AstaBrief 8B generates cited scientific reports in 51.1s on average versus 178.5s for the Claude-powered pipeline, by using a domain-tuned open model and one-pass report generation. If you ship research agents, this makes local/private report generation practical for sensitive corpora while cutting latency and likely serving cost, but it shifts quality control onto your retrieval, citation filtering, and evaluation pipeline.