Beyond Words and Images - How Vision-Language-Action (VLA) Models Are Revolutionizing Robotics and Cyber-Physical Systems

The past few years have witnessed an unprecedented explosion in Artificial Intelligence, driven first by Large Language Models (LLMs) like GPT-3/4, then by Vision-Language Models (VLMs) such as GPT-4V, LLaVA, and Gemini. These breakthroughs have allowed AI to understand and generate human-like text and to interpret visual information with remarkable accuracy.

From Sensors to Decisions - Understanding the Cyber-Physical Systems Feedback Loop

Cyber-Physical Systems (CPS) are all about self-regulation, and its not just a bunch of sensors and computers cobbled together. No, these are actually sophisticated ecosystems built around a fundamental idea: the Feedback Loop. This loop is what lets the real world tell the cyber world “what’s up”, and then the cyber world does its thing, influencing the real world in return. The result is a smart, responsive system that just works.