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Progressive Summarisation Risk

Definition

The failure mode where repeatedly summarising already-summarised context compounds detail loss, so each round strips more information and important facts silently disappear.

Key points

  • Progressive summarisation compounds detail loss — summarising a summary each turn erodes fidelity.
  • Mitigation (playbook): preserve the full verbatim message history for the active, unresolved issue; only summarise earlier, resolved turns into a narrative block.
  • Prefer external durable memory — the Scratchpad Pattern (a dense structured file) — over re-summarising raw history.
  • Interacts with Lost In The Middle: lossy summaries pushed to mid-context are recalled even less reliably.

Why it matters for the exam

  • Tests recognising when not to summarise: keep verbatim what's still active; summarise only what's resolved. A common distractor in long-session design questions.

Common gotchas

  • "Summarise everything to save tokens" is usually wrong — it loses the active issue's detail.
  • Distinct from Server-side Compaction done well; the risk is naive re-summarisation, not compaction itself.

See also

Sources