# Recursive Self-Improvement **Entity class:** AI capability concept **Domain:** Artificial intelligence / Machine intelligence **Maturity:** Developed ## Definition Recursive self-improvement is the process by which an intelligent system contributes to improving the models, tools, training procedures, evaluations, or computational systems used to produce its successors. ## Mechanism and significance Weak forms can optimize parts of an AI pipeline today; stronger forms would close more of the improvement loop and potentially change the rate of capability 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:** [[The Eureka Machine]] · [[Recursive]] · [[Weak RSI]] · [[Strong RSI]] ## 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. ## Simple Reminders, Quotations, and Thoughts > A major threshold was crossed when AI learned to code: AI is code, and AI can now help rewrite code. Human engineers using AI to build the next generation are already a weak form of recursive self-improvement; stronger forms close the loop over ideation, implementation, and validation. > **— Adapted from Richard Socher**, *MOONSHOTS Live, October 2026* [[reminders/Machine Succession/AI Can Improve AI Because AI Is Code and AI Can Code by Richard Socher|AI Can Improve AI Because AI Is Code and AI Can Code by Richard Socher]] > Strong recursive self-improvement requires AI to control the complete inner loop of ideation, implementation, and validation. Above that must be an open-ended outer process capable of innovation and the evolutionary recombination of ideas. > **— Adapted from Richard Socher**, *MOONSHOTS Live, October 2026* [[reminders/Machine Succession/Strong Recursive Self-Improvement Requires Both Inner and Outer Loops by Richard Socher|Strong Recursive Self-Improvement Requires Both Inner and Outer Loops by Richard Socher]]