{
  "title": "Super-agent author-reported synthetic scheduling results",
  "verifiedOn": "2026-11-02",
  "evidenceClass": "author-reported results transcribed from an attributed republication; not independently rerun",
  "originalArticle": "https://zhuanlan.zhihu.com/p/2099987320443237060",
  "textCrossCheck": "https://www.chaincatcher.com/article/2300676",
  "figureSource": "https://blog2.eimoon.com/p/deepseek-super-agent-design/fig-13.jpg",
  "protocol": {
    "repeatsPerConfiguration": 5,
    "messagesPerRunApprox": 300,
    "workRequestsPerRunApprox": 20,
    "workExecution": "time-consuming mock tool, not real coding",
    "timeScaling": "message intervals and work durations scaled to one quarter; model call durations unscaled",
    "latencyBoundary": "work request to result message",
    "percentileAggregation": "author-reported summary; per-run data and exact aggregation not available to this analysis",
    "cacheReadBoundary": "all sessions per run; not total tokens or total monetary cost"
  },
  "results": [
    {
      "id": "super-agent",
      "label": "Super-agent",
      "p50Minutes": 12.4,
      "p95Minutes": 15.7,
      "cacheReadMillionTokens": 23.23
    },
    {
      "id": "no-pass-through",
      "label": "Super-agent，去掉直通",
      "p50Minutes": 12.6,
      "p95Minutes": 15.5,
      "cacheReadMillionTokens": 31.77
    },
    {
      "id": "neutral",
      "label": "单主会话 + Subagent，中性提示",
      "p50Minutes": 20.4,
      "p95Minutes": 29.5,
      "cacheReadMillionTokens": 6.05
    },
    {
      "id": "delegation-first",
      "label": "单主会话 + Subagent，优先委派",
      "p50Minutes": 13.8,
      "p95Minutes": 29.0,
      "cacheReadMillionTokens": 10.82
    }
  ],
  "derived": {
    "removingPassThroughCacheReadIncreasePercent": 36.762806715454154,
    "keepingPassThroughCacheReadDecreasePercent": 26.880705067673905,
    "note": "Derived from the reported rounded values; not a new runtime experiment."
  }
}