2 papers
math.OC2026
Where the LLM Ends and Reliable Decisions Begin
Priyadarshan Patil, Abhishek Basu, Vikas Reddy +1
Systems that turn natural-language descriptions of optimization problems into solver-ready code generally use a language model at every stage, including the final translation from…
cs.AI2026
Reason Less, Verify More: Deterministic Gates Recover a Silent Policy-Violation Failure Mode in Tool-Using LLM Agents
Vikas Reddy, Sumanth Reddy Challaram, Abhishek Basu
Tool-using LLM agents can violate the very policies they are deployed to enforce while appearing to complete the task successfully. In policy-permissive environments, a tool may ex…