{
  "schema_version": "gb10-benchmark-public-v1",
  "release_id": "gb10-llm-benchmark-v1-20260906",
  "generated_at": "2026-09-06",
  "title": "GB10 LLM Benchmark v1 통합 재검증 결과",
  "status": "published-candidate",
  "scope": {
    "hardware": "NVIDIA DGX Spark GB10",
    "runtime": "llama.cpp",
    "reasoning_mode": "off",
    "raw_runs_public": false,
    "model_variant_count": 18,
    "suite_count": 7,
    "revalidated_evaluator_runs": 72,
    "reused_source_runs": 54,
    "source_run_references": 126
  },
  "suite_versions": {
    "performance": "existing-v1",
    "server_performance": "existing-v1",
    "knowledge": "1.2",
    "coding": "existing-v1",
    "tool_call": "1.1",
    "agent_single": "1.1",
    "agent_multi": "1.1"
  },
  "methodology": {
    "evaluator_versions": {
      "performance": "existing-v1",
      "server_performance": "existing-v1",
      "knowledge": "1.2",
      "coding": "existing-v1",
      "tool_call": "1.1",
      "agent_single": "1.1",
      "agent_multi": "1.1"
    },
    "datasets": [
      {
        "id": "knowledge-v1",
        "version": "legacy v1",
        "public_path": "datasets/knowledge-v1/knowledge-v1.jsonl",
        "sha256": "44883816f2b11f8560c69a6c28933c2496ea137a5b98860dd102d397349f650c",
        "scoring_type": "deterministic normalized answer matching",
        "reasoning": "off"
      },
      {
        "id": "knowledge-v1.2",
        "version": "canonical Knowledge evaluator",
        "public_path": "datasets/knowledge-v1.2/knowledge-v1.2.jsonl",
        "sha256": "66e691da99a416fdf59887930d40c0dd7d12538b9f81b818e15e5bd0f6584079",
        "scoring_type": "deterministic normalized answer matching",
        "reasoning": "off"
      },
      {
        "id": "coding-v1",
        "version": "existing Coding v1",
        "public_path": "datasets/coding-v1/coding-v1.jsonl",
        "sha256": "53a283316be1ab63ee04c051d5194decbc3c7e27b76e5c177293bcab87dccbbd",
        "scoring_type": "pytest execution",
        "reasoning": "off"
      },
      {
        "id": "tool-call-v1.1",
        "version": "canonical Tool-call evaluator",
        "public_path": "datasets/tool-call-v1/tool-call-v1.jsonl",
        "sha256": "8c0c1abefa2825c97341afaee620adbbf60cf43add20e0535c599872733065d5",
        "scoring_type": "deterministic tool/argument/execution",
        "reasoning": "off"
      },
      {
        "id": "agent-single-v1.1",
        "version": "canonical Agent-single evaluator",
        "public_path": "datasets/agent-single-v1/agent-single-v1.jsonl",
        "sha256": "188a63368a0631cc6cc6a80a8eed165f559f8131b5196ba28a951c428479b5d5",
        "scoring_type": "deterministic completion/step/tool",
        "reasoning": "off"
      },
      {
        "id": "agent-multi-v1.1",
        "version": "canonical Agent-multi evaluator",
        "public_path": "datasets/agent-multi-v1/agent-multi-v1.jsonl",
        "sha256": "ee9bc5035f9ca17be36a3749e62322d767232570960ae80d3041b2b1741a010a",
        "scoring_type": "deterministic role/handoff/completion",
        "reasoning": "off"
      }
    ],
    "limitations": [
      "Performance and server-performance are reused historical runs, while Knowledge/Tool-call/Agent suites use the 2026-09-06 revalidation lane.",
      "Scores are fixed-harness observations, not universal product quality or safety scores.",
      "Agent-multi is a role/tool handoff evaluator in this release, not an independent-agent deployment benchmark.",
      "Raw runs, raw prompts/responses, and local model artifacts are not public."
    ]
  },
  "source_policy": {
    "revalidated_lane": "Knowledge 1.2, Tool-call 1.1, Agent-single 1.1, Agent-multi 1.1",
    "reused_lane": "Existing Performance, Server-performance, and Coding v1 runs",
    "source_run_id_semantics": "Each suite points to the exact local run used for this public projection."
  },
  "models": [
    {
      "model_id": "ornith-1-5-q5-k-m",
      "model": "Ornith 1.5",
      "variant": "Q5_K_M",
      "quantization": "Q5_K_M",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-131958-3cfdfd",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1634.94996,
              "stddev_tps": 28.21344,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 64.545895,
              "stddev_tps": 1.149455,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-132350-d86bcf",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 68.33767884023186,
                "stddev": 1.2555456652906163,
                "min": 67.00320269313808,
                "max": 69.49560518270145
              },
              "per_request_generation_throughput_tps": {
                "mean": 68.34538901178355,
                "stddev": 1.2480926992219137,
                "min": 65.97346155791323,
                "max": 70.19380292511086
              },
              "latency_p50_s": {
                "mean": 7.487469965331305,
                "stddev": 0.12327183528434356,
                "min": 7.373318388999905,
                "max": 7.618186832998617
              },
              "latency_p95_s": {
                "mean": 7.574939027749254,
                "stddev": 0.15785404917718465,
                "min": 7.426039278853932,
                "max": 7.740435864945903
              },
              "latency_p99_s": {
                "mean": 7.5824458175495,
                "stddev": 0.16537134131278589,
                "min": 7.427605439774416,
                "max": 7.756644224985648
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 92.76442346945097,
                "stddev": 1.435845550580574,
                "min": 91.89731618822645,
                "max": 94.42180151219681
              },
              "per_request_generation_throughput_tps": {
                "mean": 46.760522703476866,
                "stddev": 1.3563699373368017,
                "min": 44.86374358175412,
                "max": 49.80848185877438
              },
              "latency_p50_s": {
                "mean": 11.032101824666219,
                "stddev": 0.2042295358862432,
                "min": 10.797707159999845,
                "max": 11.171750419998716
              },
              "latency_p95_s": {
                "mean": 11.251250208982794,
                "stddev": 0.15734755175391385,
                "min": 11.079705378347716,
                "max": 11.38886402044991
              },
              "latency_p99_s": {
                "mean": 11.270934069262706,
                "stddev": 0.15595665866608074,
                "min": 11.101061924468668,
                "max": 11.40763953608919
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 129.08793060216533,
                "stddev": 1.2199357370394341,
                "min": 127.86248274304725,
                "max": 130.30227846820225
              },
              "per_request_generation_throughput_tps": {
                "mean": 32.623662563935184,
                "stddev": 1.9523819515588845,
                "min": 28.048499080265252,
                "max": 36.7360155722831
              },
              "latency_p50_s": {
                "mean": 15.90993307283255,
                "stddev": 0.2622586886411756,
                "min": 15.608482866995473,
                "max": 16.08566717050053
              },
              "latency_p95_s": {
                "mean": 16.95501932458319,
                "stddev": 0.31353457616305724,
                "min": 16.674913328750335,
                "max": 17.29371623449697
              },
              "latency_p99_s": {
                "mean": 17.230368366785477,
                "stddev": 0.7328102643301873,
                "min": 16.67934884015085,
                "max": 18.06202019330085
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 164.05800885558978,
                "stddev": 2.9027068066576223,
                "min": 161.4146801155931,
                "max": 167.16441877738174
              },
              "per_request_generation_throughput_tps": {
                "mean": 21.110228230955702,
                "stddev": 1.8601325838510172,
                "min": 18.005247091919983,
                "max": 25.383993097051235
              },
              "latency_p50_s": {
                "mean": 24.919508402498952,
                "stddev": 0.41720352773995595,
                "min": 24.448869509498763,
                "max": 25.243895563999104
              },
              "latency_p95_s": {
                "mean": 27.05375105841655,
                "stddev": 1.0025382930838813,
                "min": 25.952491096498854,
                "max": 27.913416476351994
              },
              "latency_p99_s": {
                "mean": 27.311439787290436,
                "stddev": 1.1515448134751984,
                "min": 26.06019449536856,
                "max": 28.326734567261663
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012545-d5c2ab",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 92,
          "accuracy": 0.92,
          "pass_rate": 0.92,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 15,
              "accuracy": 0.75,
              "pass_rate": 0.75
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 37,
              "accuracy": 0.925,
              "pass_rate": 0.925
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-133625-26bbb8",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 9,
          "pass_rate": 0.75,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "runtime_error": 1,
            "syntax_error": 2
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005207-3d30c2",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.8666666666666667,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8,
          "exec_rate": 0.8666666666666667,
          "failure_types": {
            "wrong_arguments": 2,
            "execution_error": 1,
            "wrong_tool": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005233-6b715b",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 8,
          "correct": 8,
          "pass_rate": 0.6666666666666666,
          "avg_steps": 3.3333333333333335,
          "avg_tool_calls": 2.3333333333333335,
          "tool_calls_total": 28,
          "failed_tool_calls": 4,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 2,
            "missing_required_step": 2
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005319-5297e7",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 8,
          "correct": 8,
          "pass_rate": 0.8,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.5,
          "avg_tool_calls": 2.5,
          "tool_calls_total": 25,
          "failed_tool_calls": 3,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "missing_required_step": 2
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "ornith-1-5-q6-k",
      "model": "Ornith 1.5",
      "variant": "Q6_K",
      "quantization": "Q6_K",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-134111-76e244",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1432.075212,
              "stddev_tps": 17.219698,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 57.901217,
              "stddev_tps": 0.894029,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-134533-c5b64a",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 62.40177855629509,
                "stddev": 0.2494938612528866,
                "min": 62.14159322181844,
                "max": 62.638992092626836
              },
              "per_request_generation_throughput_tps": {
                "mean": 62.40929693442324,
                "stddev": 0.6537628629761182,
                "min": 61.261633639149416,
                "max": 63.91123478047478
              },
              "latency_p50_s": {
                "mean": 8.193539806498544,
                "stddev": 0.04025836800561985,
                "min": 8.162664861996745,
                "max": 8.239073616499809
              },
              "latency_p95_s": {
                "mean": 8.284897822481678,
                "stddev": 0.041046658549896836,
                "min": 8.250620475499819,
                "max": 8.330384790295648
              },
              "latency_p99_s": {
                "mean": 8.296653103161468,
                "stddev": 0.05088434916633981,
                "min": 8.252200641499584,
                "max": 8.352153963655729
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 85.52228155296592,
                "stddev": 0.41061530391798867,
                "min": 85.16379756103989,
                "max": 85.97026477848117
              },
              "per_request_generation_throughput_tps": {
                "mean": 42.94414470141386,
                "stddev": 1.4327036838570895,
                "min": 39.73522891206207,
                "max": 45.9414481021232
              },
              "latency_p50_s": {
                "mean": 11.925163934833108,
                "stddev": 0.08351746906964408,
                "min": 11.870592042498174,
                "max": 12.021309151001333
              },
              "latency_p95_s": {
                "mean": 12.457034810881062,
                "stddev": 0.2904132099270711,
                "min": 12.122815656248713,
                "max": 12.647872009396451
              },
              "latency_p99_s": {
                "mean": 12.551362327239525,
                "stddev": 0.34226221487129144,
                "min": 12.168721915247152,
                "max": 12.828316405396981
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 116.2352243146355,
                "stddev": 0.9509553636040772,
                "min": 115.25305602977048,
                "max": 117.15154391974879
              },
              "per_request_generation_throughput_tps": {
                "mean": 29.539560182061145,
                "stddev": 1.8626301212096306,
                "min": 26.616641093132888,
                "max": 34.36680009785428
              },
              "latency_p50_s": {
                "mean": 17.52692246149915,
                "stddev": 0.027222226557863917,
                "min": 17.502883964498324,
                "max": 17.556482023999706
              },
              "latency_p95_s": {
                "mean": 18.798018955833566,
                "stddev": 0.152143120168426,
                "min": 18.632613298501383,
                "max": 18.93198829799985
              },
              "latency_p99_s": {
                "mean": 19.01587590103433,
                "stddev": 0.2050070345698494,
                "min": 18.784609305297636,
                "max": 19.175266546804416
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 154.51043736214484,
                "stddev": 1.5874163593056727,
                "min": 152.82593269413883,
                "max": 155.97856805125429
              },
              "per_request_generation_throughput_tps": {
                "mean": 19.718604172206213,
                "stddev": 1.7442991183143972,
                "min": 16.018219916737678,
                "max": 23.438923649951278
              },
              "latency_p50_s": {
                "mean": 26.48932683450039,
                "stddev": 0.4897341370199569,
                "min": 25.923906131502008,
                "max": 26.78004321049957
              },
              "latency_p95_s": {
                "mean": 29.107577623650286,
                "stddev": 0.2562806950115407,
                "min": 28.948108750900793,
                "max": 29.403198728449933
              },
              "latency_p99_s": {
                "mean": 30.147006194449812,
                "stddev": 0.8961297426863651,
                "min": 29.245616580479183,
                "max": 31.037781776516862
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012641-3397c7",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 94,
          "accuracy": 0.94,
          "pass_rate": 0.94,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-135918-37492a",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 9,
          "pass_rate": 0.75,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 2,
            "test_failure": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005517-5ceb4f",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 1.0,
          "argument_accuracy": 0.8666666666666667,
          "execution_success_rate": 0.8666666666666667,
          "tool_rate": 1.0,
          "args_rate": 0.8666666666666667,
          "exec_rate": 0.8666666666666667,
          "failure_types": {
            "wrong_arguments": 2,
            "execution_error": 2
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005548-c7c4b3",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 10,
          "correct": 10,
          "pass_rate": 0.8333333333333334,
          "avg_steps": 3.3333333333333335,
          "avg_tool_calls": 2.3333333333333335,
          "tool_calls_total": 28,
          "failed_tool_calls": 2,
          "repeated_tool_calls": 4,
          "failure_types": {
            "missing_required_step": 2
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005634-c44293",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 8,
          "correct": 8,
          "pass_rate": 0.8,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.6,
          "avg_tool_calls": 2.6,
          "tool_calls_total": 26,
          "failed_tool_calls": 3,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "final_answer_error": 1,
            "missing_required_step": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "ornith-1-5-q8-0",
      "model": "Ornith 1.5",
      "variant": "Q8_0",
      "quantization": "Q8_0",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-140444-106393",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1726.666138,
              "stddev_tps": 7.450603,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 57.79458,
              "stddev_tps": 0.276795,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-140846-2c88a0",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 60.34894015597344,
                "stddev": 0.22133010494925728,
                "min": 60.15648753367686,
                "max": 60.59079787336786
              },
              "per_request_generation_throughput_tps": {
                "mean": 60.35445516958323,
                "stddev": 0.5414998846339495,
                "min": 59.61046213459626,
                "max": 61.099706674496716
              },
              "latency_p50_s": {
                "mean": 8.489768419331085,
                "stddev": 0.041193456040039586,
                "min": 8.44544011149992,
