This document discusses the idealism of k-stage pipelined designs, emphasizing the challenges in achieving an ideal k-fold increase in throughput due to unavoidable deviations. Three main points are explored: uniform sub-computations requiring balanced latency, identical sub-computations assuming all stages are utilized, and independent sub-computations allowing for concurrent processing without dependencies. The author notes that real-world implementations often introduce inefficiencies and delays that hinder achieving the ideal throughput increase.