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arXiv1d ago
5.5

GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning

DeepReinforce Team, Xiaoya Li, Xiaofei Sun, Guoyin Wang, Songqiao Su, Chris Shum, Jiwei Li

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty9/10
Categorypaper
Topics
agentsrlcode-generation

Opportunity Brief

Implement a multi-agent reinforcement learning setup specifically for competitive programming environments. This pushes the state-of-the-art for LLM coding agents beyond basic chat interfaces.

Suggested repo: GrandAgent

"A multi-agent coding framework that trains models to win competitive programming tournaments."

Estimated effort: 100h