AI-Supervisor: Autonomous AI Research Supervision via a Persistent Research World Model

ArXi:2603.24402v2 Announce Type: new Existing automated research systems operate as stateless, linear pipelines -- generating outputs without maintaining any persistent understanding of the research landscape they navigate. They process papers sequentially, propose ideas without structured gap analysis, and lack mechanisms for agents to verify, challenge, or refine each other's findings.