Research Intern · San Jose, CA

• Built auditable multi-agent workflow automation using graph ML — resulted in a patent filing.
• Designed a context-aware data indexing and retrieval model — resulted in a patent filing.

Graduate Research Assistant · Tuscaloosa, AL

• Embedding model capturing semantic relations across heterogeneous sources.
• Benchmark for domain-alignment, privacy, reasoning and explainability of LLMs.
• Grounded CTI generation with LLMs and diffusion models to mitigate novel threats.

Research Intern · Starkville, MS

• Software vulnerability classification using neuro-symbolic AI.
• Co-relation quantifier mapping entity and relation extraction across heterogeneous reports.

Graduate Research Assistant · Starkville, MS

• Polymorphic malware detection through control-flow graphs using ML.
• Residual vision model for off-road traversability estimation from aerial imagery.
• Adaptive anomaly quantifier over network data for DDoS mitigation.
• GNNs to improve knowledge representation for classifiers in cyber operations.

Software Engineer, Full-stack · Kolkata, India

• Personalized customer engagement analysis pipeline for assistive marketing.
• Project interviewer — recruited and onboarded new engineers to the codebase.

Ph.D., Computer Science · GPA 4.0 / 4.0

• Generative AI, agentic systems, cybersecurity, representation learning.
• Transferred from Mississippi State with advisor Dr. Sudip Mittal.

M.S., Computer Science · GPA 4.0 / 4.0

• AI, NLP, cybersecurity, knowledge graphs.

B.Tech., Computer Science & Engineering · Kolkata, India