Senior Design Project — B.Tech Thesis · Advisor: Dr. Sunkara Kalyani
ETHOS-ALIGN — Ethical Trajectory Optimization for Human-AI Systems
2026
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Full-stack implementation of ETHICS-UI: compiles domain-specific ethical constraints (Constraint Specification Language) into temporal logic formulas (LTL/CTL), runs a model-checking verifier against LLM decision traces at inference time, and exposes an interactive HCI interface for specifying, stress-testing, and auditing constraints in high-stakes domains (medical triage, legal advice, autonomous systems).
Advisor / Collaborator: Dr. Sunkara Kalyani, VIT-AP University
Capstone B.Tech Project · Advisor: Dr. Rajkumar Yesuraj
Context-Aware Decision Making Agent for Smart Assistants
2025
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On-device multimodal (speech, text, gesture, EEG) signal fusion system with RL-based adaptive decision policies; privacy-preserving architecture achieving real-time inference. Stack: Python · PyTorch · LLaMA-3 · Whisper · ROS.
Advisor / Collaborator: Dr. Rajkumar Yesuraj, VIT-AP University · rajkumar.y@vitap.ac.in
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Accepted- HCI India Confernce
Research Project · AIR Center, VIT-AP University
XMACNet — Agricultural Disease Classification
2025
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Designed an explainable, lightweight attention-based CNN with multi-modal fusion for chili disease classification. Achieved high accuracy on benchmark datasets. Published at Springer LNICST 2025.
Advisor / Collaborator: Dr. Rajkumar Yesuraj, VIT-AP University · rajkumar.y@vitap.ac.in
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Published
B.Tech Engineering Clinics · Advisor: Dr. Shalini Ramanathan
Machine Vision Based Third Eye — Safe Driving System
2023
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Non-invasive eye-tracking interaction model using WebGazer.js and OpenCV to enable navigation assistance and fatigue detection in constrained driving environments.
Advisor / Collaborator: Dr. Shalini Ramanathan, VIT-AP University