                "max": 8.52687083499768
              },
              "latency_p95_s": {
                "mean": 8.54572135723441,
                "stddev": 0.0629419944723729,
                "min": 8.473528978253308,
                "max": 8.589090096549262
              },
              "latency_p99_s": {
                "mean": 8.548377413314714,
                "stddev": 0.0619649833341334,
                "min": 8.477065532453416,
                "max": 8.58909506250995
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 84.16253475127034,
                "stddev": 0.3286403543336648,
                "min": 83.86923494816179,
                "max": 84.51771738795011
              },
              "per_request_generation_throughput_tps": {
                "mean": 42.13017001057737,
                "stddev": 0.7021682550348329,
                "min": 40.50835646741657,
                "max": 43.11831328751064
              },
              "latency_p50_s": {
                "mean": 12.074959968000863,
                "stddev": 0.03241727604967999,
                "min": 12.041590904500481,
                "max": 12.106333236501087
              },
              "latency_p95_s": {
                "mean": 12.488610776266917,
                "stddev": 0.06611899733124374,
                "min": 12.428917882801397,
                "max": 12.55967967635188
              },
              "latency_p99_s": {
                "mean": 12.552821523521464,
                "stddev": 0.06279962414049438,
                "min": 12.503212089361696,
                "max": 12.623429852074114
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 117.31759093774491,
                "stddev": 1.2151611792853778,
                "min": 116.5017320889232,
                "max": 118.71415449354195
              },
              "per_request_generation_throughput_tps": {
                "mean": 29.823398688483,
                "stddev": 1.9638801039865945,
                "min": 26.839729055092626,
                "max": 35.18345804224202
              },
              "latency_p50_s": {
                "mean": 17.32417635483095,
                "stddev": 0.16000964714110016,
                "min": 17.229391523494996,
                "max": 17.5089185575016
              },
              "latency_p95_s": {
                "mean": 18.535950775664485,
                "stddev": 0.1894096222402098,
                "min": 18.335092756498852,
                "max": 18.711333418246795
              },
              "latency_p99_s": {
                "mean": 18.865028194066205,
                "stddev": 0.19420564145217634,
                "min": 18.64082374170139,
                "max": 18.98101678444873
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 158.08451366055377,
                "stddev": 3.9258547215499657,
                "min": 153.55216866404473,
                "max": 160.4263295271946
              },
              "per_request_generation_throughput_tps": {
                "mean": 20.2610006724516,
                "stddev": 2.1514228003243714,
                "min": 16.003605216667147,
                "max": 24.85829750358861
              },
              "latency_p50_s": {
                "mean": 26.224168289832352,
                "stddev": 0.7314971271064821,
                "min": 25.717430322998553,
                "max": 27.062772714496532
              },
              "latency_p95_s": {
                "mean": 28.475788485634013,
                "stddev": 0.45599538049132715,
                "min": 28.171156288299606,
                "max": 29.000033616899962
              },
              "latency_p99_s": {
                "mean": 29.649243244157116,
                "stddev": 1.3690458411359139,
                "min": 28.848386137351337,
                "max": 31.23003506197929
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012743-4222c1",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 93,
          "accuracy": 0.93,
          "pass_rate": 0.93,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 38,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-142222-7d90b3",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 10,
          "pass_rate": 0.8333333333333334,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 2
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005852-8e3526",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.8666666666666667,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8,
          "exec_rate": 0.8666666666666667,
          "failure_types": {
            "wrong_arguments": 2,
            "wrong_tool": 1,
            "execution_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-005928-9c1a52",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.75,
          "avg_steps": 3.3333333333333335,
          "avg_tool_calls": 2.3333333333333335,
          "tool_calls_total": 28,
          "failed_tool_calls": 3,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 1,
            "missing_required_step": 2
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010019-112caa",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.9,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.7,
          "avg_tool_calls": 2.7,
          "tool_calls_total": 27,
          "failed_tool_calls": 2,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "repeated_loop": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "north-mini-mxfp4",
      "model": "North Mini",
      "variant": "MXFP4",
      "quantization": "MXFP4",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-183924-10553d",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 2454.923638,
              "stddev_tps": 41.135493,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 68.848626,
              "stddev_tps": 1.018831,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-184209-003ab1",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 69.16984014874247,
                "stddev": 0.6318633614978502,
                "min": 68.46822525855062,
                "max": 69.69400767286228
              },
              "per_request_generation_throughput_tps": {
                "mean": 69.20447963189375,
                "stddev": 1.610716936112924,
                "min": 64.47938372966513,
                "max": 70.90214797550976
              },
              "latency_p50_s": {
                "mean": 7.381369592832925,
                "stddev": 0.029335595054220256,
                "min": 7.356169774000591,
                "max": 7.413573174999328
              },
              "latency_p95_s": {
                "mean": 7.556105684684978,
                "stddev": 0.26607198138437677,
                "min": 7.378378808849812,
                "max": 7.862004067904491
              },
              "latency_p99_s": {
                "mean": 7.577185834804938,
                "stddev": 0.3020687471062212,
                "min": 7.378691514570237,
                "max": 7.924818847184943
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 114.51654256015364,
                "stddev": 7.293179228489843,
                "min": 106.7459526650169,
                "max": 121.21322733662778
              },
              "per_request_generation_throughput_tps": {
                "mean": 57.53811744569568,
                "stddev": 5.136138748700808,
                "min": 52.97254073541199,
                "max": 63.91313433294083
              },
              "latency_p50_s": {
                "mean": 8.854362665833227,
                "stddev": 0.753968121191296,
                "min": 8.099807831502403,
                "max": 9.607742700995004
              },
              "latency_p95_s": {
                "mean": 9.62497908701213,
                "stddev": 0.03503762339234448,
                "min": 9.589980657499108,
                "max": 9.660055773193744
              },
              "latency_p99_s": {
                "mean": 9.629514840333771,
                "stddev": 0.034804197166656725,
                "min": 9.594710750702362,
                "max": 9.664319145034678
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 192.8578721428912,
                "stddev": 19.872659831547423,
                "min": 174.0219157699332,
                "max": 213.62607805472513
              },
              "per_request_generation_throughput_tps": {
                "mean": 48.608152808418474,
                "stddev": 4.360674990388913,
                "min": 43.12266411604361,
                "max": 55.45479573214989
              },
              "latency_p50_s": {
                "mean": 10.558632274000653,
                "stddev": 1.227584348556305,
                "min": 9.304650113503158,
                "max": 11.757995513500646
              },
              "latency_p95_s": {
                "mean": 11.038839286581302,
                "stddev": 0.7296575691009592,
                "min": 10.519123034500808,
                "max": 11.8729982320001
              },
              "latency_p99_s": {
                "mean": 11.039109774380146,
                "stddev": 0.72952357375034,
                "min": 10.519319125301262,
                "max": 11.873085150397674
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 269.8952835361626,
                "stddev": 4.55814531743193,
                "min": 266.91503710690944,
                "max": 275.1424384448955
              },
              "per_request_generation_throughput_tps": {
                "mean": 33.90465220703734,
                "stddev": 1.034664137899748,
                "min": 32.373957812602164,
                "max": 36.27508962861949
              },
              "latency_p50_s": {
                "mean": 15.157407225000497,
                "stddev": 0.4583230049593848,
                "min": 14.628196302997821,
                "max": 15.425451711998903
              },
              "latency_p95_s": {
                "mean": 15.652485687905088,
                "stddev": 0.142809413433524,
                "min": 15.544161161800002,
                "max": 15.8143228150082
              },
              "latency_p99_s": {
                "mean": 15.653920218339335,
                "stddev": 0.14207624711191835,
                "min": 15.546276994383225,
                "max": 15.814958257443358
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012854-b6a868",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 88,
          "accuracy": 0.88,
          "pass_rate": 0.88,
          "categories": {
            "general": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            },
            "korea": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "math": {
              "total": 20,
              "correct": 15,
              "accuracy": 0.75,
              "pass_rate": 0.75
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 24,
              "accuracy": 0.96,
              "pass_rate": 0.96
            },
            "medium": {
              "total": 40,
              "correct": 38,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "hard": {
              "total": 35,
              "correct": 26,
              "accuracy": 0.7428571428571429,
              "pass_rate": 0.7428571428571429
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-185126-78fe5a",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 11,
          "pass_rate": 0.9166666666666666,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "edge_case": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            }
          },
          "failure_types": {
            "syntax_error": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010242-4406ed",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 12,
          "pass_rate": 0.8,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8666666666666667,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8666666666666667,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 1,
            "wrong_tool": 1,
            "final_answer_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010308-34728b",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 10,
          "correct": 10,
          "pass_rate": 0.8333333333333334,
          "avg_steps": 3.5833333333333335,
          "avg_tool_calls": 2.5833333333333335,
          "tool_calls_total": 31,
          "failed_tool_calls": 4,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 1,
            "missing_required_step": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010349-d84a1c",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.7,
          "handoff_success_rate": 0.8,
          "role_participation_success_rate": 0.8,
          "avg_steps": 3.8,
          "avg_tool_calls": 2.8,
          "tool_calls_total": 28,
          "failed_tool_calls": 6,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "tool_error": 3
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "north-mini-ud-q4",
      "model": "North Mini",
      "variant": "UD-Q4",
      "quantization": "UD-Q4",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-185701-b2d23b",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 2299.059191,
              "stddev_tps": 29.340568,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 71.687116,
              "stddev_tps": 0.050564,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-185954-c24ba2",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 68.54736875171422,
                "stddev": 0.290906954171383,
                "min": 68.2115776278115,
                "max": 68.72301652730962
              },
              "per_request_generation_throughput_tps": {
                "mean": 68.55885155853463,
                "stddev": 0.8598596798984735,
                "min": 66.1284021896894,
                "max": 69.43287042535452
              },
              "latency_p50_s": {
                "mean": 7.451276738504627,
                "stddev": 0.006495791436584868,
                "min": 7.446622551004111,
                "max": 7.458697869005846
              },
              "latency_p95_s": {
                "mean": 7.564411193162232,
                "stddev": 0.11977339508245989,
                "min": 7.468167936145619,
                "max": 7.698547894644435
              },
              "latency_p99_s": {
                "mean": 7.57959533836125,
                "stddev": 0.1377947034550985,
                "min": 7.468304241624719,
                "max": 7.73371981412347
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 115.7404080952416,
                "stddev": 7.919555732616752,
                "min": 107.06353337724778,
                "max": 122.57949473956474
              },
              "per_request_generation_throughput_tps": {
                "mean": 58.14294585240137,
                "stddev": 5.0737609834634005,
                "min": 50.79135119512842,
                "max": 62.55472917222953
              },
              "latency_p50_s": {
                "mean": 8.887361708332415,
                "stddev": 0.9592411817214268,
                "min": 8.321388042495528,
                "max": 9.994908425003814
              },
              "latency_p95_s": {
                "mean": 9.493344149730062,
                "stddev": 0.9305402288384782,
                "min": 8.42044076535385,
                "max": 10.080430447992693
              },
              "latency_p99_s": {
                "mean": 9.494855282475715,
                "stddev": 0.9315700116332307,
                "min": 8.420628661876544,
                "max": 10.080451190389285
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 194.82528344627522,
                "stddev": 5.346102032926122,
                "min": 188.75210351407804,
                "max": 198.82008585219333
              },
              "per_request_generation_throughput_tps": {
                "mean": 48.96176942124976,
                "stddev": 3.8001211529824523,
                "min": 43.19496794879131,
                "max": 55.34689278517983
              },
              "latency_p50_s": {
                "mean": 10.545515477497247,
                "stddev": 0.42670014190310285,
                "min": 10.05453267149278,
                "max": 10.826712961999874
              },
              "latency_p95_s": {
                "mean": 11.182899268832747,
                "stddev": 0.5855898470932233,
                "min": 10.770126174247707,
                "max": 11.853106091995869
              },
              "latency_p99_s": {
                "mean": 11.186600755629238,
                "stddev": 0.5818788729069654,
                "min": 10.780428772440064,
                "max": 11.853207256791212
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 299.76716564814257,
                "stddev": 4.410270004983431,
                "min": 295.072734741252,
                "max": 303.82383141153537
              },
              "per_request_generation_throughput_tps": {
                "mean": 37.508107361984635,
                "stddev": 1.1613396747068365,
                "min": 35.20034352827536,
                "max": 38.671703398113635
              },
              "latency_p50_s": {
                "mean": 13.58630177466936,
                "stddev": 0.20511457316333664,
                "min": 13.440456525502668,
                "max": 13.820837705003214
              },
              "latency_p95_s": {
                "mean": 14.160821862016261,
                "stddev": 0.5598996868992929,
                "min": 13.517899421648327,
                "max": 14.541238244344276
              },
              "latency_p99_s": {
                "mean": 14.162787322966711,
                "stddev": 0.5604767548280138,
                "min": 13.519272360251634,
                "max": 14.54413139907425
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012950-ab0899",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 90,
          "accuracy": 0.9,
          "pass_rate": 0.9,
          "categories": {
            "general": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "korea": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            },
            "math": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 24,
              "accuracy": 0.96,
              "pass_rate": 0.96
            },
            "medium": {
              "total": 40,
              "correct": 38,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "hard": {
              "total": 35,
              "correct": 28,
              "accuracy": 0.8,
