Agent Mira

Material Innovation by Reactive Agent

Automating chemical materials research through intelligent search,
AI-powered scientific models and computational workflows

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Application Areas

Realize Cross-scale R&D

Molecular Design

Structural Design|Computational Validation
Property Prediction|High-throughput Screening

Reaction Prediction

Condition Recommendations | Catalyst Design
Synthetic Route Planning | By-product Prediction

Formulation Optimization

Material Property Prediction | Interpretable Model Iteration

Multi-Objective Optimization Experiment Recommendation

Basic Chemical Industry

Fine Chemicals

C1 Chemicals

Advanced Materials

Research-grade Interaction

Master Professional R&D with Ease

Start Fast, Work Precisely

Natural-language task builder

Multi-modal molecular input: search/ upload/ draw

Intelligent follow-ups to clarify tasks

Built-in molecular validation and error checks

Take Control, Stay Flexible

One-click planning, execution, and reporting

Human-in-the-loop workflows to review and edit

Tab-style multi-task management

Clear Results, End-to-end Traceability

Interactive, visualized 3D molecular structures

Auto-generated charts, figures and summaries

One-click export of full-process files and reports

Technology Foundation

Multi-agent Framework and Tool Matrix

Plan Agent

Execution Agent

Report Agent

Deep-research Sub-agent

Scientific-computing Sub-agent

Machine-learning Sub-agent

ReactiveAI Platform

6 Core Functional Module

ReactGen

AI-driven Generative Design for Molecules & Reactions

Reactify

Computational Method Recommendation

ReactControl

AI-powered Real-Time Decision Model

ReactBO

Accelerator for Materials and Formulation Optimization

ReactNet

Autonomous Reaction
Network Exploration

ReactHTE

Model-Guided High-Throughput Experimentation

Open-source Databases

PubChem

OMol25

Material Project

OpenDAC

USPTO

Open Catalysts

CCDC

Self-developed Databases

3 million-reaction database covering 11 common elements

2 million-Hessian matrix database

Scientific Discovery Evaluation for LLM

Self-developed Models

React-OT

AlphaNet

T5Chem-ee

......

LLM-EO

OA-ReactDiff

Computational Tools

RDKit

CREST

Quantum Espresso

ABACUS

Auto3D

GPU4PySCF

xtb

ORCA

Capability Roadmap

Agent Mira is Continuously Evolving

Deep research on domain literature and patent

Enrichment of high-value datasets and knowledge bases

Upgrades to generative models and reaction-network algorithms

Visualization and analysis of scientific figures and charts

Integration with high-throughput automated workcells

Broader support for open-source ecosystem

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