collaborators

5 papers

cs.CL2026

Pedagogical AI in Mental Health: A Tri-Stream Fine-Tuned LLM Framework for Automated Clinical Supervision and Risk Triage

Shreeya Sharma, Ravish Gupta, Saket Kumar +1

Modern mental healthcare faces a critical shortage of senior supervisory oversight, leading to a "supervision gap" where novice therapists manage high-stakes risks with delayed pro…

eess.SY2026

Agentic AI for Clinical Urgency Mapping and Queue Optimization in High-Volume Outpatient Departments: A Simulation-Based Evaluation

Ravish Gupta, Saket Kumar, Maulik Dang

Outpatient departments (OPDs) in Indian public hospitals face severe overcrowding, with daily volumes reaching 200--8,000 patients~\cite{aiims2020annual}. The prevailing First-Come…

eess.SY2026

Agentic AI and Occupational Displacement: A Multi-Regional Task Exposure Analysis of Emerging Labor Market Disruption

Ravish Gupta, Saket Kumar

This paper extends the Acemoglu-Restrepo task exposure framework to address the labor market effects of agentic artificial intelligence systems: autonomous AI agents capable of com…

eess.SY2026

An Agentic Multi-Agent Architecture for Cybersecurity Risk Management

Ravish Gupta, Saket Kumar, Shreeya Sharma +2

Getting a real cybersecurity risk assessment for a small organization is expensive -- a NIST CSF-aligned engagement runs $15,000 on the low end, takes weeks, and depends on practit…

cs.AI2025

Agentic Educational Content Generation for African Languages on Edge Devices

Ravi Gupta, Guneet Bhatia

Addressing educational inequity in Sub-Saharan Africa, this research presents an autonomous agent-orchestrated framework for decentralized, culturally adaptive educational content…