              "pass_rate": 0.8
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-190857-ccec3d",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 12,
          "pass_rate": 1.0,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "edge_case": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            }
          },
          "failure_types": {}
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010527-039740",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 9,
          "pass_rate": 0.6,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 2,
            "final_answer_error": 3,
            "wrong_tool": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010558-04371f",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 11,
          "correct": 11,
          "pass_rate": 0.9166666666666666,
          "avg_steps": 3.4166666666666665,
          "avg_tool_calls": 2.4166666666666665,
          "tool_calls_total": 29,
          "failed_tool_calls": 2,
          "repeated_tool_calls": 4,
          "failure_types": {
            "missing_required_step": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010639-645e21",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.7,
          "handoff_success_rate": 0.9,
          "role_participation_success_rate": 0.9,
          "avg_steps": 4.0,
          "avg_tool_calls": 3.0,
          "tool_calls_total": 30,
          "failed_tool_calls": 7,
          "invalid_tool_calls": 0,
          "handoffs": 12,
          "failure_types": {
            "tool_error": 3
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "north-mini-ud-q5",
      "model": "North Mini",
      "variant": "UD-Q5",
      "quantization": "UD-Q5",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-191515-5b2b06",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 2127.254922,
              "stddev_tps": 27.846825,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 66.020624,
              "stddev_tps": 0.057222,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-191832-4bd7c6",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 63.37936551069864,
                "stddev": 0.23962360986125325,
                "min": 63.119563437359005,
                "max": 63.591708262654215
              },
              "per_request_generation_throughput_tps": {
                "mean": 63.388619069232675,
                "stddev": 0.7216249221621092,
                "min": 61.34660299435411,
                "max": 64.08652396109413
              },
              "latency_p50_s": {
                "mean": 8.058172603166895,
                "stddev": 0.020146753751108568,
                "min": 8.039821262500482,
                "max": 8.079730232493603
              },
              "latency_p95_s": {
                "mean": 8.174009274499259,
                "stddev": 0.1135473489445481,
                "min": 8.105092746000446,
                "max": 8.305064042448794
              },
              "latency_p99_s": {
                "mean": 8.187345977298683,
                "stddev": 0.130329673719987,
                "min": 8.110711585200333,
                "max": 8.33782912768671
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 105.91669914195563,
                "stddev": 8.78197970398569,
                "min": 98.42381106267608,
                "max": 115.58054452802776
              },
              "per_request_generation_throughput_tps": {
                "mean": 53.25462347053762,
                "stddev": 5.301394860949299,
                "min": 46.88711278649156,
                "max": 58.061663172296534
              },
              "latency_p50_s": {
                "mean": 9.866912361501212,
                "stddev": 1.0047604597766648,
                "min": 8.864724735496566,
                "max": 10.874226041007205
              },
              "latency_p95_s": {
                "mean": 10.232710156249716,
                "stddev": 1.1677748027789292,
                "min": 8.884306577604729,
                "max": 10.91424896325043
              },
              "latency_p99_s": {
                "mean": 10.235262350184978,
                "stddev": 1.1697703041286207,
                "min": 8.884560432329309,
                "max": 10.91872572225111
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 177.7288383883828,
                "stddev": 26.96030744926229,
                "min": 147.11656957229664,
                "max": 197.93649564218586
              },
              "per_request_generation_throughput_tps": {
                "mean": 44.98208164209404,
                "stddev": 6.179432865072815,
                "min": 35.056549590747146,
                "max": 51.99028903612417
              },
              "latency_p50_s": {
                "mean": 11.469240284670377,
                "stddev": 1.9252372431060563,
                "min": 9.92000349000591,
                "max": 13.62459669400414
              },
              "latency_p95_s": {
                "mean": 12.602739030498924,
                "stddev": 1.3959599856249223,
                "min": 11.685606539998844,
                "max": 14.209284055003081
              },
              "latency_p99_s": {
                "mean": 12.708508174098824,
                "stddev": 1.5779920241996526,
                "min": 11.685615544799656,
                "max": 14.525836118197185
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 272.3283549029115,
                "stddev": 3.3682348150181927,
                "min": 268.5710727514945,
                "max": 275.0771275175744
              },
              "per_request_generation_throughput_tps": {
                "mean": 34.40050014741642,
                "stddev": 0.8000348668348557,
                "min": 32.14548449580878,
                "max": 35.959482122866916
              },
              "latency_p50_s": {
                "mean": 14.855871520000315,
                "stddev": 0.10515705066675796,
                "min": 14.767952370501007,
                "max": 14.972361589498178
              },
              "latency_p95_s": {
                "mean": 15.365086735981944,
                "stddev": 0.5254703479862691,
                "min": 14.882178700402438,
                "max": 15.924690024543088
              },
              "latency_p99_s": {
                "mean": 15.366203367176931,
                "stddev": 0.5264551157279946,
                "min": 14.882604011969525,
                "max": 15.926991659951163
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-013046-0c6ff8",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 93,
          "accuracy": 0.93,
          "pass_rate": 0.93,
          "categories": {
            "general": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "korea": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "math": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 29,
              "accuracy": 0.8285714285714286,
              "pass_rate": 0.8285714285714286
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-192841-b07e97",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 11,
          "pass_rate": 0.9166666666666666,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "edge_case": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            }
          },
          "failure_types": {
            "syntax_error": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010817-3fddf8",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 12,
          "pass_rate": 0.8,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8666666666666667,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8666666666666667,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 1,
            "wrong_tool": 1,
            "final_answer_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010848-ae5c5a",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 11,
          "correct": 11,
          "pass_rate": 0.9166666666666666,
          "avg_steps": 3.5,
          "avg_tool_calls": 2.5,
          "tool_calls_total": 30,
          "failed_tool_calls": 3,
          "repeated_tool_calls": 4,
          "failure_types": {
            "missing_required_step": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-010934-955895",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.7,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 4.0,
          "avg_tool_calls": 3.0,
          "tool_calls_total": 30,
          "failed_tool_calls": 6,
          "invalid_tool_calls": 0,
          "handoffs": 12,
          "failure_types": {
            "tool_error": 3
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "north-mini-ud-q6",
      "model": "North Mini",
      "variant": "UD-Q6",
      "quantization": "UD-Q6",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-193540-0c3ce7",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1969.278577,
              "stddev_tps": 23.27233,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 60.782286,
              "stddev_tps": 0.065456,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-193918-79dcd0",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 58.336643058874486,
                "stddev": 0.2181741470164372,
                "min": 58.12208331730135,
                "max": 58.55826035309889
              },
              "per_request_generation_throughput_tps": {
                "mean": 58.342788190282604,
                "stddev": 0.5534245341423862,
                "min": 56.86630168854621,
                "max": 58.987286145936665
              },
              "latency_p50_s": {
                "mean": 8.688242021336919,
                "stddev": 0.027706489949210367,
                "min": 8.670328324005823,
                "max": 8.720154788003128
              },
              "latency_p95_s": {
                "mean": 8.765216146599657,
                "stddev": 0.10182278043662746,
                "min": 8.686039725397132,
                "max": 8.880078518504888
              },
              "latency_p99_s": {
                "mean": 8.775607513318924,
                "stddev": 0.11714004777234242,
                "min": 8.68747617147572,
                "max": 8.908535103704343
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 98.08370199978043,
                "stddev": 7.870650939283807,
                "min": 89.64186064066428,
                "max": 105.2198640173217
              },
              "per_request_generation_throughput_tps": {
                "mean": 49.29106440343423,
                "stddev": 4.660335334390135,
                "min": 42.735661155078525,
                "max": 52.90475906090699
              },
              "latency_p50_s": {
                "mean": 10.477309070833144,
                "stddev": 1.2679748691931467,
                "min": 9.731795709500147,
                "max": 11.941357481497107
              },
              "latency_p95_s": {
                "mean": 11.23868175373597,
                "stddev": 1.2594913744288072,
                "min": 9.784381900953303,
                "max": 11.974633720106794
              },
              "latency_p99_s": {
                "mean": 11.24212705554819,
                "stddev": 1.2622888217877903,
                "min": 9.78459479139041,
                "max": 11.97942804642662
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 154.22181268351548,
                "stddev": 3.36610513446124,
                "min": 150.33522097061524,
                "max": 156.20341544740668
              },
              "per_request_generation_throughput_tps": {
                "mean": 38.71353585344832,
                "stddev": 1.2249101074351902,
                "min": 34.63054428182204,
                "max": 40.034497044261975
              },
              "latency_p50_s": {
                "mean": 13.12913312233286,
                "stddev": 0.05601780238140063,
                "min": 13.07023012550053,
                "max": 13.181732448007097
              },
              "latency_p95_s": {
                "mean": 13.722948933420412,
                "stddev": 0.8948062359253967,
                "min": 13.186338352254097,
                "max": 14.755920826508373
              },
              "latency_p99_s": {
                "mean": 13.733846335216366,
                "stddev": 0.9051723000320652,
                "min": 13.195678516846238,
                "max": 14.778893157302809
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 250.67322843912655,
                "stddev": 2.485499251871519,
                "min": 248.1074641986577,
                "max": 253.0698191962146
              },
              "per_request_generation_throughput_tps": {
                "mean": 31.355597477621195,
                "stddev": 0.7624859346284066,
                "min": 29.619237332821584,
                "max": 32.4514042764086
              },
              "latency_p50_s": {
                "mean": 16.36029032566633,
                "stddev": 0.10803639712550668,
                "min": 16.274290368004586,
                "max": 16.481551844000933
              },
              "latency_p95_s": {
                "mean": 16.64753806104903,
                "stddev": 0.5521465991576371,
                "min": 16.308536333245865,
                "max": 17.284665098695406
              },
              "latency_p99_s": {
                "mean": 16.64921474730756,
                "stddev": 0.5516808656319107,
                "min": 16.308967228737746,
                "max": 17.28573479418992
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-013143-e503c0",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 92,
          "accuracy": 0.92,
          "pass_rate": 0.92,
          "categories": {
            "general": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "korea": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "math": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 28,
              "accuracy": 0.8,
              "pass_rate": 0.8
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-195043-f17e76",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 11,
          "pass_rate": 0.9166666666666666,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "edge_case": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            }
          },
          "failure_types": {
            "syntax_error": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011127-af54cb",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8666666666666667,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8666666666666667,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 1,
            "wrong_tool": 1,
            "final_answer_error": 2
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011203-9766e8",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 11,
          "correct": 11,
          "pass_rate": 0.9166666666666666,
          "avg_steps": 3.4166666666666665,
          "avg_tool_calls": 2.4166666666666665,
          "tool_calls_total": 29,
          "failed_tool_calls": 2,
          "repeated_tool_calls": 4,
          "failure_types": {
            "missing_required_step": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011249-c4feed",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 8,
          "correct": 8,
          "pass_rate": 0.8,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.9,
          "avg_tool_calls": 2.9,
          "tool_calls_total": 29,
          "failed_tool_calls": 5,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "tool_error": 1,
            "wrong_tool": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "n2-mini-ud-q4",
      "model": "N2 Mini",
      "variant": "UD-Q4",
      "quantization": "UD-Q4",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-153010-ec5db8",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1808.512053,
              "stddev_tps": 2.956163,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 63.764987,
              "stddev_tps": 0.093344,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-161120-b37a54",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 60.03673766864971,
                "stddev": 0.3472690054520575,
                "min": 59.652725220654595,
                "max": 60.32872685112651
              },
              "per_request_generation_throughput_tps": {
                "mean": 60.04038101034668,
                "stddev": 0.4562290616434823,
                "min": 59.180848388738355,
                "max": 60.763866842540644
              },
              "latency_p50_s": {
                "mean": 8.52179124583563,
                "stddev": 0.047728058188202374,
                "min": 8.482053193503816,
                "max": 8.57473039350225
              },
              "latency_p95_s": {
                "mean": 8.582615719382254,
                "stddev": 0.07030108594212667,
                "min": 8.504838528000983,
                "max": 8.641635734801094
              },
              "latency_p99_s": {
                "mean": 8.590004128941752,
                "stddev": 0.07380156702619216,
                "min": 8.507413084800355,
                "max": 8.649485108560912
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 91.63138442986437,
                "stddev": 0.25973003628960756,
                "min": 91.34105683007652,
                "max": 91.84167967648007
              },
              "per_request_generation_throughput_tps": {
                "mean": 45.82466115743034,
                "stddev": 0.23369479412366126,
                "min": 45.38772016804005,
                "max": 46.217626730107426
              },
              "latency_p50_s": {
                "mean": 11.17682969199935,
                "stddev": 0.02247766900844874,
                "min": 11.163461280499178,
                "max": 11.202780702999007
              },
              "latency_p95_s": {
                "mean": 11.231807709150235,
                "stddev": 0.04228081963667353,
                "min": 11.189810499801752,
                "max": 11.274366543747965
              },
              "latency_p99_s": {
                "mean": 11.233601080496761,
                "stddev": 0.04470565684247471,
                "min": 11.19000660396232,
                "max": 11.279340686347059
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 141.42532355089068,
                "stddev": 4.569420046129663,
                "min": 136.43007257657706,
                "max": 145.3944110102662
              },
