Collect first agent research and market sources

2026-07-08 12:08:24 +08:00
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 | Priority | Paper | Topic | Reason | Status | Link |
 | --- | --- | --- | --- | --- | --- |
-| _TBD_ | _TBD_ | _TBD_ | _TBD_ | queued | _TBD_ |
+| P0 | OpenAgentSafety | agent safety / evaluation | 真实工具、多轮、多用户安全评估，直接对应 Agent eval 需求 | skimmed | https://arxiv.org/abs/2507.06134 |
+| P0 | Memory for Autonomous LLM Agents | memory | 综述 memory 机制、评估和工程挑战，对 JD 高频 memory/context 信号有解释力 | skimmed | https://arxiv.org/html/2603.07670v1 |
+| P0 | EvoMemBench | memory benchmark | 说明 memory 不总是优于长上下文，适合作为实验设计依据 | skimmed | https://arxiv.org/html/2605.18421 |
+| P0 | SWE-EVO | coding agent benchmark | 长程软件演进任务比 SWE-Bench 更接近真实工程 | skimmed | https://arxiv.org/html/2512.18470v5 |
+| P1 | Dialogue-SWEBench | human-in-the-loop coding agent | 评估 coding agent 澄清需求能力，补足全自动 benchmark 盲区 | skimmed | https://arxiv.org/html/2606.13995v1 |
+| P1 | Taxonomy and Consistency Analysis of Safety Benchmarks for AI Agents | safety benchmark taxonomy | 用于选择和比较 Agent safety benchmark | queued | https://arxiv.org/html/2605.16282v1 |

 ## Priority Rules