{
  "checked": "2026-10-25",
  "hero": {
    "file": "00-harness-ilustrace.png",
    "kind": "AI conceptual illustration; built-in image_gen"
  },
  "diagrams": {
    "01-od-postroje-k-agentum.png": [
      "https://www.etymonline.com/word/harness",
      "https://www.nist.gov/system/files/documents/2025/04/29/61012-1990.pdf",
      "https://www.anthropic.com/research/effective-harnesses-for-long-running-agents",
      "https://www.langchain.com/blog/improving-deep-agents-with-harness-engineering"
    ],
    "02-pracovni-smycka.png": [
      "https://code.claude.com/docs/en/how-claude-code-works",
      "https://developers.openai.com/blog/codex-as-a-platform"
    ],
    "07-cena-prijateho-vysledku.png": "Invented example; not measured data",
    "08-markdown-rag-graf-hear.png": {
      "kind": "Original explanatory diagram; practical guidance, not a measured ranking",
      "sources": [
        "https://www.anthropic.com/research/effective-context-engineering-for-ai-agents",
        "https://arxiv.org/abs/2005.11401",
        "https://learn.microsoft.com/en-us/azure/search/hybrid-search-overview",
        "https://www.microsoft.com/en-us/research/blog/graphrag-new-tool-for-complex-data-discovery-now-on-github/",
        "https://www.w3.org/TR/swbp-n-aryRelations/",
        "https://arxiv.org/html/2605.14259v3"
      ]
    }
  },
  "plots": {
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      "langchain": [
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        66.5
      ],
      "skillsbench": [
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        50.5
      ],
      "sources": [
        "https://www.langchain.com/blog/improving-deep-agents-with-harness-engineering",
        "https://arxiv.org/html/2602.12670v4"
      ]
    },
    "04-model-krat-harness.png": {
      "source": "https://arxiv.org/html/2605.27922v2",
      "table": 2,
      "models": [
        "GPT-5.6 Sol",
        "DeepSeek-V4-Pro",
        "Kimi-K3"
      ],
      "harnesses": [
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        "Codex",
        "OpenCode",
        "OpenClaw",
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      "scores": [
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          71.0,
          73.1,
          71.2
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        [
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          69.0,
          64.3,
          67.3
        ],
        [
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          65.1,
          69.5,
          67.3,
          68.2
        ]
      ]
    },
    "05-terminal-bench-4.png": {
      "source": "https://www.tbench.ai/",
      "effort": "max",
      "rows": [
        [
          "Opus 5.5 · Claude Code",
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          3.1
        ],
        [
          "Sonnet 5.5 · Claude Code",
          61.8,
          2.9
        ],
        [
          "GPT-6 Astra · Codex",
          58.2,
          2.8
        ],
        [
          "GPT-6.1 Sol · Codex",
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      "error_bars": "95% confidence intervals"
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    "04-model-krat-harness-vsechny.png": {
      "source": "https://arxiv.org/html/2605.27922v2",
      "table": 2,
      "revision": "2026-10-15",
      "task_set": "general",
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      "metric": "mean score out of 100, not percentage of fully completed tasks",
      "runs_per_task_model_harness": 1,
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      "models": [
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        "DeepSeek-V4-Flash",
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        "Gemma-4-31B",
        "Qwen3.8-27B"
      ],
      "scores": [
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          71.0,
          73.1,
          71.2,
          71.5,
          66.5
        ],
        [
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          67.1,
          67.9,
          68.4,
          69.6,
          64.2
        ],
        [
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          67.3,
          66.9,
          67.8,
          68.0,
          68.3,
          64.5
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        [
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          67.4,
          66.3,
          68.0,
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        [
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        [
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        [
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          69.5,
          67.3,
          68.2,
          67.0,
          65.2
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        [
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          59.3,
          58.8,
          59.6,
          52.7,
          52.2
        ],
        [
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          62.4,
          65.1,
          58.3,
          61.8,
          25.9,
          34.3
        ]
      ]
    }
  },
  "screenshot": {
    "file": "06-krabici-skutecny-screenshot.png",
    "source": "2026-10-24-ctyri-ai-na-ostrove-schody-a-aster/01-kimi-vystoupil-aster-prisel.png",
    "edited": false
  }
}