
A tactical deep-dive into how Dogecoin’s technical frailty and Shiba Inu’s bifurcated forecasts play out during liquidity drains. Includes concrete entry/exit rules, position sizing formulas, and volatility controls for retail meme-coin traders.

An investigative post-mortem of the coordinated attack on Hyperliquid that paid ~$3M to force a multi-million-dollar perpetuals loss and the related POPCAT crash. We reconstruct plausible on-chain signals, explain perp-DEX mechanics that amplify contagion, and give practical mitigations for traders and protocol designers.