Agent Lightning v1.0: Towards Harnessed Agentic RL

  • 类型：arxiv
  • 标识：2608.17528
  • 链接：https://arxiv.org/abs/2608.17528
  • 主分类：agent
  • 形态：application
  • 被引：8
  • 被引来源：Semantic Scholar
  • S2被引：8
  • OpenAlex被引：0
  • 影响力被引：2
  • TLDR：Agent Lightning v1.0 is presented, a lightweight framework for harnessed agentic RL implemented in approximately 3,500 lines of code that supports arbitrary agent harnesses and serves as a practical testbed for studying challenges in retokenization, sample merging, advantage calculation, loss normalization, and backend scheduling.
  • OpenAlex ID：W7203746987
  • OpenAlex DOI：10.48550/arxiv.2608.17528
  • DOI：10.48550/arxiv.2608.17528
  • DOI来源：OpenAlex
  • 开放获取：green
  • 开放获取链接：https://arxiv.org/pdf/2608.17528
  • OpenAlex更新：2026-08-28
  • 副分类：evaluation
  • 待LLM分类：否
  • 标题中文：Agent Lightning v1.0：迈向可控的 Agentic RL
  • TLDR中文：Agent Lightning v1.0 是一个轻量级的可控 Agentic RL 框架，约 3500 行代码实现，支持任意 Agent harness，并作为研究 retokenization、样本合并、优势计算、损失归一化与后端调度等挑战的实用测试平台。
  • 来源文件：
  • /inbox/tom/_candidates/2026-08-19-agent-rag-longcontext-candidates.json
  • [S2 enrich]
  • [OpenAlex backfill]