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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Sumalatha Pilli

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Review Open access 2026

REAL-TIME PEST DETECTION USING DEEP LEARNING ON EDGE DEVICES FOR PRECISION FARMING

Precision agriculture needs better pest monitoring. Current traps send many images to the cloud. This uses much energy and needs human review. The paper presents a smart trap that runs deep learning on the node. The trap uses a Raspberry Pi and an Intel Neural Compute Stick. It captures images inside pheromone traps. I...

Dr. Sarala Patchala, Sumalatha Pilli, G. U. Babu et al. · 0 citations
Open access 2026

Optimization of DNN Inference Offloading via Computation-Aware and Semantic Communication Techniques in MEC

This paper examines the way phones and IoT devices run deep neural network (DNN) inference with help from a nearby edge server to minimize total user energy and connects theory, algorithms and experiments into one unified framework for energy minimization tasks.

Sumalatha Pilli, U. S. B. K. Maha Lakshmi, Thalakola Syamsundararao et al. · 0 citations

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