1. Coding harness study overview with context management, planning, and action-space ablations.

    arXiv preprint arXiv:2609.20804, 2026.

    An Empirical Study of Harness Design for Coding Agents

    Run-Ze Fan, Zihao Zhang, Simin Ma, Yebowen Hu, Shouju Wang, Kaiqiang Song, Fei Liu, Hamed Zamani, and Xiaoyang Wang.

    An empirical study of how planning, tool interfaces, and context management shape the accuracy–cost trade-offs of long-horizon coding agents.

  2. AgentPrivArena connects seeded service records to an agent that reads information and executes actions.
  3. MPCI-Bench construction pipeline: image-based seed pairs, story refinement, and agent trace simulation.
  4. PrivacyChecker integration in an agent workflow using MCP tools and agent-to-agent communication.
  5. 2025