Parallel drafting with verification can make context compression 2-5x faster for AI agents, enabling them to handle longer interactions without sacrificing speed or information quality.
SpecCompact speeds up how AI agents compress long conversation histories by using a small model to draft multiple summary sections in parallel, which a larger model then verifies and fixes. This reduces the time agents spend summarizing while keeping important information intact, achieving 2-5x faster compression on real agent tasks.