verl-agent
Active·★ 1.9k·Apache-2.0·Updated 2026-05-28
★ Trending
verl-agent is an extension of veRL, designed for training LLM/VLM agents via RL. verl-agent is also the official code for paper "Group-in-Group Policy Optimization for LLM Agent Training"
`verl-agent` extends veRL to train LLM agents using reinforcement learning, featuring a novel step-independent multi-turn rollout mechanism. This design ensures high scalability for long-horizon tasks by allowing customizable per-step input structures and memory management.
#LLM Agents#Reinforcement Learning#Deep Learning#Multi-turn Interaction#Scalability#Coding
01
Features
01Multi-Turn Agent-Environment Interaction
02Fully Customizable Memory Module & Per-Step Input Structure
03Scalable for Very Long-Horizon Optimization
04Parallelized Gym-Style Environments and Group Environments
05Diverse Reinforcement Learning Algorithms
02
Compatibility
veRL
Native Integration
Verified via docs
ROLL
Supported
Verified via docs
OpenManus-RL
Supported
Verified via docs
03
Quick start
1
$ pip install -e .
04
Use cases
↳Training large language model agents for complex multi-turn, long-horizon tasks.
↳Developing reasoning agents for both visual and text-based environments.
↳Solving digital interface control, embodied AI, and search-related challenges.
05
Alternatives
ragflow★ 81.5k
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
n8n★ 190.2k
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
Context7★ 56.4k
MCP Server that provides up-to-date code documentation for LLMs and AI code editors.
GitHub MCP Server★ 30.3k
GitHub's official MCP Server. Allows AI agents to interact directly with your GitHub repositories (read files, search code, issues).
Microsoft AutoGen★ 58.5k
A framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks.
CrewAI★ 52.4k
Framework for orchestrating role-playing, autonomous AI agents. By working together, your Crew can tackle complex tasks.
Related searches
Comments
Log in to leave a comment
No comments yet. Be the first!