              "per_request_generation_throughput_tps": {
                "mean": 35.433262716692816,
                "stddev": 1.865268454617353,
                "min": 31.612361574158598,
                "max": 37.43211134264674
              },
              "latency_p50_s": {
                "mean": 14.409296264999284,
                "stddev": 0.6093055878540758,
                "min": 13.803392039997561,
                "max": 15.021947185996396
              },
              "latency_p95_s": {
                "mean": 15.38563132008494,
                "stddev": 0.7016496026874472,
                "min": 14.956762506251835,
                "max": 16.19535206175351
              },
              "latency_p99_s": {
                "mean": 15.385950893085829,
                "stddev": 0.7019575638090882,
                "min": 14.956895822054502,
                "max": 16.196027109152055
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 180.38362485845377,
                "stddev": 5.568898062000794,
                "min": 176.95145523920928,
                "max": 186.80903917486438
              },
              "per_request_generation_throughput_tps": {
                "mean": 22.793708199023953,
                "stddev": 0.9103251995355471,
                "min": 21.09306404426374,
                "max": 24.505014809782832
              },
              "latency_p50_s": {
                "mean": 22.141261220999393,
                "stddev": 0.363318928700603,
                "min": 21.910095212999295,
                "max": 22.560031215998606
              },
              "latency_p95_s": {
                "mean": 23.567930622568383,
                "stddev": 0.6643146902457262,
                "min": 22.953775946603127,
                "max": 24.2730337551533
              },
              "latency_p99_s": {
                "mean": 23.578684123595885,
                "stddev": 0.6622801524424259,
                "min": 22.954444661749367,
                "max": 24.273372568640333
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-013249-879db0",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 91,
          "accuracy": 0.91,
          "pass_rate": 0.91,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "math": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 24,
              "accuracy": 0.96,
              "pass_rate": 0.96
            },
            "medium": {
              "total": 40,
              "correct": 38,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "hard": {
              "total": 35,
              "correct": 29,
              "accuracy": 0.8285714285714286,
              "pass_rate": 0.8285714285714286
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-153414-41f495",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 10,
          "pass_rate": 0.8333333333333334,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 2
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011407-a27ccc",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 9,
          "pass_rate": 0.6,
          "tool_selection_accuracy": 0.7333333333333333,
          "argument_accuracy": 0.6,
          "execution_success_rate": 0.8666666666666667,
          "tool_rate": 0.7333333333333333,
          "args_rate": 0.6,
          "exec_rate": 0.8666666666666667,
          "failure_types": {
            "wrong_arguments": 2,
            "missing_tool_call": 2,
            "incomplete_sequence": 2
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011438-5c19a8",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.5833333333333334,
          "avg_steps": 3.0833333333333335,
          "avg_tool_calls": 2.0833333333333335,
          "tool_calls_total": 25,
          "failed_tool_calls": 2,
          "repeated_tool_calls": 3,
          "failure_types": {
            "missing_required_step": 3,
            "tool_error": 2
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011519-289ee9",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 5,
          "correct": 5,
          "pass_rate": 0.5,
          "handoff_success_rate": 0.7,
          "role_participation_success_rate": 0.7,
          "avg_steps": 3.2,
          "avg_tool_calls": 2.2,
          "tool_calls_total": 22,
          "failed_tool_calls": 3,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "tool_error": 3,
            "missing_required_step": 2
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "n2-mini-ud-q5xl",
      "model": "N2 Mini",
      "variant": "UD-Q5XL",
      "quantization": "UD-Q5XL",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-153800-d9d315",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1691.704631,
              "stddev_tps": 10.258967,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 59.354877,
              "stddev_tps": 0.082034,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-162247-e466ce",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 56.45513501237678,
                "stddev": 0.2010027976792921,
                "min": 56.315266903561806,
                "max": 56.685474206282024
              },
              "per_request_generation_throughput_tps": {
                "mean": 56.45979777126875,
                "stddev": 0.46878728748777143,
                "min": 55.417514309716125,
                "max": 57.08806930225007
              },
              "latency_p50_s": {
                "mean": 9.067750368666262,
                "stddev": 0.03667504720405309,
                "min": 9.02676463050011,
                "max": 9.097472866000317
              },
              "latency_p95_s": {
                "mean": 9.143598081316426,
                "stddev": 0.06768269521846125,
                "min": 9.09009649050131,
                "max": 9.219685800698063
              },
              "latency_p99_s": {
                "mean": 9.150731639196431,
                "stddev": 0.07431280003745748,
                "min": 9.094996926901512,
                "max": 9.235102301737934
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 85.00902177714305,
                "stddev": 0.1252348757424851,
                "min": 84.86479268950534,
                "max": 85.0902055994134
              },
              "per_request_generation_throughput_tps": {
                "mean": 42.509167793765315,
                "stddev": 0.13607877354245132,
                "min": 42.147807348723724,
                "max": 42.712890563973325
              },
              "latency_p50_s": {
                "mean": 12.036808877499425,
                "stddev": 0.011345909498862381,
                "min": 12.025004410501424,
                "max": 12.047632551999413
              },
              "latency_p95_s": {
                "mean": 12.093290716952591,
                "stddev": 0.049990475072435266,
                "min": 12.041228751101517,
                "max": 12.140913628503403
              },
              "latency_p99_s": {
                "mean": 12.095147382859844,
                "stddev": 0.05260249140681704,
                "min": 12.041260059021225,
                "max": 12.146363237703117
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 135.90896219026627,
                "stddev": 4.386585723411369,
                "min": 131.1991407503789,
                "max": 139.87797353040665
              },
              "per_request_generation_throughput_tps": {
                "mean": 34.010729313265244,
                "stddev": 1.3432368092343172,
                "min": 31.963332735450127,
                "max": 35.085630238952696
              },
              "latency_p50_s": {
                "mean": 15.064861066166486,
                "stddev": 0.7098339493503385,
                "min": 14.631948098998691,
                "max": 15.884064601003047
              },
              "latency_p95_s": {
                "mean": 15.551220846999058,
                "stddev": 0.7502992734746085,
                "min": 14.685756239998227,
                "max": 16.01826437749878
              },
              "latency_p99_s": {
                "mean": 15.561466514202039,
                "stddev": 0.7463069917123463,
                "min": 14.700238915204318,
                "max": 16.018336606702725
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 162.9143951993306,
                "stddev": 7.8554697684250705,
                "min": 157.25049487521412,
                "max": 171.88218924153242
              },
              "per_request_generation_throughput_tps": {
                "mean": 20.553187867468523,
                "stddev": 1.0355913452767824,
                "min": 19.096899615860693,
                "max": 21.95002023093021
              },
              "latency_p50_s": {
                "mean": 24.73374881983303,
                "stddev": 1.1578908111988377,
                "min": 23.425235157003044,
                "max": 25.625818868498754
              },
              "latency_p95_s": {
                "mean": 26.05200714786576,
                "stddev": 0.8041211283682219,
                "min": 25.1319721318494,
                "max": 26.620479559248633
              },
              "latency_p99_s": {
                "mean": 26.14234234625219,
                "stddev": 0.8744604801501145,
                "min": 25.1416815452437,
                "max": 26.75967532082279
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-013315-178550",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 93,
          "accuracy": 0.93,
          "pass_rate": 0.93,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "math": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 24,
              "accuracy": 0.96,
              "pass_rate": 0.96
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-154314-4cdc32",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 9,
          "pass_rate": 0.75,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 2,
            "test_failure": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011652-d8b541",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 9,
          "pass_rate": 0.6,
          "tool_selection_accuracy": 0.7333333333333333,
          "argument_accuracy": 0.6,
          "execution_success_rate": 0.8666666666666667,
          "tool_rate": 0.7333333333333333,
          "args_rate": 0.6,
          "exec_rate": 0.8666666666666667,
          "failure_types": {
            "wrong_arguments": 2,
            "missing_tool_call": 2,
            "incomplete_sequence": 2
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011723-ef8d8d",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.75,
          "avg_steps": 3.1666666666666665,
          "avg_tool_calls": 2.1666666666666665,
          "tool_calls_total": 26,
          "failed_tool_calls": 1,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 1,
            "missing_required_step": 2
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011804-db9de7",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.7,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.1,
          "avg_tool_calls": 2.1,
          "tool_calls_total": 21,
          "failed_tool_calls": 0,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "missing_required_step": 3
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "n2-mini-q5-k-m",
      "model": "N2 Mini",
      "variant": "Q5_K_M",
      "quantization": "Q5_K_M",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-154830-2ed4f8",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1732.157584,
              "stddev_tps": 2.224269,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 64.075384,
              "stddev_tps": 0.120109,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-163531-7e5f86",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 60.49887066248982,
                "stddev": 0.193700423938216,
                "min": 60.27980068548933,
                "max": 60.64747114876747
              },
              "per_request_generation_throughput_tps": {
                "mean": 60.503767916218095,
                "stddev": 0.46388780382524186,
                "min": 59.57872354003143,
                "max": 61.163753761784974
              },
              "latency_p50_s": {
                "mean": 8.459056847833077,
                "stddev": 0.030713559958008584,
                "min": 8.432969740497356,
                "max": 8.49290712850052
              },
              "latency_p95_s": {
                "mean": 8.530642237849436,
                "stddev": 0.05252780113006592,
                "min": 8.479937063649777,
                "max": 8.584820314946773
              },
              "latency_p99_s": {
                "mean": 8.5376453947694,
                "stddev": 0.053380789599868826,
                "min": 8.485185305530395,
                "max": 8.591901551785776
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 89.91938905225406,
                "stddev": 0.29690214358006123,
                "min": 89.62640455384347,
                "max": 90.22005959315685
              },
              "per_request_generation_throughput_tps": {
                "mean": 44.966036560059784,
                "stddev": 0.3148135446201516,
                "min": 44.35087691434621,
                "max": 45.5168907002321
              },
              "latency_p50_s": {
                "mean": 11.39640763516824,
                "stddev": 0.0303351673770257,
                "min": 11.362329484003567,
                "max": 11.42046326900163
              },
              "latency_p95_s": {
                "mean": 11.464752034215294,
                "stddev": 0.07753326876350458,
                "min": 11.378999122549066,
                "max": 11.529904853547123
              },
              "latency_p99_s": {
                "mean": 11.4699728265752,
                "stddev": 0.08292300570450396,
                "min": 11.379045167707881,
                "max": 11.541424066706167
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 137.38063379658155,
                "stddev": 10.34338798410712,
                "min": 128.48194231015006,
                "max": 148.7289390527786
              },
              "per_request_generation_throughput_tps": {
                "mean": 34.44426123989281,
                "stddev": 2.722185026311975,
                "min": 30.25580450735529,
                "max": 37.271393634084816
              },
              "latency_p50_s": {
                "mean": 14.910943151667501,
                "stddev": 1.0752965687072278,
                "min": 13.773066933001246,
                "max": 15.910219492998294
              },
              "latency_p95_s": {
                "mean": 15.850268737418446,
                "stddev": 1.7832690562705036,
                "min": 13.791699490249812,
                "max": 16.921601167254266
              },
              "latency_p99_s": {
                "mean": 15.850773680019119,
                "stddev": 1.783267775227006,
                "min": 13.792209037253997,
                "max": 16.922218387850442
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 170.9879666778922,
                "stddev": 6.3077545947804925,
                "min": 164.11845637586316,
                "max": 176.51918055392665
              },
              "per_request_generation_throughput_tps": {
                "mean": 21.578558019804607,
                "stddev": 0.9219245695016312,
                "min": 19.666447163728073,
                "max": 22.584426381783082
              },
              "latency_p50_s": {
                "mean": 23.380708969833602,
                "stddev": 0.6245899358941382,
                "min": 22.841312518499763,
                "max": 24.06501687849959
              },
              "latency_p95_s": {
                "mean": 24.86160668820133,
                "stddev": 1.0155674451260859,
                "min": 24.21929039080278,
                "max": 26.032440990603938
              },
              "latency_p99_s": {
                "mean": 24.86628889250079,
                "stddev": 1.0129946870497768,
                "min": 24.219640211391088,
                "max": 26.033735468520025
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-013406-4ef35a",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 92,
          "accuracy": 0.92,
          "pass_rate": 0.92,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "math": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 24,
              "accuracy": 0.96,
              "pass_rate": 0.96
            },
            "medium": {
              "total": 40,
              "correct": 38,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-155244-eaa71f",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 9,
          "pass_rate": 0.75,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "collection": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 3
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011932-b32a24",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 8,
          "pass_rate": 0.5333333333333333,
          "tool_selection_accuracy": 0.7333333333333333,
          "argument_accuracy": 0.5333333333333333,
          "execution_success_rate": 0.8,
          "tool_rate": 0.7333333333333333,
          "args_rate": 0.5333333333333333,
          "exec_rate": 0.8,
          "failure_types": {
            "wrong_arguments": 3,
            "missing_tool_call": 2,
            "incomplete_sequence": 2
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-011958-55657b",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 6,
          "correct": 6,
          "pass_rate": 0.5,
          "avg_steps": 2.9166666666666665,
          "avg_tool_calls": 1.9166666666666667,
          "tool_calls_total": 23,
          "failed_tool_calls": 1,
          "repeated_tool_calls": 2,
          "failure_types": {
            "missing_required_step": 5,
            "tool_error": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012040-fa2694",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 6,
          "correct": 6,
          "pass_rate": 0.6,
          "handoff_success_rate": 0.7,
          "role_participation_success_rate": 0.7,
          "avg_steps": 3.3,
          "avg_tool_calls": 2.3,
          "tool_calls_total": 23,
          "failed_tool_calls": 3,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "tool_error": 3,
            "missing_required_step": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "n2-mini-q6-k",
      "model": "N2 Mini",
      "variant": "Q6_K",
