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Memory-R2 introduces LoGo-GRPO, a training framework that combines local and global group-relative optimization to provide fairer credit assignment for long-horizon memory-augmented LLM agents, improving accuracy and inference latency across backbones.
jcode is an open-source coding agent harness designed for multi-session workflows with low resource usage, offering CLI installation and performance improvements over existing agents like Claude Code and Cursor Agent.