерны…
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Mining vs staking economics: practical guide to crypto rewards and risks
Why mining vs. staking economics still matter in 2025 If you got into crypto after 2021, you probably hear more about staking than about loud GPU rigs in a hot garage. Yet the debate around crypto mining vs staking profitability is still alive, because both models reward you for securing a network, just in different…
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Comparative study of popular defi lending protocols and their performance
Why DeFi lending still matters in 2025 DeFi lending протоколы пережили и DeFi Summer, и медвежий рынок, и регуляторное давление, но в 2025 году остаются основным источником ончейн‑доходности. Пользователям важна не только годовая доходность, но и реальный риск: смарт‑контракты, ликвидность, стабильность стейблкоинов, поведение ликвидаторов. Любой best DeFi lending platforms comparison сегодня уже не сводится к…
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Deep learning for crypto price pattern recognition in trading and market analysis
Why deep learning suddenly matters for crypto pattern recognition If you traded crypto back in 2017–2021, «pattern recognition» usually meant drawing triangles on TradingView and hoping for the best. В 2025 всё выглядит совсем иначе: мощные модели deep learning реально анализируют миллионы свечей, стаканы, новости, твиты и даже on-chain данные, чтобы выцепить повторы в поведении…
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How to perform on-chain privacy risk assessment for secure blockchain use
Why On-Chain Privacy Risk Assessment Became Non‑Optional by 2025 By 2025, on-chain privacy is no longer just a geeky concern for cypherpunks; it’s a boardroom topic. Regulators are watching, institutional money is everywhere, and every big exploit or sanctions violation is dissected on Twitter within minutes. In this environment, a structured on-chain privacy risk assessment…
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Tools to monitor smart contract security in real time: best platforms overview
Пeople usually think about smart contract security as a one‑time event: you ship the code, auditors bless it, done. Reality is nastier. Markets move, MEV strategies evolve, new opcodes appear, and suddenly ваш “безупречный” контракт становится точкой входа для бота с бэкраннера. Поэтому сейчас куда важнее не только аудит, а именно tools to monitor smart…
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Step-by-step guide to building a wallet risk score for crypto compliance
Why wallet risk scoring matters (before you write a single line of code) If you move serious value on-chain—whether you run an exchange, a custody platform, a DeFi front-end or an on‑ramp—you are already doing some sort of mental “wallet risk scoring”, even if you don’t call it that. The only difference between intuition and…
