The aerobic alcohol oxidation reaction screening task described in natural language for subsequent LLM-based agent understanding and OT-2 liquid handler reaction execution. c) The interaction between human chemists with Spectrum Analyzer for GC-FID-MS result analysis (see detailed interaction dialogues in Supplementary Information Section 3.2.2). d) The mass spectra for the retention time within 4.243-4.302 min, matched with substrate 3a by Spectrum Analyzer. e) The mass spectra for retention time within 3.746-3.800 min, matched with product 3b by Spectrum Analyzer. f) Visualization of peak area integration for substrate 3a and product 3b by Spectrum Analyzer using GC-FID data.