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AI · arxiv.org · Friday, 3 July 2026

RLVR lets LLM agents reliably hit Jira and Confluence API endpoints

A paper shows Reinforcement Learning with Verifiable Rewards lets small LLMs execute Atlassian SaaS workflows correctly, raising endpoint success rates from under 1 % to near‑perfect. The proof uses synthetic Jira/Confluence environments and demonstrates the approach works for Qwen‑3 models, though hand‑crafted rewards limit scalability.

Read the source: arxiv.org ↗In the 3 July issue →