3 papers
cs.CL2026
From Sycophancy to Sensemaking: Premise Governance for Human-AI Decision Making
Raunak Jain
As LLMs expand from assistance to decision support, a dangerous pattern emerges: fluent agreement without calibrated judgment. Low-friction assistants can become sycophantic, bakin…
cs.CL2026
Collaborative Causal Sensemaking: Closing the Complementarity Gap in Human-AI Decision Support
Raunak Jain
LLM-based agents are increasingly deployed for expert decision support, yet human-AI teams in high-stakes settings do not yet reliably outperform the best individual. We argue this…
cs.CL2025
SoK: Measuring What Matters for Closed-Loop Security Agents
Mudita Khurana, Raunak Jain
Cybersecurity is a relentless arms race, with AI driven offensive systems evolving faster than traditional defenses can adapt. Research and tooling remain fragmented across isolate…