Author

Hemant Sharma

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Review Sep 2026

Strategies for Deploying AI Agents in Production at Scientific User Facilities

Agentic artificial intelligence (AI) is moving beyond research demonstrations toward production use at scientific user facilities, including light sources, neutron sources, nanoscience centers, and autonomous laboratories. Its scientific value extends beyond increasing throughput. Agents can perform repeatable tasks in...

Ming Du, Xiang-Yu Yin, Michael H. Prince et al. · 0 citations

#artificial intelligence Preprint Sep 2026

APEXA: Execution-Integrity Enforcement for Multi-Agent LLM Automation of Synchrotron Data Reduction

This work presents APEXA, a deployed framework coordinating 61 tools for synchrotron data reduction, and introduces APEXA-Bench, 58 facility tasks organized by scientific correctness and physical consequence.

Pawan K. Tripathi, Hemant Sharma, Andrew Chuang et al. · 0 citations

Preprint Jul 2026

An End-to-End Differentiable Forward Model for High-Energy Diffraction Microscopy

High-Energy Diffraction Microscopy (HEDM) recovers crystallographic orientation, strain, and grain position from rotating-crystal X-ray diffraction patterns. Existing forward models in far-field (FF), near-field (NF), and point-focused (pf) HEDM are not differentiable, which forecloses gradient-based joint parameter re...

Hemant Sharma, Nina Andrejevic, Simon Zhang et al. · 1 citation