      "quantization": "Q6_K",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-155619-88ff7e",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1565.12997,
              "stddev_tps": 3.664127,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 58.682543,
              "stddev_tps": 0.119688,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-164726-020f2f",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 55.36139878739795,
                "stddev": 0.19650010472127868,
                "min": 55.16739440139576,
                "max": 55.560302966711426
              },
              "per_request_generation_throughput_tps": {
                "mean": 55.364386486526925,
                "stddev": 0.3490050161973834,
                "min": 54.623087886472234,
                "max": 55.71739469671933
              },
              "latency_p50_s": {
                "mean": 9.232761977501164,
                "stddev": 0.030176926914448354,
                "min": 9.214238948003185,
                "max": 9.267583616499905
              },
              "latency_p95_s": {
                "mean": 9.307608657816187,
                "stddev": 0.06130107185058697,
                "min": 9.237537441498716,
                "max": 9.35132412155399
              },
              "latency_p99_s": {
                "mean": 9.316540162495972,
                "stddev": 0.06952146965611215,
                "min": 9.237668583498452,
                "max": 9.368925479514074
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 82.01332243615636,
                "stddev": 0.3220693564754001,
                "min": 81.78239289501224,
                "max": 82.381239837237
              },
              "per_request_generation_throughput_tps": {
                "mean": 41.01559228301552,
                "stddev": 0.47516746386496667,
                "min": 39.73565899111502,
                "max": 41.504960826294344
              },
              "latency_p50_s": {
                "mean": 12.445088844666316,
                "stddev": 0.05682113876299758,
                "min": 12.401788118997501,
                "max": 12.509429103000002
              },
              "latency_p95_s": {
                "mean": 12.666509636830718,
                "stddev": 0.21145747045301932,
                "min": 12.4556743736488,
                "max": 12.878583869997238
              },
              "latency_p99_s": {
                "mean": 12.668352569763398,
                "stddev": 0.21397263081671009,
                "min": 12.455925791527697,
                "max": 12.883838254798029
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 130.10327827893147,
                "stddev": 5.70857458284005,
                "min": 123.89550988001585,
                "max": 135.1269365267908
              },
              "per_request_generation_throughput_tps": {
                "mean": 32.57626148062587,
                "stddev": 1.6944768537777686,
                "min": 30.131325113597978,
                "max": 33.95679345823964
              },
              "latency_p50_s": {
                "mean": 15.771022521666358,
                "stddev": 1.026112447070977,
                "min": 15.156200358000206,
                "max": 16.955589253502694
              },
              "latency_p95_s": {
                "mean": 16.36823126024865,
                "stddev": 1.012175065046637,
                "min": 15.200307593247999,
                "max": 16.990456566500143
              },
              "latency_p99_s": {
                "mean": 16.369212444848745,
                "stddev": 1.0122737862538613,
                "min": 15.201193693048117,
                "max": 16.991917620499226
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 157.3739105518877,
                "stddev": 3.1055456657357237,
                "min": 154.55216504828215,
                "max": 160.70121961012785
              },
              "per_request_generation_throughput_tps": {
                "mean": 19.873997565695422,
                "stddev": 0.5499123107772382,
                "min": 18.672144979183248,
                "max": 20.63321728159487
              },
              "latency_p50_s": {
                "mean": 25.600388379001135,
                "stddev": 0.4354116250732988,
                "min": 25.238848763499846,
                "max": 26.083730679001746
              },
              "latency_p95_s": {
                "mean": 26.603363418680722,
                "stddev": 0.704488707542332,
                "min": 26.180963628445898,
                "max": 27.416633203397215
              },
              "latency_p99_s": {
                "mean": 26.60533593560467,
                "stddev": 0.705151558131633,
                "min": 26.18157451844032,
                "max": 27.41934488295963
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-013458-772406",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 93,
          "accuracy": 0.93,
          "pass_rate": 0.93,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "math": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 24,
              "accuracy": 0.96,
              "pass_rate": 0.96
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-160053-23c1f9",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 8,
          "pass_rate": 0.6666666666666666,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "collection": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 4
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012217-7896f9",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 8,
          "pass_rate": 0.5333333333333333,
          "tool_selection_accuracy": 0.6666666666666666,
          "argument_accuracy": 0.5333333333333333,
          "execution_success_rate": 0.8,
          "tool_rate": 0.6666666666666666,
          "args_rate": 0.5333333333333333,
          "exec_rate": 0.8,
          "failure_types": {
            "wrong_arguments": 2,
            "missing_tool_call": 3,
            "incomplete_sequence": 2
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012248-967a21",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 8,
          "correct": 8,
          "pass_rate": 0.6666666666666666,
          "avg_steps": 3.1666666666666665,
          "avg_tool_calls": 2.1666666666666665,
          "tool_calls_total": 26,
          "failed_tool_calls": 2,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 2,
            "missing_required_step": 2
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-012334-65f1f4",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.9,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.3,
          "avg_tool_calls": 2.3,
          "tool_calls_total": 23,
          "failed_tool_calls": 0,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "missing_required_step": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "gemma4-nvfp4",
      "model": "Gemma4",
      "variant": "NVFP4",
      "quantization": "NVFP4",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-201154-565aad",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 2609.503148,
              "stddev_tps": 20.36111,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 37.432661,
              "stddev_tps": 0.020152,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-201504-70bab9",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 36.07108293153662,
                "stddev": 0.13148318836800194,
                "min": 35.926786492127384,
                "max": 36.18411797067951
              },
              "per_request_generation_throughput_tps": {
                "mean": 36.07236448606724,
                "stddev": 0.19946154378843817,
                "min": 35.59403032445276,
                "max": 36.332351912076895
              },
              "latency_p50_s": {
                "mean": 14.18238037916793,
                "stddev": 0.04779365916554936,
                "min": 14.14814421000483,
                "max": 14.23698375949607
              },
              "latency_p95_s": {
                "mean": 14.270056867950673,
                "stddev": 0.08610094906395552,
                "min": 14.205443503457355,
                "max": 14.36780213420061
              },
              "latency_p99_s": {
                "mean": 14.278965093590863,
                "stddev": 0.09042691135278831,
                "min": 14.20912835269817,
                "max": 14.381108076441597
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 63.017280282068555,
                "stddev": 0.25439436735546106,
                "min": 62.72387008221037,
                "max": 63.17620565640412
              },
              "per_request_generation_throughput_tps": {
                "mean": 31.51132040030469,
                "stddev": 0.2678261533950897,
                "min": 30.684350599290916,
                "max": 31.728662201924983
              },
              "latency_p50_s": {
                "mean": 16.224527087499155,
                "stddev": 0.014714664952588908,
                "min": 16.209276076500828,
                "max": 16.23863922250166
              },
              "latency_p95_s": {
                "mean": 16.39609732820148,
                "stddev": 0.2418973485975657,
                "min": 16.256258413457545,
                "max": 16.675416249997216
              },
              "latency_p99_s": {
                "mean": 16.398998903242173,
                "stddev": 0.2467381269116514,
                "min": 16.25628216670011,
                "max": 16.683907389998204
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 114.81991277922204,
                "stddev": 4.594007316862012,
                "min": 110.67220050054719,
                "max": 119.75772865420156
              },
              "per_request_generation_throughput_tps": {
                "mean": 28.91218187959015,
                "stddev": 2.6133124825459593,
                "min": 25.54200283798327,
                "max": 31.66971897696568
              },
              "latency_p50_s": {
                "mean": 17.754503211001673,
                "stddev": 1.4712647272028865,
                "min": 16.27240473400161,
                "max": 19.214689415501198
              },
              "latency_p95_s": {
                "mean": 19.671873481833853,
                "stddev": 0.3728375997154407,
                "min": 19.299319536003168,
                "max": 20.044994089497777
              },
              "latency_p99_s": {
                "mean": 19.67782038623433,
                "stddev": 0.3729293539101469,
                "min": 19.29969725040428,
                "max": 20.04532935149764
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 175.38608757441546,
                "stddev": 4.460763416608497,
                "min": 170.70026007422058,
                "max": 179.5812096653228
              },
              "per_request_generation_throughput_tps": {
                "mean": 22.09067619425695,
                "stddev": 1.612166307383009,
                "min": 20.32793101370162,
                "max": 24.469756754406056
              },
              "latency_p50_s": {
                "mean": 23.34479263916243,
                "stddev": 1.3962590144357558,
                "min": 22.521120770994457,
                "max": 24.956925505503023
              },
              "latency_p95_s": {
                "mean": 24.859499505233302,
                "stddev": 0.5056746095008999,
                "min": 24.27705530785097,
                "max": 25.186441043948435
              },
              "latency_p99_s": {
                "mean": 24.861593682676805,
                "stddev": 0.5055522939906236,
                "min": 24.27916668122285,
                "max": 25.186971681676077
              }
            }
          ],
          "alternatives": [
            {
              "source_run_id": "20260905-212404-c6e555",
              "condition": {
                "batch_size": 2048,
                "cache_prompt": false,
                "cache_type_k": "f16",
                "cache_type_v": "f16",
                "concurrencies": [
                  1,
                  2,
                  4,
                  8
                ],
                "ctx_size": 8192,
                "flash_attn": true,
                "gen_tokens": 512,
                "n_gpu_layers": 999,
                "parallel": 8,
                "repetitions": 3,
                "request_timeout_s": 300,
                "requests_per_concurrency": 4,
                "spec_draft_n_max": 3,
                "spec_type": "mtp",
                "thinking_budget": -1,
                "thinking_mode": "auto",
                "threads": 20,
                "ubatch_size": 512
              },
              "formal": true,
              "concurrencies": [
                1,
                2,
                4,
                8
              ],
              "requests_per_concurrency": 4,
              "repetitions": 3,
              "gen_tokens": 512,
              "samples_count": 180,
              "conditions": [
                {
                  "concurrency": 1,
                  "repetitions": 3,
                  "requests_per_repetition": 4,
                  "successful_requests": 12,
                  "failed_requests": 0,
                  "failure_rate": 0.0,
                  "aggregate_generation_throughput_tps": {
                    "mean": 64.04227315588989,
                    "stddev": 2.28725609910979,
                    "min": 61.417468009977505,
                    "max": 65.60832691139578
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 64.05799734379944,
                    "stddev": 2.1531566119625003,
                    "min": 59.2028088944886,
                    "max": 65.70679876997876
                  },
                  "latency_p50_s": {
                    "mean": 7.97681136100194,
                    "stddev": 0.2703806288458357,
                    "min": 7.8030348860047525,
                    "max": 8.2883259260052
                  },
                  "latency_p95_s": {
                    "mean": 8.125808377535336,
                    "stddev": 0.4228425653176118,
                    "min": 7.814494858955731,
                    "max": 8.607208524949238
                  },
                  "latency_p99_s": {
                    "mean": 8.142267014175207,
                    "stddev": 0.437976064639824,
                    "min": 7.815955130195944,
                    "max": 8.64003235378812
                  }
                },
                {
                  "concurrency": 2,
                  "repetitions": 3,
                  "requests_per_repetition": 8,
                  "successful_requests": 24,
                  "failed_requests": 0,
                  "failure_rate": 0.0,
                  "aggregate_generation_throughput_tps": {
                    "mean": 90.4514163030455,
                    "stddev": 0.1457904280456717,
                    "min": 90.30385103960491,
                    "max": 90.59536458646961
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 46.10516706896656,
                    "stddev": 3.315502870366178,
                    "min": 41.30601020691439,
                    "max": 52.81224738184816
                  },
                  "latency_p50_s": {
                    "mean": 11.143525624332446,
                    "stddev": 0.0340214438449715,
                    "min": 11.106775338004809,
                    "max": 11.173922455498541
                  },
                  "latency_p95_s": {
                    "mean": 12.247956666369038,
                    "stddev": 0.042185279371849245,
                    "min": 12.199249250351567,
                    "max": 12.272847509702114
                  },
                  "latency_p99_s": {
                    "mean": 12.352396044211005,
                    "stddev": 0.023818518214164697,
                    "min": 12.325494546874543,
                    "max": 12.37080198114112
                  }
                },
                {
                  "concurrency": 4,
                  "repetitions": 3,
                  "requests_per_repetition": 16,
                  "successful_requests": 48,
                  "failed_requests": 0,
                  "failure_rate": 0.0,
                  "aggregate_generation_throughput_tps": {
                    "mean": 149.61582452445987,
                    "stddev": 9.534993005375972,
                    "min": 138.7098223192836,
                    "max": 156.37665915547834
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 40.89705579027077,
                    "stddev": 6.705038766722148,
                    "min": 31.937932877189052,
                    "max": 52.3608965797365
                  },
                  "latency_p50_s": {
                    "mean": 12.24418738799674,
                    "stddev": 2.1043958632492266,
                    "min": 10.961326078991988,
                    "max": 14.672845531000348
                  },
                  "latency_p95_s": {
                    "mean": 15.551503829084444,
                    "stddev": 0.3669494075866195,
                    "min": 15.13217855874609,
                    "max": 15.813859974005027
                  },
                  "latency_p99_s": {
                    "mean": 15.779505033284416,
                    "stddev": 0.2868123104320766,
                    "min": 15.45234441654975,
                    "max": 15.98764709160314
                  }
                },
                {
                  "concurrency": 8,
                  "repetitions": 3,
                  "requests_per_repetition": 32,
                  "successful_requests": 95,
                  "failed_requests": 1,
                  "failure_rate": 0.010416666666666666,
                  "aggregate_generation_throughput_tps": {
                    "mean": 183.25687242335485,
                    "stddev": 9.844901447257282,
                    "min": 175.37426264600387,
                    "max": 194.29186689007904
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 25.725429158812975,
                    "stddev": 7.09465076960136,
                    "min": 6.774970927411723,
                    "max": 38.496338414064425
                  },
                  "latency_p50_s": {
                    "mean": 18.632614055163383,
                    "stddev": 0.7699834902533863,
                    "min": 17.8914596064933,
