Drug discovery pipelines often stall not because the target is wrong—but because the chemical matter interacting with that target lacks the right properties to produce meaningful pharmacology. We obsess over target validation, signaling pathways, expression patterns, and disease relevance. Yet, far less time is spent scrutinizing the structural logic and origin of the molecules we screen in the first place.