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Once an AI has memory, the next challenge is letting it manage that memory by itself - consolidating similar experiences, retiring stale knowledge, and strengthening what works, all without human input.
Self-regulation is not a vague aspiration - it is a specific set of capabilities that let an agent manage and improve itself without constant human guidance. Here is what that looks like concretely.
Where the Cognitive Substrate goes from here - self-regulation, multi-agent collaboration, and the long-term goal of a system that genuinely improves itself over time.
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