Industrial AI

Open-Ended Scenario Reasoning for Specialist Model Adaptation featured image

Open-Ended Scenario Reasoning for Specialist Model Adaptation

A risk-gated Bayesian adaptation framework that uses open-ended scenario evidence to correct frozen specialist models without retraining.

avatar
Youcheng Zong
Digital-Twin and LLM Decision Support for Thickening–Dewatering featured image

Digital-Twin and LLM Decision Support for Thickening–Dewatering

An operational workflow linking field measurements, condition recognition, a process digital twin, and controlled LLM tools.