Shiny Data PressEdge AIDr. Wei Liu · Shiny Data Technology
Founder & Systems Architect · Shiny Data Technology

Dr. Wei LiuSpatial Data & AI Architect

Architecting sovereign multi-agent systems, high-throughput spatial telemetry pipelines, and privacy-preserving AI engines. Founder of Shiny Data Technology and author of technical reference manuscripts on air-gapped agentic computing.

Offline Agentic AI Workflows
Advanced Geospatial Analytics
Sovereign Enterprise Pipelines
High-Resolution LiDAR Processing
WL

Shiny Data Technology

Enterprise AI & Spatial Solutions

Cloudflare Edge
2Books
4AI Solutions
100%Sovereign
Latest Manuscript2026 Edition

Automating the Spatial Web: Hermes in Data Science

Engineering-led guide to local multi-agent systems, LiDAR processing, and spatial analytics.

Launch Interactive Reader
Technical Book Press

Published Manuscripts & Open Guides

Browse Complete Library (2)
Spatial Data & AIPublished 2026

Automating the Spatial Web

Hermes in Data Science & Spatial Analytics

Deploying Hermes as a data science copilot for spatial analysis, LiDAR processing, and geospatial visualization - automating ingestion pipelines, generating reproducible Python packages, and synthesizing research literature locally.

Sovereign AI ArchitecturePublished 2026

The Air-Gapped Enterprise

Local Multi-Agent Systems & Sovereign Architectures

Architecting multi-tenant, privacy-preserving multi-agent systems with RBAC, credential vaulting, audit logging, and air-gapped deployment for regulated industries and sovereign enterprise computing.

AI Enterprise Solutions

Shiny Data Technology AI Solutions

Sovereign, high-performance spatial AI solutions engineered by Dr. Wei Liu for critical infrastructure, clean energy, autonomous forecasting, and industrial safety.

TCFD & CSRD Software
Global Climate Intelligence

OmniRisk

Global Physical Climate Hazard & CSRD Screening Engine

OmniRisk is an automated TCFD physical hazard assessment & CSRD climate risk disclosure software. Screen any coordinate worldwide down to the property parcel against 10 critical hazard layers concurrently.

Property Parcel LevelSpatial Resolution
10 Concurrent LayersHazard Matrix
Gemini 2.5 FlashReport Generator
AI Solar Prospectus
CleanTech & Energy AI

MySolarSense

Solar Output Simulation & Financial Prospectus SaaS

High-precision solar yield & financial prospectus model for commercial and residential roofs. Seamlessly integrates high-resolution satellite imagery, Google Solar analytics, and generative AI to produce 20-year investment reports.

20-Year Payback & ROIAnalysis Horizon
Google Solar APISolar Telemetry
Headless PDF ProspectusOutput Format
Zero-Shot Time Series
Foundation AI Forecasting

ForecastAgent

Zero-Shot Time Series Forecasting SaaS Engine

Enterprise zero-shot forecasting SaaS leveraging pre-trained foundation models. Predicts multi-domain telemetry trends with covariate event overlays (rainfall, ad campaigns, public holidays, health policies).

Zero-Shot FoundationForecast Mode
98.6% EmbeddingsPrecision Accuracy
40+ Step HorizonsPrediction Scope
YOLOv11 + GPT-4o VLM
Computer Vision & Edge VLM

Construction Safety AI

OSHA-Compliant Edge YOLOv11 + VLM Safety Platform

Two-stage visual auditing pipeline anchoring local edge detection (YOLOv11) with cloud visual logic (Azure OpenAI GPT-4o) to eliminate VLM hallucinations and monitor site compliance, PPE failures, and machine proximity hazards.

2.4ms Edge / 922ms FullPipeline Speed
~0.94 PrecisionDetection F1 Score
Code 1926 MatrixOSHA Mapping