Metacognitive Steering: Learning the Structure of Scientific Judgment

Vincent Karpf, Joseph Reth, Eike Gerhardt +5

Long-horizon scientific discovery requires agents to alternate between exploration, disciplined execution, and critical reassessment as evidence changes. Current language models ar…