The post identifies that the quadratic-times-k cost structure of agentic coding makes long sessions disproportionately expensive, and the two techniques it describes — parallel DAG batching and Snippet/Methodology-based context pruning — directly reduce both the number of API round-trips and the volume of tokens resent per call.