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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.
Running consolidation on millions of memories is completely different from running it on thousands. How to redesign the consolidation worker for incremental processing, distributed execution, and quality-preserving approximations.
Accept to save reading progress, unlock continue-where-you-left-off, and allow a hosting-support ad at the end of posts. Anonymous session signals still help the live memory panels; we never publish reader IDs.
