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Letta17 min read

Sleeptime memory consolidation: an agent that edits its own memory and proves it still remembers

Most agent memory today is one of two failure modes. Either it's an append-only log that grows until the context window chokes on six-week-old trivia, or it's a lossy summary that quietly rewrites history and can't tell you what it dropped.

Sleeptime memory consolidation: an agent that edits its own memory and proves it still remembers

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Originally published by Dev.to AI on Oct 3, 2026.

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