                    "max": 19.428505443000176
                  },
                  "latency_p95_s": {
                    "mean": 27.687419824289343,
                    "stddev": 5.455297131601262,
                    "min": 21.39065286710902,
                    "max": 30.98848339090182
                  },
                  "latency_p99_s": {
                    "mean": 28.788620760280658,
                    "stddev": 6.045656658878261,
                    "min": 21.81334222835445,
                    "max": 32.51932686597327
                  }
                }
              ]
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015332-2d0b6b",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 98,
          "accuracy": 0.98,
          "pass_rate": 0.98,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 34,
              "accuracy": 0.9714285714285714,
              "pass_rate": 0.9714285714285714
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-203019-49bf2b",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 4,
          "pass_rate": 0.3333333333333333,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "string": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "collection": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "edge_case": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            }
          },
          "failure_types": {
            "syntax_error": 7,
            "extraction_error": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015418-4a3ac8",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 0.8666666666666667,
          "argument_accuracy": 0.7333333333333333,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.8666666666666667,
          "args_rate": 0.7333333333333333,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 2,
            "wrong_tool": 1,
            "incomplete_sequence": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015454-69cbe0",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 12,
          "correct": 12,
          "pass_rate": 1.0,
          "avg_steps": 3.75,
          "avg_tool_calls": 2.75,
          "tool_calls_total": 33,
          "failed_tool_calls": 5,
          "repeated_tool_calls": 5,
          "failure_types": {}
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015541-b2872f",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.7,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.8,
          "avg_tool_calls": 2.8,
          "tool_calls_total": 28,
          "failed_tool_calls": 4,
          "invalid_tool_calls": 0,
          "handoffs": 14,
          "failure_types": {
            "tool_error": 3
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "gemma4-q4-0",
      "model": "Gemma4",
      "variant": "Q4_0",
      "quantization": "Q4_0",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-204203-52bb92",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 2516.309271,
              "stddev_tps": 7.838954,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 51.713058,
              "stddev_tps": 0.036374,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-204454-8fee22",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 49.72395345157007,
                "stddev": 0.2655856633034683,
                "min": 49.43162552832987,
                "max": 49.950392150953036
              },
              "per_request_generation_throughput_tps": {
                "mean": 49.72964622661754,
                "stddev": 0.5383923290283947,
                "min": 48.35555211262779,
                "max": 50.16951649566191
              },
              "latency_p50_s": {
                "mean": 10.251653278333833,
                "stddev": 0.03472072463537624,
                "min": 10.219962822993693,
                "max": 10.28876620450319
              },
              "latency_p95_s": {
                "mean": 10.427923865671133,
                "stddev": 0.1070914082525208,
                "min": 10.332963760851271,
                "max": 10.544000591403892
              },
              "latency_p99_s": {
                "mean": 10.451866969671197,
                "stddev": 0.11768938923903592,
                "min": 10.347431666572083,
                "max": 10.57938895668296
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 79.06480118586718,
                "stddev": 0.5188026348612128,
                "min": 78.47640096270004,
                "max": 79.45644388039878
              },
              "per_request_generation_throughput_tps": {
                "mean": 39.533628585638745,
                "stddev": 0.22996966530226476,
                "min": 39.141271238016124,
                "max": 39.78040520790833
              },
              "latency_p50_s": {
                "mean": 12.951071913836737,
                "stddev": 0.09361079273608303,
                "min": 12.885312061509467,
                "max": 13.058246603497537
              },
              "latency_p95_s": {
                "mean": 12.980751573733869,
                "stddev": 0.08971460308064172,
                "min": 12.907427884457865,
                "max": 13.08078878779197
              },
              "latency_p99_s": {
                "mean": 12.980899435014969,
                "stddev": 0.08963853945211143,
                "min": 12.90753893050016,
                "max": 13.080815318352542
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 136.98613785098243,
                "stddev": 14.99057288722432,
                "min": 121.31788328287004,
                "max": 151.19181318702755
              },
              "per_request_generation_throughput_tps": {
                "mean": 34.667877383299015,
                "stddev": 5.082577395251032,
                "min": 30.182384776568437,
                "max": 41.03069221620755
              },
              "latency_p50_s": {
                "mean": 14.775058838165327,
                "stddev": 2.134425436601118,
                "min": 12.615679031499894,
                "max": 16.883622437504528
              },
              "latency_p95_s": {
                "mean": 16.792134529496252,
                "stddev": 0.27876728565238107,
                "min": 16.470467924245895,
                "max": 16.963415121244907
              },
              "latency_p99_s": {
                "mean": 16.792466514695843,
                "stddev": 0.27887932928339,
                "min": 16.470657400039634,
                "max": 16.96351260024676
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 192.99549965876759,
                "stddev": 4.1370741234985315,
                "min": 189.48299026987664,
                "max": 197.55569633692738
              },
              "per_request_generation_throughput_tps": {
                "mean": 24.160762063659053,
                "stddev": 0.9939301351830663,
                "min": 22.517201844060295,
                "max": 25.474226237800398
              },
              "latency_p50_s": {
                "mean": 21.339540386165027,
                "stddev": 0.7039445993771777,
                "min": 20.52974719749909,
                "max": 21.805381567501172
              },
              "latency_p95_s": {
                "mean": 22.111222409114028,
                "stddev": 0.5435155591337864,
                "min": 21.767996721100644,
                "max": 22.73786960164434
              },
              "latency_p99_s": {
                "mean": 22.112778001444045,
                "stddev": 0.5424313287713087,
                "min": 21.769296424563798,
                "max": 22.738112276599423
              }
            }
          ],
          "alternatives": [
            {
              "source_run_id": "20260905-213513-340ca6",
              "condition": {
                "batch_size": 2048,
                "cache_prompt": false,
                "cache_type_k": "f16",
                "cache_type_v": "f16",
                "concurrencies": [
                  1,
                  2,
                  4,
                  8
                ],
                "ctx_size": 8192,
                "flash_attn": true,
                "gen_tokens": 512,
                "n_gpu_layers": 999,
                "parallel": 8,
                "repetitions": 3,
                "request_timeout_s": 300,
                "requests_per_concurrency": 4,
                "spec_draft_n_max": 3,
                "spec_type": "mtp",
                "thinking_budget": -1,
                "thinking_mode": "auto",
                "threads": 20,
                "ubatch_size": 512
              },
              "formal": true,
              "concurrencies": [
                1,
                2,
                4,
                8
              ],
              "requests_per_concurrency": 4,
              "repetitions": 3,
              "gen_tokens": 512,
              "samples_count": 180,
              "conditions": [
                {
                  "concurrency": 1,
                  "repetitions": 3,
                  "requests_per_repetition": 4,
                  "successful_requests": 12,
                  "failed_requests": 0,
                  "failure_rate": 0.0,
                  "aggregate_generation_throughput_tps": {
                    "mean": 90.90668547979037,
                    "stddev": 0.37164301665428034,
                    "min": 90.48449363968429,
                    "max": 91.18437020850355
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 90.92199485420291,
                    "stddev": 1.095291609843269,
                    "min": 87.86500735499162,
                    "max": 92.15285795631029
                  },
                  "latency_p50_s": {
                    "mean": 5.62012046383461,
                    "stddev": 0.004050759139974106,
                    "min": 5.617504126006679,
                    "max": 5.624786419502925
                  },
                  "latency_p95_s": {
                    "mean": 5.700075364945708,
                    "stddev": 0.08885766631489903,
                    "min": 5.625697408302949,
                    "max": 5.798474020093272
                  },
                  "latency_p99_s": {
                    "mean": 5.710482412984614,
                    "stddev": 0.10013307850667592,
                    "min": 5.626725272862386,
                    "max": 5.82139133521152
                  }
                },
                {
                  "concurrency": 2,
                  "repetitions": 3,
                  "requests_per_repetition": 8,
                  "successful_requests": 24,
                  "failed_requests": 0,
                  "failure_rate": 0.0,
                  "aggregate_generation_throughput_tps": {
                    "mean": 128.72698116547923,
                    "stddev": 0.3850767259500029,
                    "min": 128.4207703048052,
                    "max": 129.15930025320486
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 69.28334921579295,
                    "stddev": 8.783923814211764,
                    "min": 48.88046152355727,
                    "max": 77.88828044205675
                  },
                  "latency_p50_s": {
                    "mean": 7.112475856168506,
                    "stddev": 0.02982989835985501,
                    "min": 7.079104616001132,
                    "max": 7.136550189497939
                  },
                  "latency_p95_s": {
                    "mean": 9.594465272163022,
                    "stddev": 0.043975806906045065,
                    "min": 9.54377236345099,
                    "max": 9.62236972334722
                  },
                  "latency_p99_s": {
                    "mean": 10.252633510163577,
                    "stddev": 0.05795109168895415,
                    "min": 10.18933396629247,
                    "max": 10.303077026729296
                  }
                },
                {
                  "concurrency": 4,
                  "repetitions": 3,
                  "requests_per_repetition": 16,
                  "successful_requests": 48,
                  "failed_requests": 0,
                  "failure_rate": 0.0,
                  "aggregate_generation_throughput_tps": {
                    "mean": 208.42425549526413,
                    "stddev": 14.57044398399738,
                    "min": 191.71359939534955,
                    "max": 218.47171753034075
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 58.74432718040644,
                    "stddev": 12.384410011812097,
                    "min": 36.481672153186366,
                    "max": 80.1399936748932
                  },
                  "latency_p50_s": {
                    "mean": 8.807095317497442,
                    "stddev": 0.34188567910049567,
                    "min": 8.607230611996783,
                    "max": 9.201860491004481
                  },
                  "latency_p95_s": {
                    "mean": 12.423348377248962,
                    "stddev": 0.7584084897144301,
                    "min": 11.919285190753726,
                    "max": 13.295560319496872
                  },
                  "latency_p99_s": {
                    "mean": 13.236575441850922,
                    "stddev": 0.5712992440135359,
                    "min": 12.814483140547964,
                    "max": 13.886667595896142
                  }
                },
                {
                  "concurrency": 8,
                  "repetitions": 3,
                  "requests_per_repetition": 32,
                  "successful_requests": 96,
                  "failed_requests": 0,
                  "failure_rate": 0.0,
                  "aggregate_generation_throughput_tps": {
                    "mean": 297.80679578759896,
                    "stddev": 0.47166998665249776,
                    "min": 297.2856118240635,
                    "max": 298.2043112276339
                  },
                  "per_request_generation_throughput_tps": {
                    "mean": 41.68563761215117,
                    "stddev": 7.425610944125623,
                    "min": 25.14073428653219,
                    "max": 53.151661441711184
                  },
                  "latency_p50_s": {
                    "mean": 12.214456870164819,
                    "stddev": 0.18708252249312754,
                    "min": 11.999155415505811,
                    "max": 12.33739919448999
                  },
                  "latency_p95_s": {
                    "mean": 17.675384406965893,
                    "stddev": 0.41780078614240473,
                    "min": 17.418307967150756,
                    "max": 18.157463678195924
                  },
                  "latency_p99_s": {
                    "mean": 19.514177483773917,
                    "stddev": 0.05043651259263282,
                    "min": 19.46167817827867,
                    "max": 19.562260803057292
                  }
                }
              ]
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015637-2b954c",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 98,
          "accuracy": 0.98,
          "pass_rate": 0.98,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 40,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "hard": {
              "total": 35,
              "correct": 33,
              "accuracy": 0.9428571428571428,
              "pass_rate": 0.9428571428571428
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-205718-854c2d",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 3,
          "pass_rate": 0.25,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "string": {
              "total": 3,
              "passed": 0,
              "pass_rate": 0.0
            },
            "collection": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            },
            "edge_case": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            }
          },
          "failure_types": {
            "syntax_error": 7,
            "test_failure": 2
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015713-f535c9",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 12,
          "pass_rate": 0.8,
          "tool_selection_accuracy": 0.8666666666666667,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.8666666666666667,
          "args_rate": 0.8,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 1,
            "wrong_tool": 1,
            "incomplete_sequence": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015739-e15da7",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 12,
          "correct": 12,
          "pass_rate": 1.0,
          "avg_steps": 3.75,
          "avg_tool_calls": 2.75,
          "tool_calls_total": 33,
          "failed_tool_calls": 5,
          "repeated_tool_calls": 5,
          "failure_types": {}
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015820-d0681f",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.7,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.9,
          "avg_tool_calls": 2.9,
          "tool_calls_total": 29,
          "failed_tool_calls": 5,
          "invalid_tool_calls": 0,
          "handoffs": 14,
          "failure_types": {
            "tool_error": 3
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "qwen3-6-35b-a3b-hq",
      "model": "Qwen3.6 35B-A3B",
      "variant": "HQ",
      "quantization": "NVFP4 MTP HQ",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-115655-385b40",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 2091.597452,
              "stddev_tps": 9.09916,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 68.729809,
              "stddev_tps": 0.58145,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-115943-c5d61a",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 87.12046830577675,
                "stddev": 0.478852060975797,
                "min": 86.61520791469717,
                "max": 87.56760621120318
              },
              "per_request_generation_throughput_tps": {
                "mean": 87.13586056041669,
                "stddev": 1.1195550112289752,
                "min": 84.61019497108262,
                "max": 88.53791265964232
              },
              "latency_p50_s": {
                "mean": 5.86078421966522,
                "stddev": 0.041894962116211215,
                "min": 5.828375694996794,
                "max": 5.908092396501161
              },
              "latency_p95_s": {
                "mean": 5.956498799447097,
                "stddev": 0.07080150382641702,
