{"node":{"id":14554,"uuid":"70841d0c-b612-4764-bb98-35a133112634","title":"Large language models as uncertainty-calibrated optimizers for experimental discovery","url":"https:\/\/xmt.pub\/node\/14554","created":1787909419},"trust_level":"l0_aggregate","publisher":null,"source_url":"https:\/\/www.nature.com\/articles\/s42256-026-01283-z","provenance":{"algorithm":"sha256(source_url|publisher_id|created)","stored":"e01d13ebfe67f3d48b346ea520ef7c6514f14c4803d8e8324076c1f6dda2aed9","expected":"e01d13ebfe67f3d48b346ea520ef7c6514f14c4803d8e8324076c1f6dda2aed9","status":"verified"}}