🆕We're open-sourcing DR-Venus — a 4B #deepresearch agent built entirely on open data. Built with two-stage training: SFT with strict cleaning → RL with IGPO turn-level optimization, and Dense credit assignment for 200+ turn trajectories.
What's inside: ✅ Training code & recipes ✅ Model checkpoints (GGUF format for edge deployment) ✅Reproducible paper with our technical details
#inclusionAI #OpenSource #AIAgent
🤗 Models: https://t.co/XTAqaFEZyt
📄 Paper: https://t.co/S4E31ImXu1
🐙 Code: https://t.co/k9XCyiqwJr
#OpenSource #DeepResearch #EdgeAI #AIAgent
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
Why it matters
Credit assignment over 200-plus turn trajectories is the hard part of training research agents. This release opens the recipe and the checkpoints, in GGUF sizes small enough to run locally.
articleUI-Venus-2 Technical ReportVenus Team, Zhuohan Cai, Haoxing Chen, Jiaxuan Chen, Weizhi Chen, Changlong Gao, Zhangxuan Gu, Yuan Guo, Yusong Hu, Jianrong Jiang, Jianguo Li, Runze Li, Jinzhen Lin, Zhenyu Ma, Changhua Meng, Han Peng, Xinyu Qiu, Shuheng Shen, Zhongyi Shui, Weiqiang Wang, Ming Wen, Zhuoer Xu, Hang Yan, Kaiwen Yang, Ruilin Yao, Nanjun Yu, Zhengwen Zeng, Lianrui Zhang, Yunzhu Zhang, Zhe Zhao, Beitong Zhou
articleNVIDIA Vera Rubin and Blackwell Set a New Standard for Agentic AI Performance per WattElizabeth Goodman