As a blockchain analyst with eight years tracking onchain behavior, I’ve seen dozens of whale moves—but this HYPE liquidation is different. The sell-off wasn’t panic; it was algorithmic. Using Python-based chain analytics, I traced the flow from HyperLiquid to reveal three underappreciated onchain indicators that explain why this loss was calculated, not random. This isn’t failure—it’s a signal.