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AgentR1 / Agent-R1

Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning

Why this job: says: reinforcement learning

Agent-R1 Framework

What it does

Unlike single-turn RL pipelines that treat interaction as one growing prompt-response sequence, Agent-R1 models every turn as a step-level MDP transition. This makes tool use, environment state, context management, reward assignment, and policy optimization explicit parts of the same training substrate.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 3 months ago
Stars
1,717
+6 this week
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Python
100% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
44% closed
35 still open
Pull requests
32 merged
17 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • Python 100%

Topics

  • agent
  • agentic-rl
  • llm

Project record

  • JobFine-tuning
  • StatusListed
  • Commits19
  • Forks121
  • Watching12
  • Stars in 28 days+30
  • CreatedMar 4, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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