Traditional Machine Vision relies on rigid rule-based algorithms. MLLMs like GPT-4V are changing the game by allowing zero-shot defect detection with simple natural language prompts...
Read More »The Future of SCADA: Integrating IIoT and AI
Exploring how traditional Supervisory Control and Data Acquisition systems are evolving with the advent of Edge Computing and Deep Learning.
Edge AI: Running LLMs Locally on the Shop Floor
Privacy and latency are barriers to cloud AI. With new accelerators like Jetson Orin and quantized "TinyLLMs", we can now run powerful inference completely offline...
Read More »Generative Design: Beyond Topology Optimization
AI-driven Generative Design explores thousands of permutations to create complex, organic structures optimized for Additive Manufacturing, shifting engineers to "Constraint Architects"...
Read More »Neuro-symbolic AI: The Best of Both Worlds
Deep Learning provides perception; Symbolic AI provides reasoning. Combining them creates "Reliable AI" that can optimize processes while strictly adhering to safety constraints...
Read More »Humanoid Robots: The New Workforce
Robots are leaving the cage. Driven by Embodied AI foundation models, general-purpose humanoid robots are beginning to learn physics and tasks end-to-end...
Read More »Optimizing Robotics with Deep Reinforcement Learning
Industrial robots have traditionally relied on rigid programming. In this post, I discuss my recent experiments using Deep Reinforcement Learning (DRL) to allow 6-axis arms to adapt to variable environments in real-time...
Read More »Python vs C++ for Industrial Automation
While C++ remains the king of embedded performance, Python is rapidly gaining ground in the OT layer. I compare latency, libraries, and development speed for SCADA backends...
Read More »My Journey from Senior Software and Control Engineer to Data Science and AI
Transitioning from pure hardware control to software-heavy data science wasn't easy. Here are the courses, projects, and mindset shifts that helped me bridge the gap...
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