Sankalp Mane

Beyond Next-Token Prediction: An RLVR Proof of Concept for Tool-Use Agents on Atlassian Workflows

Karthikeya Aditya Vissa, Sankalp Mane, Ananya Mantravadi, Harshit Rajgarhia, Abhishek Mukherji

Large language models are trained to predict the next token, not to act inside a specific API. In niche enterprise SaaS workflows -- where success means hitting the right endpoint with the right nested arguments in the right order -- this objective mismatch shows up as silent fai…Read more