AI vs Analyst Research: Comparing Summaries to 10-K Filings
AI summaries, analyst reports, and the 10-K itself all claim to tell you what a company is doing, but they fail in different ways. An AI summary is fast and... Mehr lesen
Can ChatGPT Pick Stocks? Testing AI Picks Against the S&P 500
Yes, ChatGPT can pick stocks that beat the S&P 500 over a few weeks or months, and several public tests show it. The best evidence suggests it does this by... Mehr lesen
Stablecoin Depeg History: Which Designs Held Up Under Stress?
Every major stablecoin depeg since 2020 broke for a different reason, and the reason matters more than the price low. Fiat-backed coins like USDC and USDT dropped hard but recovered... Mehr lesen
Crypto Tax Drag on Staking and Yield: Net Return Examples
Crypto tax drag is the gap between the APY a staking or lending dashboard shows and what you keep after income tax, and most yield comparisons ignore it. In the... Mehr lesen
Reading Token Holder Concentration On-Chain Before You Buy
Token holder concentration tells you how much of a token’s supply sits in a few hands, and how many of those hands belong to the same person. A token that... Mehr lesen
Exchange vs Self-Custody Risk: A Practical Decision Framework
Choosing between an exchange and self-custody means choosing which failure you can best survive. An exchange can be hacked, freeze withdrawals, or go bankrupt, while a self-custody wallet can be... Mehr lesen
Rebalancing a Crypto Portfolio: Backtest of Three Methods
Rebalancing a crypto portfolio sounds simple, but the method you pick changes how often you trade, how much you pay in fees and taxes, and whether you beat buy-and-hold at... Mehr lesen
Bitcoin and Ethereum Spot ETFs Compared: Fees, Custody, Tracking
Spot Bitcoin and Ether ETFs all hold the actual coin, so choosing between them can feel arbitrary. It is not. As of October 13, 2026, fees on U.S. spot Bitcoin... Mehr lesen
Crypto Portfolio Concentration: Measuring Risk Beyond Bitcoin
Most crypto investors check concentration by counting coins, then assume ten positions means safe. That count says little about how much of your portfolio can fall together. A wallet with... Mehr lesen
Token Unlock Schedules and Price: What Past Data Shows
A token unlock is the date when locked team, investor, or ecosystem tokens become transferable, and the market treats it as a supply event. Most unlocks coincide with price weakness,... Mehr lesen
How to Assess Protocol Revenue: Fees vs Real Value to Holders
A protocol can collect hundreds of millions in fees and still give its token holders almost nothing. The gap sits between three numbers that dashboards often blur together: total fees,... Mehr lesen
Stablecoin Reserve Reports Compared: USDT, USDC, and Others
A stablecoin reserve report tells you what stands behind a token on one date, but it rarely tells you how much risk you are carrying. USDT, USDC, USDS, USDe, and... Mehr lesen
Ethereum Staking Rewards After Fees: Solo, Pool, or Liquid?
Ethereum staking rewards after fees are lower than the headline rate, and the gap depends on the route you choose: solo validator, liquid staking token, or exchange. On October 12,... Mehr lesen
Restaking Yield vs Added Slashing Risk: Is It Worth It?
Restaking lets you reuse staked ETH to secure extra services, such as oracles and data layers, in exchange for rewards on top of the base staking rate. The same ETH... Mehr lesen
Governance Attack Risks in Lending Protocols: A Checklist
A governance attack on a lending protocol does not need a bug. The attacker buys or borrows enough voting power, passes a proposal that hands over admin rights or vault... Mehr lesen
Stablecoin Allocation Across Protocols: A Diversification Model
Splitting stablecoins across five lending apps does not diversify you if they all fail for the same reason. In April 2026, a bridge exploit at KelpDAO pushed Aave’s primary stablecoin... Mehr lesen
Emissions Cliffs: What Happens to APY When Rewards End?
An emissions cliff is the moment a protocol stops paying reward tokens, and a farm’s headline APY drops to whatever fees or interest are left. The risk is bigger than... Mehr lesen
Gas Costs by Chain for Small DeFi Portfolios Under $1,000
For DeFi portfolios under $1,000, gas fees can significantly reduce investment returns. Ethereum mainnet offers deep liquidity and broad protocol access, but repeated swaps, approvals, deposits, and withdrawals can become... Mehr lesen
DeFi Insurance Cover Costs: Is Protection Worth the Premium?
DeFi insurance coverage costs depend on the protocol, coverage period, insured amount, and type of risk. The real question is whether protection justifies the premium you give up in yield.... Mehr lesen
Oracle Failures in DeFi Lending: Past Incidents and Safeguards
Oracle failures can trigger unfair liquidations, excessive borrowing, and bad debt in DeFi lending protocols. Incidents involving Compound, Venus Protocol, and Mango Markets show that even a functioning price feed... Mehr lesen
Reading DeFi Audits: What Smart Contract Reports Actually Reveal
A DeFi audit can help you assess whether a lending protocol, yield vault, or decentralized exchange is worth using, but it cannot guarantee that your funds are safe. The most... Mehr lesen
DeFi Lending Utilization Rates: When Withdrawals Get Stuck
DeFi lending utilization rates help explain why you may not be able to withdraw funds immediately, even when a lending protocol is operating normally. When most deposited assets have been... Mehr lesen
Why Vault APYs Differ From Realized Returns: Case Studies
A DeFi vault advertising 12% APY does not guarantee that your deposit will earn 12% over a year. Actual returns depend on changing lending rates, token incentives, fees, asset prices,... Mehr lesen
Looping Strategies on Aave: Liquidation Risk at Different Leverage
Aave looping increases exposure to an asset by repeatedly supplying collateral, borrowing against it, and supplying the borrowed assets again. While this can amplify gains, it also increases debt, borrowing... Mehr lesen
Tokenized Treasuries vs DeFi Stablecoin Yield: Net Comparison
Tokenized U.S. Treasuries and DeFi stablecoin strategies can both generate yield on dollar-denominated assets, but they earn that yield in very different ways. Tokenized Treasuries generally prioritize exposure to short-term... Mehr lesen