MiqroForge: An Intelligent Workflow Platform for Quantum-Enhanced Computational Chemistry

TL;DR

MiqroForge is an innovative platform that integrates quantum computing with AI-driven resource management to enhance collaborative, multi-scale computational chemistry workflows, making advanced simulations more accessible and efficient.

Contribution

It introduces a novel cross-scale platform combining AI scheduling, quantum computing, and collaborative tools for computational chemistry.

Findings

Enhanced computational efficiency through AI-driven scheduling.

Lowered entry barriers for quantum-enhanced simulations.

Fostered collaboration via shared resources and interfaces.

Abstract

The connect-fill-run workflow paradigm, widely adopted in mature software engineering, accelerates collaborative development. However, computational chemistry, computational materials science, and computational biology face persistent demands for multi-scale simulations constrained by simplistic platform designs. We present MiqroForge, an intelligent cross-scale platform integrating quantum computing capabilities. By combining AI-driven dynamic resource scheduling with an intuitive visual interface, MiqroForge significantly lowers entry barriers while optimizing computational efficiency. The platform fosters a collaborative ecosystem through shared node libraries and data repositories, thereby bridging practitioners across classical and quantum computational domains.