# Novel Materials Discovery **Entity class:** Scientific field **Domain:** Materials science / Artificial intelligence **Maturity:** Developed ## Definition Novel materials discovery identifies or designs substances with useful structures and properties that are not yet part of established engineering practice. ## Mechanism and significance Machine learning can search immense candidate spaces, but discovery becomes technology only after synthesis, measurement, manufacturability, durability, and cost are validated. ## Relationships - **Research dossier:** [[research/ASI and RSI Timeline Research Moonshots|ASI and RSI Timeline Research Moonshots]] - **Ontology route:** [[ASI and RSI Timeline Ontology#Physical Intelligence and Scientific Infrastructure|Physical Intelligence and Scientific Infrastructure]] - **Primary fields:** [[Physical AI]] · [[AI Infrastructure]] · [[AI Superpower]] - **Adjacent concepts:** [[Robotic Armature]] · [[Physical Machine Autonomy]] · [[Atom Creation]] · [[Molecular Design]] ## 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.