{
  "aggregates": {
    "case": {
      "image-chart": {
        "attempts": 2,
        "latency_p50_seconds": 0.6427434999999999,
        "latency_p95_seconds": 0.665117,
        "pass_rate": 1.0,
        "passed": 2
      },
      "image-ocr": {
        "attempts": 2,
        "latency_p50_seconds": 0.645114,
        "latency_p95_seconds": 0.656947,
        "pass_rate": 1.0,
        "passed": 2
      },
      "image-scene": {
        "attempts": 2,
        "latency_p50_seconds": 1.9293174999999998,
        "latency_p95_seconds": 2.049587,
        "pass_rate": 1.0,
        "passed": 2
      },
      "image-spatial-count": {
        "attempts": 2,
        "latency_p50_seconds": 0.4152625,
        "latency_p95_seconds": 0.425198,
        "pass_rate": 1.0,
        "passed": 2
      },
      "image-ui": {
        "attempts": 2,
        "latency_p50_seconds": 0.680536,
        "latency_p95_seconds": 0.721694,
        "pass_rate": 1.0,
        "passed": 2
      },
      "multi-image-comparison": {
        "attempts": 2,
        "latency_p50_seconds": 4.6543145,
        "latency_p95_seconds": 8.41033,
        "pass_rate": 1.0,
        "passed": 2
      }
    },
    "modality": {
      "image": {
        "attempts": 12,
        "latency_p50_seconds": 0.661032,
        "latency_p95_seconds": 8.41033,
        "pass_rate": 1.0,
        "passed": 12
      }
    }
  },
  "attempts": [
    {
      "case_id": "image-chart",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 12635,
          "kind": "image",
          "mime": "image/png",
          "path": "chart.png",
          "sha256": "c905e453c4e16eb274e46992d1a901bbced8f2314b47b9d408971bb176ab2f3e"
        }
      ],
      "modality": "image",
      "output": "- Q1: 10\n- Q2: 20\n- Q3: 30",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 1,
      "sampling": null,
      "seconds": 0.665117,
      "usage": {
        "completion_tokens": 22,
        "prompt_tokens": 328,
        "prompt_tokens_details": null,
        "total_tokens": 350
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "ordered_casefold",
            "values": [
              "Q1",
              "10",
              "Q2",
              "20",
              "Q3",
              "30"
            ]
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-chart",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 12635,
          "kind": "image",
          "mime": "image/png",
          "path": "chart.png",
          "sha256": "c905e453c4e16eb274e46992d1a901bbced8f2314b47b9d408971bb176ab2f3e"
        }
      ],
      "modality": "image",
      "output": "- Q1: 10\n- Q2: 20\n- Q3: 30",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 2,
      "sampling": null,
      "seconds": 0.62037,
      "usage": {
        "completion_tokens": 22,
        "prompt_tokens": 328,
        "prompt_tokens_details": null,
        "total_tokens": 350
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "ordered_casefold",
            "values": [
              "Q1",
              "10",
              "Q2",
              "20",
              "Q3",
              "30"
            ]
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-ocr",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 15916,
          "kind": "image",
          "mime": "image/png",
          "path": "ocr.png",
          "sha256": "a8d5158019fb2b08ee9f6a153860ab2342384644f7c53ab58fdd45658124e83e"
        }
      ],
      "modality": "image",
      "output": "ANVIL READY\nCODE 42917\nTEMPERATURE 42 C",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 1,
      "sampling": null,
      "seconds": 0.656947,
      "usage": {
        "completion_tokens": 19,
        "prompt_tokens": 324,
        "prompt_tokens_details": null,
        "total_tokens": 343
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "ANVIL READY"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "42917"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "42"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-ocr",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 15916,
          "kind": "image",
          "mime": "image/png",
          "path": "ocr.png",
          "sha256": "a8d5158019fb2b08ee9f6a153860ab2342384644f7c53ab58fdd45658124e83e"
        }
      ],
      "modality": "image",
      "output": "ANVIL READY\nCODE 42917\nTEMPERATURE 42 C",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 2,
      "sampling": null,
      "seconds": 0.633281,
      "usage": {
        "completion_tokens": 19,
        "prompt_tokens": 324,
        "prompt_tokens_details": null,
        "total_tokens": 343
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "ANVIL READY"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "42917"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "42"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-scene",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 13187,
