This chapter exists to turn scattered sessions, Q&As, and live builds into one coherent picture of how Compound Engineering works as a methodology — not just a plugin. By the end, you will be able to organize multi-agent, multi-model AI workflows around a compounding cycle of planning, work, review, and knowledge capture, and understand why each stage earns its place in the loop.