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agent-lightning-rl-training - Agent Lightning RL Training for Diverse Agents

Captures agent state snapshots and transitions, then decomposes episode returns for action-level reinforcement-learning updates across supported agent frameworks.

Tags

Updated: 2026-09-28

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Capture agent state snapshots
  • Report execution transitions
  • Receive transition data
  • Process RL training batches
  • Decompose episode returns
  • Assign action-level credit
  • Train policies across frameworks

Inputs

  • Agent framework
  • Agent task
  • State snapshots
  • LLM actions
  • Rewards
  • Transition episodes
  • Training model

Outputs

  • Execution session ID
  • Reported transitions
  • Per-action rewards
  • RL training updates

Requirements

    Source

    • Spec: SKILL.md

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    reinforcement learning
    agent training
    framework agnostic
    RL infrastructure
    Capture agent state snapshots
    Report execution transitions
    Receive transition data
    Process RL training batches
    Agent framework
    Agent task
    State snapshots
    Execution session ID
    Reported transitions
    Per-action rewards