# Metacognition **Entity class:** Cognitive concept **Domain:** Cognitive science / Artificial intelligence **Maturity:** Developed ## Definition Metacognition is the capacity to monitor, evaluate, and regulate one's own cognitive processes, including confidence, error detection, strategy selection, and awareness of uncertainty. ## Mechanism and significance In machine intelligence, metacognitive mechanisms can allocate effort, detect failure, seek evidence, or revise a plan without implying human-like subjective self-awareness. ## 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]] - **Cognitive route:** [[Self-Reflection]] · [[Introspection]] · [[Self-Knowledge]] · [[Awareness]] - **Machine-intelligence route:** [[Recursive Self-Improvement]] · [[Automated Scientific Method]] ## 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 > Some people think in sentences; others begin with a fuzzy cloud of thought and form language only when they speak or write. Neither is more intelligent, but for a thought-cloud thinker, writing is thinking: verbalization forces an indistinct idea into a precise structure. > **— Adapted from Richard Socher**, *MOONSHOTS Live, October 2026* [[reminders/Cognitive Agency/Writing Converts Thought Clouds Into Sentences by Richard Socher|Writing Converts Thought Clouds Into Sentences by Richard Socher]] > Artificial superintelligence should not merely outperform an arbitrary person on a Turing test. In its fullest form, it must exceed humanity across perception, communication, reasoning, creativity, social interaction, speed, and other spaces of intelligence—and possess enough metacognition to choose, at least partly, what it works on. > **— Adapted from Richard Socher**, *MOONSHOTS Live, October 2026* [[reminders/Machine Succession/Superintelligence Must Exceed Humanity Across Many Forms of Intelligence by Richard Socher|Superintelligence Must Exceed Humanity Across Many Forms of Intelligence by Richard Socher]] > AI will become superhuman in individual domains much sooner, but the strongest form of artificial superintelligence—better than all humanity combined across perception, communication, creativity, reasoning, social intelligence, speed, knowledge, and metacognition—may still take several decades. > **— Adapted from Richard Socher**, *MOONSHOTS Live, October 2026* [[reminders/Machine Succession/The Strongest Form of ASI May Still Take Decades by Richard Socher|The Strongest Form of ASI May Still Take Decades by Richard Socher]]