arxivcs.LGcs.AI2026-06-28
Autonomous mechanistic discovery of colorectal cancer vulnerabilities via multi-scale AI swarms
Christopher Baker, Tianyu Ren, Karen Rafferty, Hui Wang, Simon McDade
The acceleration of automated scientific discovery has been fundamentally bottlenecked by the epistemic gap between the semantic reasoning of large language models (LLMs) and the deterministic physics of mammalian biology. While recent multi-agent frameworks have achieved autonom…