https://inkeast.github.io/MessageDaily/tags/%E8%87%AA%E8%BF%9B%E5%8C%96/Recent content in 自进化 on MessageDailyHugozh-cnSat, 05 Sep 2026 00:00:00 +0000https://inkeast.github.io/MessageDaily/posts/2026-09-05-harnessevo-value-localization-paper-reading/Sat, 05 Sep 2026 00:00:00 +0000https://inkeast.github.io/MessageDaily/posts/2026-09-05-harnessevo-value-localization-paper-reading/HarnessEvo 把 Agent harness 分解为 role/strategy/format/control 四个可独立进化的槽位，用 leave-one-in/out 协议做价值归因：整体指标’看似无效’（0.657 vs 0.642），但收益完全 localized 于 reflection/control 槽位（+0.119, p=0.0046）；等预算下多槽位同进反而互相稀释——预算分摊陷阱。本文基于全文阅读拆解其归因协议与对自进化领域的方法论警示。