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Design a system where MPM AI can retain important instructions, lessons learned, and organizational knowledge indefinitely across sessions. Should survive restarts and be editable by admins. Consider: structured memory store, retrieval during prompt building, decay/relevance scoring.
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AI suggestion: This is a foundational architectural task requiring design of a complex system with multiple subsystems (storage, retrieval, scoring, admin interface) that will significantly enhance AI capabilities across MPM, justifying high priority and substantial effort investment.