PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents

  • 类型：arxiv
  • 标识：2608.04003
  • 链接：http://arxiv.org/abs/2608.04003v1
  • 主分类：agent
  • 形态：benchmark
  • 被引：0
  • 被引来源：Semantic Scholar
  • S2被引：0
  • 影响力被引：0
  • TLDR：The PAST-Bench benchmark is introduced, a benchmark designed to isolate how persistent agents can progress from retaining experience to systematically improving through it, and Hermes+ is developed, which raises the average gain from retained experience and provides clearer pathway evidence.
  • 副分类：evaluation
  • 待LLM分类：否
  • 标题中文：PAST-Bench：面向个人 Agent 递归自我改进基础的基准评测
  • TLDR中文：提出 PAST-Bench 基准，用于隔离评估持久 agent 从经验保留到系统性改进的能力；开发 Hermes+，提升了来自保留经验的平均增益，并提供更清晰的路径证据。
  • 来源文件：
  • /inbox/tom/_candidates/2026-08-05-agent-rag-longcontext-candidates.json
  • /inbox/tom/_candidates/2026-08-06-agent-rag-longcontext-candidates.json
  • [S2 enrich]