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Autonomous Chemical Mechanistic Discovery through Agentic Reasoning and Validation

Researchers introduced ARCHE, an autonomous agentic system that couples a general-purpose reasoning model with a domain-specialized computational chemistry model and a structured tool registry to automate reaction-mechanism discovery. ARCHE was validated across three scenarios: reconstructing stereocontrolling transition states in a previously reported asymmetric catalytic reaction, proposing and validating a radical pathway for an unpublished α-iodoboronate C-I cleavage reaction, and identifying a chemically interpretable descriptor governing selectivity in nickel-catalysed migratory cross-coupling reactions. The code for ARCHE is publicly available at https://github.com/JetAstra/Arche-Harness.

by read1 min views1 publishedSep 12, 2026

arXiv:2609.11147v1 Announce Type: new Abstract: Unraveling reaction mechanisms is central to modern chemistry, yet automating these investigations remains challenging because computational workflows still rely heavily on expert intervention. Here we introduce ARCHE, an autonomous agentic system that integrates a general-purpose reasoning model, a domain-specialized computational chemistry model, and a structured tool registry to transform mechanistic inquiry into a scalable, self-validating process. ARCHE interprets scientific questions, generates and prioritizes mechanistic hypotheses, orchestrates computational workflows, and iteratively refines conclusions based on computed evidence within a closed loop. We validate its capabilities across three increasingly demanding scenarios: reconstructing stereocontrolling transition states and validating the corresponding reaction mechanism in a previously reported asymmetric catalytic reaction; proposing and validating a plausible radical pathway through iterative hypothesis refinement for a recently discovered but unpublished $\alpha$-iodoboronate C-I cleavage reaction; and identifying a chemically interpretable descriptor that governs selectivity in nickel-catalysed migratory cross-coupling reactions. By coupling agentic reasoning with rigorous computational validation, ARCHE advances autonomous mechanistic discovery and establishes a foundation for broader machine-assisted chemical research. The code for ARCHE is publicly available at https://github.com/JetAstra/Arche-Harness.

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