Research-driven exploration of Edge AI architecture, embedded systems design, and advanced control engineering.
Saptaji.com documents system-level thinking, performance benchmarking, and experimental validation in modern engineering systems.
Architecture design, embedded inference pipelines, quantization strategies, and benchmarking methodologies for intelligent edge systems.
Deterministic firmware architecture, real-time constraints, and hardware–software co-design.
Classical and modern control theory, discrete implementation, and embedded controller deployment.
Experimental design, validation frameworks, and research publication insights.
Applied engineering experiments, benchmark reports, and prototype documentation.
Modern engineering challenges are solved through coherent system architecture, measurable experimentation, and reproducible engineering practice.
Multimodal Edge AI Architecture
Energy-Efficient Embedded Intelligence
Discrete Control Implementation
Experimental Benchmarking Frameworks
Open to research collaboration, technical consulting, and invited technical speaking engagements in systems engineering and embedded intelligence.
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