                "min": 5.880211759347003,
                "max": 6.020099510596265
              },
              "latency_p99_s": {
                "mean": 5.968976167086755,
                "stddev": 0.08064137199792148,
                "min": 5.88443108306732,
                "max": 6.0450440853159675
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 119.36521413728069,
                "stddev": 0.6496901148225129,
                "min": 118.80050242856814,
                "max": 120.07526469563773
              },
              "per_request_generation_throughput_tps": {
                "mean": 59.88519985872432,
                "stddev": 1.911620478111302,
                "min": 55.59217794633424,
                "max": 63.702619244434935
              },
              "latency_p50_s": {
                "mean": 8.521887679334517,
                "stddev": 0.011777071471559472,
                "min": 8.508998674504255,
                "max": 8.532087788000354
              },
              "latency_p95_s": {
                "mean": 8.959279746102402,
                "stddev": 0.09013925435526828,
                "min": 8.889887934850776,
                "max": 9.061159485900863
              },
              "latency_p99_s": {
                "mean": 9.075256351089338,
                "stddev": 0.09089811446963317,
                "min": 9.0202403915162,
                "max": 9.1801749267806
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 153.2592817162828,
                "stddev": 1.0989467629313387,
                "min": 152.09540205943733,
                "max": 154.27908236282383
              },
              "per_request_generation_throughput_tps": {
                "mean": 38.792939841149824,
                "stddev": 1.7089780769061296,
                "min": 35.53645160830998,
                "max": 43.917123856616634
              },
              "latency_p50_s": {
                "mean": 13.164271127333146,
                "stddev": 0.12386555732660506,
                "min": 13.022859912001877,
                "max": 13.253546264495526
              },
              "latency_p95_s": {
                "mean": 13.971693230500629,
                "stddev": 0.1389393814443958,
                "min": 13.814042763255202,
                "max": 14.076284708497042
              },
              "latency_p99_s": {
                "mean": 14.135910463701535,
                "stddev": 0.1740225234966403,
                "min": 13.997100531855903,
                "max": 14.331143450350647
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 201.8061599086222,
                "stddev": 1.560331205924694,
                "min": 200.01812538273592,
                "max": 202.8920960941899
              },
              "per_request_generation_throughput_tps": {
                "mean": 25.849141588629767,
                "stddev": 2.06205287609798,
                "min": 21.95360197330285,
                "max": 30.530141033491567
              },
              "latency_p50_s": {
                "mean": 20.041166892831825,
                "stddev": 0.11259338871986072,
                "min": 19.968703073500365,
                "max": 20.1708815139973
              },
              "latency_p95_s": {
                "mean": 22.277365074933915,
                "stddev": 0.2848567979094447,
                "min": 22.012794965851572,
                "max": 22.57889961499968
              },
              "latency_p99_s": {
                "mean": 22.744598780645344,
                "stddev": 0.5613673028182077,
                "min": 22.09669375952668,
                "max": 23.08580125874978
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015907-f823d8",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 94,
          "accuracy": 0.94,
          "pass_rate": 0.94,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-120944-4cc44e",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 10,
          "pass_rate": 0.8333333333333334,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "edge_case": {
              "total": 3,
              "passed": 1,
              "pass_rate": 0.3333333333333333
            }
          },
          "failure_types": {
            "syntax_error": 2
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-015958-979df7",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.8666666666666667,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8,
          "exec_rate": 0.8666666666666667,
          "failure_types": {
            "wrong_arguments": 2,
            "wrong_tool": 1,
            "execution_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020019-5e397a",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 11,
          "correct": 11,
          "pass_rate": 0.9166666666666666,
          "avg_steps": 3.75,
          "avg_tool_calls": 2.75,
          "tool_calls_total": 33,
          "failed_tool_calls": 6,
          "repeated_tool_calls": 4,
          "failure_types": {
            "missing_required_step": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020055-80d568",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 8,
          "correct": 8,
          "pass_rate": 0.8,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 4.0,
          "avg_tool_calls": 3.0,
          "tool_calls_total": 30,
          "failed_tool_calls": 6,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "missing_required_step": 1,
            "repeated_loop": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "qwen3-6-35b-a3b-turbo",
      "model": "Qwen3.6 35B-A3B",
      "variant": "TURBO",
      "quantization": "TURBO",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-172506-7319bf",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 2241.159719,
              "stddev_tps": 5.84326,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 77.200779,
              "stddev_tps": 0.158352,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-172758-ece708",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "mtp",
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 87.02260140725951,
                "stddev": 0.5533180224375841,
                "min": 86.38426145639767,
                "max": 87.36527487827098
              },
              "per_request_generation_throughput_tps": {
                "mean": 87.04214076069144,
                "stddev": 1.2881923957272021,
                "min": 83.53603439084188,
                "max": 88.81211682733783
              },
              "latency_p50_s": {
                "mean": 5.876598739494511,
                "stddev": 0.02569072340322303,
                "min": 5.861747162991378,
                "max": 5.906263823497284
              },
              "latency_p95_s": {
                "mean": 5.9649730094703655,
                "stddev": 0.11632722709229934,
                "min": 5.888362644449808,
                "max": 6.098830077056482
              },
              "latency_p99_s": {
                "mean": 5.975554076832002,
                "stddev": 0.1281535376010528,
                "min": 5.891350807291456,
                "max": 6.123039231417643
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 127.59116098099734,
                "stddev": 1.1855019143568115,
                "min": 126.28660082099626,
                "max": 128.60261633944438
              },
              "per_request_generation_throughput_tps": {
                "mean": 63.979269290686396,
                "stddev": 1.6877966375272822,
                "min": 61.188580754903654,
                "max": 65.86414535637843
              },
              "latency_p50_s": {
                "mean": 7.95912163216902,
                "stddev": 0.1517113909309586,
                "min": 7.826622403008514,
                "max": 8.12461494600575
              },
              "latency_p95_s": {
                "mean": 8.300998161835984,
                "stddev": 0.05114603374736976,
                "min": 8.2429473739081,
                "max": 8.339430802145216
              },
              "latency_p99_s": {
                "mean": 8.324049898236602,
                "stddev": 0.055190461041911706,
                "min": 8.260729497989377,
                "max": 8.361945655626187
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 166.96544415267968,
                "stddev": 1.422354407240596,
                "min": 165.5816394243891,
                "max": 168.42344404016467
              },
              "per_request_generation_throughput_tps": {
                "mean": 42.57355976921814,
                "stddev": 1.7101586438817074,
                "min": 39.43410406592003,
                "max": 47.037676967857806
              },
              "latency_p50_s": {
                "mean": 11.961385855669505,
                "stddev": 0.08004781603213157,
                "min": 11.881807040495914,
                "max": 12.041894570509612
              },
              "latency_p95_s": {
                "mean": 12.738884412004458,
                "stddev": 0.17960641516210143,
                "min": 12.536335346256237,
                "max": 12.878744840498257
              },
              "latency_p99_s": {
                "mean": 12.896890772002129,
                "stddev": 0.018779441071774396,
                "min": 12.879592514502292,
                "max": 12.916864437059122
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 217.335324572159,
                "stddev": 2.728223832425157,
                "min": 214.25898342438367,
                "max": 219.46111673915811
              },
              "per_request_generation_throughput_tps": {
                "mean": 27.651768839161992,
                "stddev": 1.6114645805202619,
                "min": 23.50293493514684,
                "max": 31.813700542417767
              },
              "latency_p50_s": {
                "mean": 18.704357515673717,
                "stddev": 0.33650963916248755,
                "min": 18.500875014506164,
                "max": 19.09277783950529
              },
              "latency_p95_s": {
                "mean": 20.077315226785625,
                "stddev": 0.5220745201902944,
                "min": 19.704256636556238,
                "max": 20.67394483990065
              },
              "latency_p99_s": {
                "mean": 20.618498689879733,
                "stddev": 0.8293100055747351,
                "min": 19.856341238030147,
                "max": 21.501665156432573
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020127-747b4b",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 94,
          "accuracy": 0.94,
          "pass_rate": 0.94,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 16,
              "accuracy": 0.8,
              "pass_rate": 0.8
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 30,
              "accuracy": 0.8571428571428571,
              "pass_rate": 0.8571428571428571
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-173719-61c62e",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 11,
          "pass_rate": 0.9166666666666666,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020213-f0a325",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.8666666666666667,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8,
          "exec_rate": 0.8666666666666667,
          "failure_types": {
            "wrong_arguments": 2,
            "wrong_tool": 1,
            "execution_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020234-a0eaf2",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 7,
          "correct": 7,
          "pass_rate": 0.5833333333333334,
          "avg_steps": 3.3333333333333335,
          "avg_tool_calls": 2.3333333333333335,
          "tool_calls_total": 28,
          "failed_tool_calls": 5,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 4,
            "missing_required_step": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020305-4be7f9",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "spec_draft_n_max": 3,
            "spec_type": "mtp",
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 8,
          "correct": 8,
          "pass_rate": 0.8,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 4.0,
          "avg_tool_calls": 3.0,
          "tool_calls_total": 30,
          "failed_tool_calls": 6,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "tool_error": 1,
            "repeated_loop": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "qwen3-6-35b-a3b-q8",
      "model": "Qwen3.6 35B-A3B",
      "variant": "Q8",
      "quantization": "Q8",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-174127-3d55c5",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1779.2207,
              "stddev_tps": 2.548781,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 58.673607,
              "stddev_tps": 0.060877,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-174519-9fe463",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 55.10062131943591,
                "stddev": 0.23406877460604136,
                "min": 54.87771641404748,
                "max": 55.34444916112258
              },
              "per_request_generation_throughput_tps": {
                "mean": 55.105242528007544,
                "stddev": 0.4838121780729247,
                "min": 54.058703770340266,
                "max": 55.857881051548155
              },
              "latency_p50_s": {
                "mean": 9.27228719816776,
                "stddev": 0.024356726790996958,
                "min": 9.25381297799322,
                "max": 9.29988942550699
              },
              "latency_p95_s": {
                "mean": 9.384710934052904,
                "stddev": 0.06142670219597031,
                "min": 9.325382616756542,
                "max": 9.448040398547892
              },
              "latency_p99_s": {
                "mean": 9.397401982813802,
                "stddev": 0.06877730212391608,
                "min": 9.329008012959093,
                "max": 9.466556312507018
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 80.85476741124435,
                "stddev": 0.4107329986505433,
                "min": 80.38485920587098,
                "max": 81.14532101997693
              },
              "per_request_generation_throughput_tps": {
                "mean": 40.42924607607273,
                "stddev": 0.234247623040382,
                "min": 40.156450333636236,
                "max": 40.75788218721114
              },
              "latency_p50_s": {
                "mean": 12.656270372167151,
                "stddev": 0.07533706715636637,
                "min": 12.585272979500587,
                "max": 12.735302979002881
              },
              "latency_p95_s": {
                "mean": 12.724243387899817,
                "stddev": 0.03941934272653222,
                "min": 12.67887485004685,
                "max": 12.75011456925131
              },
              "latency_p99_s": {
                "mean": 12.724279266912053,
                "stddev": 0.03943046141358729,
                "min": 12.678894992406859,
                "max": 12.750127669048378
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 119.69063340868647,
                "stddev": 3.6515711146081653,
                "min": 115.47698325930882,
                "max": 121.93100966842461
              },
              "per_request_generation_throughput_tps": {
                "mean": 30.130852981551218,
                "stddev": 2.6318308503311822,
                "min": 27.664365808523886,
                "max": 34.6221805117136
              },
              "latency_p50_s": {
                "mean": 17.35139990350096,
                "stddev": 0.9455522377529871,
                "min": 16.65107611699932,
                "max": 18.426978215000418
              },
              "latency_p95_s": {
                "mean": 18.43898111341453,
                "stddev": 0.05905473003134411,
                "min": 18.399308127500262,
                "max": 18.506848864741187
              },
              "latency_p99_s": {
                "mean": 18.4451837592181,
                "stddev": 0.055559723682130815,
                "min": 18.40058080310191,
                "max": 18.507420373746573
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 182.63442849658853,
                "stddev": 4.335843131718906,
                "min": 178.68519327471017,
                "max": 187.27403982882998
              },
              "per_request_generation_throughput_tps": {
                "mean": 22.86697770933213,
                "stddev": 1.0136584980787244,
                "min": 21.33780847012079,
                "max": 24.41668354054183
              },
              "latency_p50_s": {
                "mean": 22.231728886499088,
                "stddev": 0.8746052848224335,
                "min": 21.24513878650032,
                "max": 22.911877850499877
              },
              "latency_p95_s": {
                "mean": 23.556560374716355,
                "stddev": 0.5192386049356897,
                "min": 22.98282433539716,
                "max": 23.994189618652307
              },
              "latency_p99_s": {
                "mean": 23.573708676946698,
                "stddev": 0.511164792854062,
                "min": 23.004948673780454,
                "max": 23.994739655666052
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020336-b838f8",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 95,
          "accuracy": 0.95,
          "pass_rate": 0.95,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 31,
              "accuracy": 0.8857142857142857,
              "pass_rate": 0.8857142857142857
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-175911-e3d9fa",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 11,
          "pass_rate": 0.9166666666666666,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "collection": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 1
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020448-943315",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 10,
          "pass_rate": 0.6666666666666666,
          "tool_selection_accuracy": 0.8666666666666667,
          "argument_accuracy": 0.7333333333333333,
          "execution_success_rate": 0.8,
          "tool_rate": 0.8666666666666667,
          "args_rate": 0.7333333333333333,
          "exec_rate": 0.8,
          "failure_types": {
            "wrong_arguments": 2,
