{"schemaVersion":1,"publicationId":"e124-ai-memory-working-continuity","publicationTitle":"AI Memory: From Re-explaining to Working Continuity — E124","version":"e124-v1","date":"2026-10-20","perspectiveId":"objective","notice":"An editorial synthesis and proposed practical framework. Seven primary sources checked at abstract or official-summary depth; the wider Manus bibliography is inherited research metadata, not a full audit. The reported 2,000-song archive is unaudited testimony. Five experiments are proposed, not performed. No measured 50:1 saving or evolutionary-purpose claim. Human judgment retains authority.","resource":{"id":"overview","title":"Pick up the work without starting over","type":"text","access":"public","orientation":"human","status":"available","body":"The files are still there—but can your next conversation recover what matters? E124 follows the move from native assistant memory to external records and agent retrieval, while keeping decisions and purpose in human hands. Watch the 9:28 explainer, read the free research companion, or use the optional structured pack to test your own workflow."}}