Rolling summary
Keep last N raw messages + one running summary of everything before. On overflow, summarize the oldest raw messages into the summary.
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Structured summary
Instead of prose, extract structured facts: preferences, decisions, open questions. Prose summaries drift; structured summaries stay queryable.
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Hierarchical summary
Summary of summaries. Group by day → week → month. Recent detail high, older detail collapsed.