All chart patterns are snapshots of AMD cycles; understanding this reveals why patterns fail.

Well, every single pattern that you see on the chart is a snapshot of part of the AMD cycle. It's a snapshot of liquidity being engineered, liquidity being taken, market structure being created or shifted. Every single pattern is part of the AMD process. And the AMD process is how big players get in and out of the market. And when you understand this kind of mechanism underneath the hood of these patterns, you're gonna go from being a pattern recognition monkey where you see every head and shoulders is a short and every bull flag is a long and you're gonna understand the underlying logic on why some head and shoulders might not work and why some bull flags might break down.