{"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":"optimistic","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":"optimistic-note","title":"A smaller, useful first step","type":"text","access":"public","orientation":"human","status":"available","body":"Try one short approved-state record for one project. If it reduces repeated explanation while preserving quality and authority, expand carefully. The five supplied experiments are plans for testing, not results."}}