Category: On-Chain Metrics
-
How to build a credible crypto thesis with signal over noise for smarter investing
Why you need a real crypto thesis in 2025 (not just vibes) By 2025, crypto is no longer a weird niche on the internet. Bitcoin has survived multiple boom‑bust cycles, Ethereum has gone through several major upgrades, and regulators worldwide now publish long reports instead of dismissing the industry as a toy. At the same…
-
Tutorial: backtesting crypto strategies with historical data for better trading
Why bother backtesting your crypto ideas Most traders jump into live markets with half‑baked setups and then blame volatility when things fall apart. Backtesting slows you down and forces you to prove that your idea had at least some edge in the past. Instead of guessing, you run your rules on historical crypto data for…
-
How to use smart contract event logs for market signals and on‑chain insights
Most traders still stare at price charts and Twitter. Meanwhile, the real alpha often hides one layer deeper — in smart contract event logs. Below I’ll walk through how to use those logs for market signals, what’s realistically possible in 2025, and where people actually make money with this stuff (and where they don’t). —…
-
Evaluating crypto trading bots: signals vs risk controls and real performance
Why signals vs. risk controls really matter When people talk about “the best crypto trading bots with risk management”, they usually focus on fancy strategies and ignore the boring part: survival. Signals help you enter the market; risk controls decide if you’re still around after a few black-swan candles. Evaluating crypto trading bots is less…
-
Zk-snarks explained and their impact on defi security and privacy
Why zk-SNARKs Matter For DeFi Security (Without The Math Overload) Let’s strip the buzzwords. DeFi today is a weird combo of Wall Street, open‑source hacking scene, and casino. It moves fast, breaks often, and leaks money. Chainalysis оценивает, что только в 2023 году DeFi-протоколы потеряли более $1.7 млрд из-за взломов и эксплойтов — и значительная…
-
Interpretable Ai models for token price forecasting in cryptocurrency markets
Why token price forecasting needs interpretable AI Most people jump straight into fancy neural nets for token price forecasting, then wonder why results are unstable and impossible to trust. When you’re dealing with volatile assets, you don’t just want a number; you want a story: which signals moved the forecast and how. Interpretable AI models…
-
Crypto tax reporting and accounting best practices for compliant investors
Why crypto tax reporting still feels messy in 2025 Even though regulators have been talking about “clarity” for years, crypto tax reporting in 2025 is still a bit of a maze. We’ve got centralized exchanges, DEXes, NFTs, staking, restaking, liquidity pools, perpetuals, airdrops and a new wave of tokenized real‑world assets. Each of these can…
-
Evaluating layer-2 scaling solutions for real-world blockchain use cases
Why evaluating layer-2 isn’t just a “tech choice” Layer-2 today is less about hype and more about survival. Fees, latency, and user patience are all shrinking. If you’re building anything on Ethereum (or any smart-contract chain), choosing the wrong scaling approach can quietly kill your project. What complicates things: almost every marketing deck claims to…
-
How to build a crypto sentiment index using Nlp for market analysis
Why a Crypto Sentiment Index Is Worth Your Time If you’re trading or building products in crypto, вы уже знаете, что рынок живёт не только цифрами, но и эмоциями. Твит Илона, мем на Reddit, паника в Telegram — и вот уже свечи улетают в космос или проваливаются в подвал. Поэтому идея собрать эти эмоции в…
-
Верификация источников крипто-новостей: обзор эффективных методов и подходов
Обзор методик верификации источников крипто-новостей Мир криптовалют развивается молниеносно — искажение информации в этом пространстве может привести не только к убыткам, но и к масштабным манипуляциям на рынке. Поэтому умение проверять достоверность новостей становится не роскошью, а необходимостью. Особенно в эпоху, когда фальшивые пресс-релизы, фейковые аккаунты в Twitter и псевдоэксперты могут вызвать колебания цен в…