I am a Principal Engineer with 21+ years of experience specializing in AI/ML, Deep Learning, GenAI, LangChain/LangGraph, Agentic AI, Edge AI/ML, and large-scale distributed systems deployed across hybrid cloud–edge environments. I architect secure, low-latency, and intelligent platforms for IoT/IIoT, real-time analytics, and missioncritical cyber-physical systems, delivering high-performance solutions for automation, safety, and large-scale operational intelligence. My work focuses on federated learning, distributed inference pipelines, autonomous cloud–edge orchestration, and security-hardened event-driven microservices operating across heterogeneous CPU/GPU/NPU architectures. With deep expertise in system design, performance engineering, and modern software architectures, I lead teams in building resilient, scalable, AI-driven infrastructure that powers real-time decision-making, intelligent automation,
Table of Contents Introduction The convergence of traditional IDS/IPS technologies with AI-based systems will mark a major paradigm shift in the continuously evolving field of...
