An engineer compares aggressive and conservative compaction. Which evaluation best captures the tradeoff?

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  1. Choose whichever summary contains the fewest characters without further tests.
  2. Measure token savings together with task completion, constraint retention, and evidence fidelity on long sessions.
  3. Evaluate only fresh one-turn requests that never trigger compaction.
  4. Compare only the summaries' sentence counts.

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