Why "Take 1" Failed Most developers hide their failures; I’m putting ours under a microscope. Spent weeks studying Pump.fun patterns. Tracked how snipers activate and how "Graduation Bots" front-run the Raydium pool. We thought we could outsmart them by launching in specific buying steps to stay under their radar. It worked... until it didn't. The Anatomy of a Bot Attack (2026 Edition): The Initial Trigger: Bots only "ignore" you if you launch with a specific, staged buy pattern. The $10k MC ...
