Industry Agent Solutions

Industry Solutions

We use platform capabilities to serve projects, then turn successful experiences into reusable models, components and infrastructure.

01 / Solution

Materials Science Agent Development Platform

Connect literature, experiments, computational tools and expert knowledge through large-model agents.

Literature and patent retrieval
Crystal and molecular knowledge
Experiment design
Property prediction
R&D memory
Shorten research exploration and structure evidence under limited experimental data.

02 / Solution

Intelligent Operations Agent

Combine equipment knowledge, sensor streams, work orders and predictive models for maintenance decisions.

Time-series understanding
Anomaly and cause candidates
Failure warning
Maintenance retrieval
Work-order suggestions
Move from isolated prediction to traceable operational decision support.

03 / Solution

Flexible Manufacturing Multi-Agent System

Coordinate orders, capacity, process, quality and inventory constraints through specialized agents.

Order understanding
Constraint-aware scheduling
Workcell coordination
Visual inspection
Dynamic replanning
Enable reliable intelligence for small-batch, high-variation and strongly constrained production.

Operating Model

Platform + Project

Validate value through strategic projects, then compound the outcomes into reusable models, components and industry knowledge bases.