          "kind": "image",
          "mime": "image/png",
          "path": "scene.png",
          "sha256": "30a1f11e40bf4e0a8595d39828e0aa362e8b28ac683c404a1068cc20bf7f7bda"
        }
      ],
      "modality": "image",
      "output": "The scene shows a simple graphic on a dark navy background. At the top, a yellow title reads **\"SUNNY DAY\"**. Below it, white text says **\"RED CAR\"**, and beneath that is a red rectangle representing the car, sitting on top of a green strip labeled **\"GREEN PARK\"** in white text.",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 1,
      "sampling": null,
      "seconds": 2.049587,
      "usage": {
        "completion_tokens": 72,
        "prompt_tokens": 328,
        "prompt_tokens_details": null,
        "total_tokens": 400
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "red car"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "green park"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "sunny day"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-scene",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 13187,
          "kind": "image",
          "mime": "image/png",
          "path": "scene.png",
          "sha256": "30a1f11e40bf4e0a8595d39828e0aa362e8b28ac683c404a1068cc20bf7f7bda"
        }
      ],
      "modality": "image",
      "output": "The scene shows a simple graphic on a dark navy background. At the top, a yellow title reads **\"SUNNY DAY\"**. Below it, white text says **\"RED CAR\"**, and beneath that is a red rectangle representing the car, sitting on top of a green strip labeled **\"GREEN PARK\"** in white text.",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 2,
      "sampling": null,
      "seconds": 1.809048,
      "usage": {
        "completion_tokens": 72,
        "prompt_tokens": 328,
        "prompt_tokens_details": null,
        "total_tokens": 400
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "red car"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "green park"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "sunny day"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-spatial-count",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 8785,
          "kind": "image",
          "mime": "image/png",
          "path": "spatial.png",
          "sha256": "d48f47cfba9d65524d6a9ca37d593550e10400c1b5fa160bec8aea24e0164051"
        }
      ],
      "modality": "image",
      "output": "three",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 1,
      "sampling": null,
      "seconds": 0.425198,
      "usage": {
        "completion_tokens": 3,
        "prompt_tokens": 328,
        "prompt_tokens_details": null,
        "total_tokens": 331
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "three"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-spatial-count",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 8785,
          "kind": "image",
          "mime": "image/png",
          "path": "spatial.png",
          "sha256": "d48f47cfba9d65524d6a9ca37d593550e10400c1b5fa160bec8aea24e0164051"
        }
      ],
      "modality": "image",
      "output": "three",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 2,
      "sampling": null,
      "seconds": 0.405327,
      "usage": {
        "completion_tokens": 3,
        "prompt_tokens": 328,
        "prompt_tokens_details": null,
        "total_tokens": 331
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "three"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-ui",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 16940,
          "kind": "image",
          "mime": "image/png",
          "path": "ui.png",
          "sha256": "03fd14d8b68973c915de2848736d22eb6f67ba6bdb5da2a7a563085ac894e804"
        }
      ],
      "modality": "image",
      "output": "**Application name:** ANVIL SERVING\n**Status:** READY\n**GPU:** 42 percent",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 1,
      "sampling": null,
      "seconds": 0.721694,
      "usage": {
        "completion_tokens": 24,
        "prompt_tokens": 324,
        "prompt_tokens_details": null,
        "total_tokens": 348
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "ANVIL SERVING"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "READY"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "42"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "image-ui",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 16940,
          "kind": "image",
          "mime": "image/png",
          "path": "ui.png",
          "sha256": "03fd14d8b68973c915de2848736d22eb6f67ba6bdb5da2a7a563085ac894e804"
        }
      ],
