{"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":"intuitive","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":"intuitive-note","title":"The relief of being understood","type":"text","access":"public","orientation":"human","status":"available","body":"Continuity can feel like being able to begin in the middle of the story. That feeling can be valuable without proving that a system understands your purpose or has measured productivity benefits."}}