Featured resources

Industry Insights & Resource Center

Practical thinking, project evidence and technical guidance across AIoT, LLMs, computer vision, GIS and industry digitalization.

Planned monthly updates, with additional releases when material lessons emerge.

01Industry insight

AIoT sensing platforms: from device connectivity to second-level action

An operational AIoT platform must connect state, rules, alerts, work orders and location—not merely collect telemetry.

AIoTEdgeOperations

02Industry insight

A valuable enterprise LLM is not a chat window; it cites evidence, respects permissions, invokes approved tools and participates in real workflows.

LLMRAGGovernance

03Industry insight

High detector accuracy does not make an operational system. Event definitions, field conditions, thresholds, review and response matter just as much.

Computer VisionMLOpsEdge AI

04Industry insight

The value of a digital twin is not a 3D effect; it is a traceable relationship between spatial objects, live state, business records and action.

GISDigital TwinSpatial

05Project case

Based on existing project material. Client, city and selected business fields are anonymized because publication authorization is limited.

Smart CityCase StudyWorkflow

06Solution guide

For water, drainage, gas, bridges and utility corridors, organize assets, monitoring, risk, incidents and response in one operating model.

SolutionDataGISAI

07Technical whitepaper

A private-deployment and source-delivery architecture spanning data, AI, spatial computing, applications, security and operations.

WhitepaperArchitecturePrivate AI