Nature Comment: Provenance, not interpretability, grounds trust in autonomous science

gabepgomes · x · 2026-08-24

A Comment in Nature Computational Science argues that as LLMs begin to plan and run experiments, the reflex to demand interpretability before trust is misplaced. The authors contend that trust in autonomous science is grounded in provenance: a complete, re-openable record of reasoning, actions, and measurements. This record allows for auditing and correction, making autonomy a corrective for literature bias rather than a threat to rigor.

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