      "modality": "image",
      "output": "**Application name:** ANVIL SERVING\n**Status:** READY\n**GPU:** 42 percent",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 2,
      "sampling": null,
      "seconds": 0.639378,
      "usage": {
        "completion_tokens": 24,
        "prompt_tokens": 324,
        "prompt_tokens_details": null,
        "total_tokens": 348
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "ANVIL SERVING"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "READY"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "42"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "multi-image-comparison",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 8000,
          "kind": "image",
          "mime": "image/png",
          "path": "compare-a.png",
          "sha256": "7dac4f31d62c88d765150aa6051efea9ddaaa8c64312080be4c5b8f6ad96322a"
        },
        {
          "bytes": 7679,
          "kind": "image",
          "mime": "image/png",
          "path": "compare-b.png",
          "sha256": "8f7cdfd733f1ee9731de6160e77af6aa50189edec6eaf9ddd7654a0c8300a43e"
        }
      ],
      "modality": "image",
      "output": "Meter B is higher at **75 percent**, compared to Meter A at 25 percent \u2014 a difference of 50 percentage points.",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 1,
      "sampling": null,
      "seconds": 8.41033,
      "usage": {
        "completion_tokens": 28,
        "prompt_tokens": 629,
        "prompt_tokens_details": null,
        "total_tokens": 657
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "meter b"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "75"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    },
    {
      "case_id": "multi-image-comparison",
      "failure": null,
      "finish_reason": "stop",
      "media": [
        {
          "bytes": 8000,
          "kind": "image",
          "mime": "image/png",
          "path": "compare-a.png",
          "sha256": "7dac4f31d62c88d765150aa6051efea9ddaaa8c64312080be4c5b8f6ad96322a"
        },
        {
          "bytes": 7679,
          "kind": "image",
          "mime": "image/png",
          "path": "compare-b.png",
          "sha256": "8f7cdfd733f1ee9731de6160e77af6aa50189edec6eaf9ddd7654a0c8300a43e"
        }
      ],
      "modality": "image",
      "output": "Meter B is higher at **75 percent**, compared to Meter A at 25 percent \u2014 a difference of 50 percentage points.",
      "passed": true,
      "reasoning": {
        "chars": 0,
        "field": null,
        "tokens": null
      },
      "repetition": 2,
      "sampling": null,
      "seconds": 0.898299,
      "usage": {
        "completion_tokens": 28,
        "prompt_tokens": 629,
        "prompt_tokens_details": null,
        "total_tokens": 657
      },
      "validation": {
        "assertions": [
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "meter b"
          },
          {
            "passed": true,
            "type": "contains_casefold",
            "value": "75"
          }
        ],
        "finish_reason_allowed": true,
        "visible_answer": true
      }
    }
  ],
  "configuration": {
    "allowed_finish_reasons": [
      "stop"
    ],
    "chat_template_kwargs": null,
    "concurrency": 1,
    "max_images_per_request": 16,
    "max_tokens": 512,
    "max_videos_per_request": 1,
    "reasoning_effort": "low",
    "thinking_mode": "default",
    "timeout_seconds": 180.0
  },
  "corpus": {
    "cases": [
      {
        "assertions": [
          {
            "type": "contains_casefold",
            "value": "red car"
          },
          {
            "type": "contains_casefold",
            "value": "green park"
          },
          {
            "type": "contains_casefold",
            "value": "sunny day"
          }
        ],
        "id": "image-scene",
        "media": [
          {
            "bytes": 13187,
            "kind": "image",
            "mime": "image/png",
            "path": "scene.png",
            "sha256": "30a1f11e40bf4e0a8595d39828e0aa362e8b28ac683c404a1068cc20bf7f7bda"
          }
        ],
        "modality": "image",
        "prompt": "Describe the scene and report every prominent label. Use the labels verbatim.",
        "repetitions": 2,
        "sampling": null
      },
      {
        "assertions": [
          {
            "type": "contains_casefold",
            "value": "ANVIL READY"
          },
          {
            "type": "contains_casefold",
            "value": "42917"
          },
          {
            "type": "contains_casefold",
            "value": "42"
          }
        ],
        "id": "image-ocr",
        "media": [
          {
            "bytes": 15916,
            "kind": "image",
            "mime": "image/png",
