# Evolutionary Search **Entity class:** Optimization method **Domain:** Artificial intelligence / Evolutionary computation **Maturity:** Developed ## Definition Evolutionary search explores a design space by generating variation, evaluating candidates, preserving useful changes, and recombining or mutating successful structures. ## Mechanism and significance Its value in scientific discovery lies in maintaining diverse lines of inquiry while experimental or simulated fitness tests select which ideas deserve further development. ## Relationships - **Research dossier:** [[research/ASI and RSI Timeline Research Moonshots|ASI and RSI Timeline Research Moonshots]] - **Ontology route:** [[ASI and RSI Timeline Ontology#Scientific Intelligence and Recursive Improvement|Scientific Intelligence and Recursive Improvement]] - **Primary fields:** [[AI for Science]] · [[Scientific Acceleration]] · [[Machine Intelligence]] - **Adjacent concepts:** [[Ideation-Implementation-Validation Loop]] · [[Open-Endedness]] · [[Agent Swarm]] · [[Automated Hypothesis Generation]] ## Sources and provenance - [[research/ASI and RSI Timeline Research Moonshots|ASI and RSI Timeline Research Moonshots]] — immediate source for this node's role in the broadcast research map. ## Evidence boundary The research dossier establishes why this entity or concept belongs in the Moonshots ontology. Time-sensitive organizational, product, policy, and performance claims should be checked against the linked primary source or a current authoritative source before reuse as settled fact.