# Ideation-Implementation-Validation Loop **Entity class:** Scientific-method architecture **Domain:** Artificial intelligence / Scientific discovery **Maturity:** Developed ## Definition The ideation-implementation-validation loop models science as repeated movement from a candidate idea, through a physical or computational test, to evidence that changes the next idea. ## Mechanism and significance Scientific acceleration depends on closing all three stages; optimizing ideation alone produces more proposals but not necessarily more knowledge. ## 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:** [[Automated Scientific Method]] · [[Hypothesis-to-Experiment Compression]] · [[Open-Endedness]] · [[Evolutionary Search]] ## 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.