Swarm AIs Debate Scientific Literature

Groups of autonomous AI agents repeatedly argue across the cumulative datasets and papers on a given question, iteratively proposing models, testing counterclaims against shared data, and adapting priors until a probabilistic consensus emerges. The system functions as a continuous, automated literature‑synthesis engine that supplements (or in some cases replaces) human meta‑analysis and peer review. — This could accelerate discovery and standardize evidence synthesis but also concentrates epistemic authority in opaque AI processes, raising questions about accountability, reproducibility, and who governs scientific consensus.