KosmosCompactBench benchmarks compaction algorithms; Prime Intellect best open source

BenBlaiszik · x · 2026-11-14

Researchers released KosmosCompactBench to compare context-compaction algorithms from frontier labs against 5 open source harnesses. Results show truncation collapses in multi-turn settings, OpenAI native compaction beats Anthropic native on LongMemEval multi-turn (86% vs 33%), and Prime Intellect's open source compaction is the strongest open implementation, which the team adopted as their starting point for autoresearch.

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