When you compact a long agent history, don't hand the whole transcript to an LLM summarizer. Run a free, deterministic rule-based elision pass first, then summarize only the surviving remainder. The cheap pass strips the bulk before you pay a model to read it, and a 2026 study finds the two staged in that order beats either alone.
Elide With Rules First, Summarize Only the Remainder
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