aiqbench analysis

This development transforms static scientific literature into autonomous agents capable of independently reproducing analyses, effectively bridging the gap between raw research data and actionable computational insights. By enabling users to command these agents to re-run experiments or verify findings, this approach significantly accelerates the peer review process and democratizes access to complex quantitative results without requiring deep domain expertise.