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「说 Harness 会被淘汰的,肯定没做过工程」,Kimi 前 CLI 负责人戳破了 AI 圈最大的误解

雷峰网 (AI科技评论) LLM Agents 2026-08-31
Representative image for 「说 Harness 会被淘汰的,肯定没做过工程」,Kimi 前 CLI 负责人戳破了 AI 圈最大的误解

TL;DR - Former Kimi CLI lead Richard Qian argues that stronger models will not eliminate agent harnesses; instead, complexity will shift from compensating for model weaknesses to coordinating multi-agent systems. This matters because state, memory, permissions, communication, and governance remain systems-engineering problems even as individual agents improve.

  • Kimi CLI reportedly removed dedicated subagent scheduling and native parallel-tool controls once models could orchestrate tasks through shell scripts.
  • More capable agents created higher-level requirements: cross-session state, proactive context management, task handoffs, communication protocols, and dynamic permissions.
  • Qian defines a harness as the runtime control layer covering execution loops, context and state, tool and resource scheduling, and safety boundaries.
  • His startup Raft focuses on this higher-level layer, coordinating persistent agents from different vendors in shared, auditable workflows rather than building another single-agent runtime.

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