IndustrialAI articles

1 articles about IndustrialAI, newest first.

• Semantic Blindness: Why LLMs Fail on Real‑World Engineering Systems — LLMs excel at text but stumble when tasked with real‑world engineering systems that have 500,000 sensors, physical causality, and strict timing. The talk reveals three failure modes — Topology Trap, Illusion of Scale, Repetition Kill Switch — and shows a hybrid architecture that blends ontologies, deterministic queries, and LLM orchestration to make AI reliable in the field.