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billxbf/README.md

Welcome! This is Binfeng 🖐️

My research covers agentic post-training data, infra, recipe and harness, collectively optimized as a single problem.


Selected work as first-author >>

🎨 Skill2Env | Reinforcing agents with collective Skills. [Code] [Dataset]

🔳 Linex | The minimal all-in-one infra for Terminal Agent RL. [Code]

⚡ FlashREINFOCE | Simple recipe to conquer instability in async RL and credit mis-assignent. [Paper]

⭐ Polar | The first open Agent RL infra solving Any-harness rollout. [Code] [Paper]

🤖 Gentopia & GentPool | The earliest open multi-agent [Framework] & [Platform].

🧠 NanoGPX | Clean collection of modern LLM architectures (RoPE, GQA, RMSNorm, MoE, SSM, etc.) in nanoGPT style. [Code]

🚀 ReWOO | Token-efficient harness via decoupling reasoning from observation. [Code] [Paper]

Pinned Loading

  1. NVIDIA-NeMo/ProRL-Agent-Server NVIDIA-NeMo/ProRL-Agent-Server Public

    Agentic RL on Any Harness at Scale

    Python 857 96

  2. NVlabs/Skill2Env NVlabs/Skill2Env Public

    Reinforcing Agents with Collective Skills

    Python 176 17

  3. ReWOO ReWOO Public

    Decoupling Reasoning from Observations for Efficient Augmented Language Models

    Python 943 84

  4. Gentopia-AI/Gentopia Gentopia-AI/Gentopia Public

    Build Hierarchical Autonomous Agents through Config. Collaborative Growth of Specialized Agents.

    Python 329 42