            "path": "ocr.png",
            "sha256": "a8d5158019fb2b08ee9f6a153860ab2342384644f7c53ab58fdd45658124e83e"
          }
        ],
        "modality": "image",
        "prompt": "Transcribe all visible text exactly. Preserve every number.",
        "repetitions": 2,
        "sampling": null
      },
      {
        "assertions": [
          {
            "type": "ordered_casefold",
            "values": [
              "Q1",
              "10",
              "Q2",
              "20",
              "Q3",
              "30"
            ]
          }
        ],
        "id": "image-chart",
        "media": [
          {
            "bytes": 12635,
            "kind": "image",
            "mime": "image/png",
            "path": "chart.png",
            "sha256": "c905e453c4e16eb274e46992d1a901bbced8f2314b47b9d408971bb176ab2f3e"
          }
        ],
        "modality": "image",
        "prompt": "Read the chart and report each quarter with its value in ascending quarter order.",
        "repetitions": 2,
        "sampling": null
      },
      {
        "assertions": [
          {
            "type": "contains_casefold",
            "value": "ANVIL SERVING"
          },
          {
            "type": "contains_casefold",
            "value": "READY"
          },
          {
            "type": "contains_casefold",
            "value": "42"
          }
        ],
        "id": "image-ui",
        "media": [
          {
            "bytes": 16940,
            "kind": "image",
            "mime": "image/png",
            "path": "ui.png",
            "sha256": "03fd14d8b68973c915de2848736d22eb6f67ba6bdb5da2a7a563085ac894e804"
          }
        ],
        "modality": "image",
        "prompt": "Report the application name, status, and GPU percentage.",
        "repetitions": 2,
        "sampling": null
      },
      {
        "assertions": [
          {
            "type": "contains_casefold",
            "value": "three"
          }
        ],
        "id": "image-spatial-count",
        "media": [
          {
            "bytes": 8785,
            "kind": "image",
            "mime": "image/png",
            "path": "spatial.png",
            "sha256": "d48f47cfba9d65524d6a9ca37d593550e10400c1b5fa160bec8aea24e0164051"
          }
        ],
        "modality": "image",
        "prompt": "Count the blue boxes. Reply with the count written as an English word.",
        "repetitions": 2,
        "sampling": null
      },
      {
        "assertions": [
          {
            "type": "contains_casefold",
            "value": "meter b"
          },
          {
            "type": "contains_casefold",
            "value": "75"
          }
        ],
        "id": "multi-image-comparison",
        "media": [
          {
            "bytes": 8000,
            "kind": "image",
            "mime": "image/png",
            "path": "compare-a.png",
            "sha256": "7dac4f31d62c88d765150aa6051efea9ddaaa8c64312080be4c5b8f6ad96322a"
          },
          {
            "bytes": 7679,
            "kind": "image",
            "mime": "image/png",
            "path": "compare-b.png",
            "sha256": "8f7cdfd733f1ee9731de6160e77af6aa50189edec6eaf9ddd7654a0c8300a43e"
          }
        ],
        "modality": "image",
        "prompt": "Compare the two meters. Identify which meter is higher and report its percentage.",
        "repetitions": 2,
        "sampling": null
      }
    ],
    "path": "benchmarks/corpora/agents-a1-v1/image-corpus.json",
    "provenance": {
      "derived_from": "corpus.json",
      "observed_date": "2026-08-29",
      "scope": "Deterministic image-only qualification subset for servers that intentionally disable video",
      "synthetic": {
        "generator": "generate.py",
        "license": "CC0-1.0"
      }
    },
    "schema": "multimodal-corpus/v1",
    "sha256": "a514ae146b5aab3bcb55ae9fb27f55a41791a20863304d1bb95947e93931cd12"
  },
  "failed_attempts": 0,
  "finished_at": "2026-08-29T23:01:52Z",
  "identity": {
    "base_url": "http://127.0.0.1:8001/v1",
    "engine_build_ref": "3bff1d5fdbafcc3d9865abebddbfe1eef435adef",
    "engine_revision": null,
    "hardware": "dual-rtx-pro-6000-max-q-tp2",
    "model": "glm53-flash-tr3-4bpw-tp2-262k-fixed-mtp5-vision",
    "model_revision": "5ab363a8dcf6405955fd5f99671e01a1c9fb124b",
    "runtime_image": "ghcr.io/tpurtell/glm-5.3-flash-exl3-4bpw-2x-rtx@sha256:da5cec95778bf6996660b52e28a6e51737fec69cfc3d508bf298c8a89f273ac5",
    "served_models": [
      "glm53-flash-tr3-4bpw-tp2-262k-fixed-mtp5-vision"
    ]
  },
  "passed": true,
  "passed_attempts": 12,
  "requests": 12,
  "run_id": "multimodal-20260829T230134Z",
  "schema": "multimodal-benchmark-evidence/v1",
  "started_at": "2026-08-29T23:01:34Z"
}