            "missing_tool_call": 1,
            "wrong_tool": 1,
            "execution_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020519-378732",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.75,
          "avg_steps": 3.6666666666666665,
          "avg_tool_calls": 2.6666666666666665,
          "tool_calls_total": 32,
          "failed_tool_calls": 7,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 2,
            "missing_required_step": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020615-282e39",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.9,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 4.0,
          "avg_tool_calls": 3.0,
          "tool_calls_total": 30,
          "failed_tool_calls": 7,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "missing_required_step": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "qwen3-6-35b-a3b-apex",
      "model": "Qwen3.6 35B-A3B",
      "variant": "APEX",
      "quantization": "APEX",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-180921-b11e6a",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 1829.503614,
              "stddev_tps": 4.467092,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 68.502242,
              "stddev_tps": 0.065986,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-181248-c9a2b9",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 64.35582456223206,
                "stddev": 0.41886484217392533,
                "min": 63.94069102277045,
                "max": 64.77832356388713
              },
              "per_request_generation_throughput_tps": {
                "mean": 64.35932267142239,
                "stddev": 0.4896554553783383,
                "min": 63.7286026166304,
                "max": 65.43410511534721
              },
              "latency_p50_s": {
                "mean": 7.963173106329729,
                "stddev": 0.04654514154139293,
                "min": 7.915557315995102,
                "max": 8.008568094497605
              },
              "latency_p95_s": {
                "mean": 7.9931425497821085,
                "stddev": 0.03794795367567283,
                "min": 7.9571173298507345,
                "max": 8.032758049249969
              },
              "latency_p99_s": {
                "mean": 7.994847971022294,
                "stddev": 0.03777393159146471,
                "min": 7.9583826243711515,
                "max": 8.033806926650431
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 98.53427686364759,
                "stddev": 0.8676062372064539,
                "min": 97.55062502928742,
                "max": 99.19060926826644
              },
              "per_request_generation_throughput_tps": {
                "mean": 49.27419099969773,
                "stddev": 0.620550288099998,
                "min": 47.43175391584129,
                "max": 49.79607457075806
              },
              "latency_p50_s": {
                "mean": 10.357187275495866,
                "stddev": 0.05760715258773722,
                "min": 10.307622847991297,
                "max": 10.420389661994705
              },
              "latency_p95_s": {
                "mean": 10.537006710950664,
                "stddev": 0.21859793080273537,
                "min": 10.395175136298349,
                "max": 10.788748128857696
              },
              "latency_p99_s": {
                "mean": 10.538654547259164,
                "stddev": 0.22111581343900588,
                "min": 10.395407850462652,
                "max": 10.79331475217943
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 152.53027064424762,
                "stddev": 7.007744778632513,
                "min": 148.253142398441,
                "max": 160.61762601908973
              },
              "per_request_generation_throughput_tps": {
                "mean": 38.222631309704,
                "stddev": 2.262468978769683,
                "min": 34.091733879174484,
                "max": 40.482634384598974
              },
              "latency_p50_s": {
                "mean": 13.408217748668298,
                "stddev": 0.5713157496992832,
                "min": 12.750189885999134,
                "max": 13.777866453507158
              },
              "latency_p95_s": {
                "mean": 14.264144076666222,
                "stddev": 1.2489144152686311,
                "min": 12.822517706496,
                "max": 15.017702846005704
              },
              "latency_p99_s": {
                "mean": 14.26446911506961,
                "stddev": 1.2489989200765936,
                "min": 12.8227484149058,
                "max": 15.018183222803781
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 195.28368127562678,
                "stddev": 2.3538982748741217,
                "min": 193.2711917721133,
                "max": 197.8720927654808
              },
              "per_request_generation_throughput_tps": {
                "mean": 24.416544805738525,
                "stddev": 0.36328409709094994,
                "min": 24.101657998772975,
                "max": 25.0075053885422
              },
              "latency_p50_s": {
                "mean": 21.000229261832526,
                "stddev": 0.34099386138369114,
                "min": 20.606524845497916,
                "max": 21.20202494249679
              },
              "latency_p95_s": {
                "mean": 21.189422866312572,
                "stddev": 0.07331304198600229,
                "min": 21.105716710044362,
                "max": 21.242219512299197
              },
              "latency_p99_s": {
                "mean": 21.19082993593227,
                "stddev": 0.07374769405954211,
                "min": 21.106473038860422,
                "max": 21.24309093456264
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020707-041e50",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 95,
          "accuracy": 0.95,
          "pass_rate": 0.95,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 17,
              "accuracy": 0.85,
              "pass_rate": 0.85
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 18,
              "accuracy": 0.9,
              "pass_rate": 0.9
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 31,
              "accuracy": 0.8857142857142857,
              "pass_rate": 0.8857142857142857
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-182343-4283d9",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 10,
          "pass_rate": 0.8333333333333334,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "collection": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 2
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020758-65179b",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 11,
          "pass_rate": 0.7333333333333333,
          "tool_selection_accuracy": 0.9333333333333333,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.9333333333333333,
          "args_rate": 0.8,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 2,
            "wrong_tool": 1,
            "final_answer_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020824-1d79ba",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.75,
          "avg_steps": 3.6666666666666665,
          "avg_tool_calls": 2.6666666666666665,
          "tool_calls_total": 32,
          "failed_tool_calls": 7,
          "repeated_tool_calls": 5,
          "failure_types": {
            "missing_required_step": 2,
            "tool_error": 1
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020910-33d8b1",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 9,
          "correct": 9,
          "pass_rate": 0.9,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 4.0,
          "avg_tool_calls": 3.0,
          "tool_calls_total": 30,
          "failed_tool_calls": 7,
          "invalid_tool_calls": 0,
          "handoffs": 11,
          "failure_types": {
            "tool_error": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    },
    {
      "model_id": "qwen3-8-flash-next-ud-iq4-xs",
      "model": "Qwen3.8 Flash Next",
      "variant": "UD-IQ4_XS",
      "quantization": "UD-IQ4_XS",
      "benchmark_versions": {
        "performance": "existing-v1",
        "server_performance": "existing-v1",
        "knowledge": "1.2",
        "coding": "existing-v1",
        "tool_call": "1.1",
        "agent_single": "1.1",
        "agent_multi": "1.1"
      },
      "suites": {
        "performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-223427-189e4d",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "flash_attn": true,
            "gen_tokens": [
              512
            ],
            "n_gpu_layers": 999,
            "prompt_tokens": [
              512,
              2048,
              8192,
              32768
            ],
            "repetitions": 5,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "metrics": {
            "pp": {
              "token_count": 32768,
              "mean_tps": 280.107968,
              "stddev_tps": 21.458376,
              "repetitions": 5,
              "unit": "tokens/s"
            },
            "tg": {
              "token_count": 512,
              "mean_tps": 25.819479,
              "stddev_tps": 0.199371,
              "repetitions": 5,
              "unit": "tokens/s"
            }
          },
          "repetitions": 5
        },
        "server_performance": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-225405-d84cc2",
          "evaluator_version": "existing-v1",
          "condition": {
            "batch_size": 2048,
            "cache_prompt": false,
            "cache_type_k": "f16",
            "cache_type_v": "f16",
            "concurrencies": [
              1,
              2,
              4,
              8
            ],
            "ctx_size": 8192,
            "flash_attn": true,
            "gen_tokens": 512,
            "n_gpu_layers": 999,
            "parallel": 8,
            "repetitions": 3,
            "request_timeout_s": 300,
            "requests_per_concurrency": 4,
            "spec": "off",
            "spec_draft_n_max": 3,
            "spec_type": "none",
            "thinking_budget": -1,
            "thinking_mode": "auto",
            "threads": 20,
            "ubatch_size": 512
          },
          "formal": true,
          "concurrencies": [
            1,
            2,
            4,
            8
          ],
          "requests_per_concurrency": 4,
          "repetitions": 3,
          "gen_tokens": 512,
          "samples_count": 180,
          "conditions": [
            {
              "concurrency": 1,
              "repetitions": 3,
              "requests_per_repetition": 4,
              "successful_requests": 12,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 26.8182486493483,
                "stddev": 0.49890434867144756,
                "min": 26.24347571931715,
                "max": 27.13928936076516
              },
              "per_request_generation_throughput_tps": {
                "mean": 26.84387567677128,
                "stddev": 0.9129121803282568,
                "min": 23.954790897176373,
                "max": 27.1896633980315
              },
              "latency_p50_s": {
                "mean": 18.898438121167903,
                "stddev": 0.02745784355065091,
                "min": 18.86675476500386,
                "max": 18.91530784549832
              },
              "latency_p95_s": {
                "mean": 19.622039797965165,
                "stddev": 1.2015777403999108,
                "min": 18.87144940149228,
                "max": 21.007903949201136
              },
              "latency_p99_s": {
                "mean": 19.720071710525275,
                "stddev": 1.3698749910292674,
                "min": 18.87204613149064,
                "max": 21.300456825042055
              }
            },
            {
              "concurrency": 2,
              "repetitions": 3,
              "requests_per_repetition": 8,
              "successful_requests": 24,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 42.38992189361571,
                "stddev": 1.3967787618869894,
                "min": 40.79429311711878,
                "max": 43.391372023741006
              },
              "per_request_generation_throughput_tps": {
                "mean": 21.204917357267178,
                "stddev": 0.7109921015357036,
                "min": 19.847177811601114,
                "max": 21.76836622961006
              },
              "latency_p50_s": {
                "mean": 24.265734590167995,
                "stddev": 1.0203620629879009,
                "min": 23.595616344493465,
                "max": 25.44004629250412
              },
              "latency_p95_s": {
                "mean": 24.539385896782672,
                "stddev": 1.1006371989698138,
                "min": 23.683538448250328,
                "max": 25.78097177599193
              },
              "latency_p99_s": {
                "mean": 24.5438807012213,
                "stddev": 1.107762287970651,
                "min": 23.68383116724639,
                "max": 25.793889239988495
              }
            },
            {
              "concurrency": 4,
              "repetitions": 3,
              "requests_per_repetition": 16,
              "successful_requests": 48,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 63.47786429948999,
                "stddev": 2.3208133556722577,
                "min": 61.00287554247823,
                "max": 65.60530116005062
              },
              "per_request_generation_throughput_tps": {
                "mean": 15.873988411592128,
                "stddev": 0.5196365143692745,
                "min": 15.096146625158463,
                "max": 16.473211273966182
              },
              "latency_p50_s": {
                "mean": 32.340458113998466,
                "stddev": 1.212666513630434,
                "min": 31.191256833502848,
                "max": 33.60792409900023
              },
              "latency_p95_s": {
                "mean": 32.671440882668925,
                "stddev": 1.3257497801397273,
                "min": 31.276870356246945,
                "max": 33.915527997254685
              },
              "latency_p99_s": {
                "mean": 32.67172780827047,
                "stddev": 1.3258898729941864,
                "min": 31.27694696485123,
                "max": 33.91585743145697
              }
            },
            {
              "concurrency": 8,
              "repetitions": 3,
              "requests_per_repetition": 32,
              "successful_requests": 96,
              "failed_requests": 0,
              "failure_rate": 0.0,
              "aggregate_generation_throughput_tps": {
                "mean": 93.70121171378653,
                "stddev": 5.579850062845268,
                "min": 87.50186497015363,
                "max": 98.32101721406762
              },
              "per_request_generation_throughput_tps": {
                "mean": 11.736321561059745,
                "stddev": 0.7598584422627227,
                "min": 10.464603861746179,
                "max": 12.342842677872211
              },
              "latency_p50_s": {
                "mean": 43.718567230501016,
                "stddev": 3.5861146253863168,
                "min": 41.64333890900161,
                "max": 47.85945203150186
              },
              "latency_p95_s": {
                "mean": 45.936960805113145,
                "stddev": 3.756314453892477,
                "min": 41.72047352349764,
                "max": 48.926013465801226
              },
              "latency_p99_s": {
                "mean": 45.93800395517809,
                "stddev": 3.7560712223942394,
                "min": 41.721701823335316,
                "max": 48.926591434170696
              }
            }
          ]
        },
        "knowledge": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-020952-a4ffcc",
          "evaluator_version": "1.2",
          "condition": {
            "dataset_version": 1.2,
            "max_tokens": 128,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.2,
          "total": 100,
          "correct": 98,
          "accuracy": 0.98,
          "pass_rate": 0.98,
          "categories": {
            "general": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "korea": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "math": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            },
            "science": {
              "total": 20,
              "correct": 20,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "logic": {
              "total": 20,
              "correct": 19,
              "accuracy": 0.95,
              "pass_rate": 0.95
            }
          },
          "difficulties": {
            "easy": {
              "total": 25,
              "correct": 25,
              "accuracy": 1.0,
              "pass_rate": 1.0
            },
            "medium": {
              "total": 40,
              "correct": 39,
              "accuracy": 0.975,
              "pass_rate": 0.975
            },
            "hard": {
              "total": 35,
              "correct": 34,
              "accuracy": 0.9714285714285714,
              "pass_rate": 0.9714285714285714
            }
          }
        },
        "coding": {
          "status": "available",
          "source_type": "reused_historical",
          "source_run_id": "20260905-232058-c7aa39",
          "evaluator_version": "existing-v1",
          "condition": {
            "dataset_version": 1,
            "request_timeout_s": 300.0,
            "thinking_budget": -1,
            "thinking_mode": "auto"
          },
          "version": 1,
          "total": 12,
          "passed": 10,
          "pass_rate": 0.8333333333333334,
          "categories": {
            "basic": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "string": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            },
            "collection": {
              "total": 3,
              "passed": 3,
              "pass_rate": 1.0
            },
            "edge_case": {
              "total": 3,
              "passed": 2,
              "pass_rate": 0.6666666666666666
            }
          },
          "failure_types": {
            "syntax_error": 2
          }
        },
        "tool_call": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-021203-505271",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 15,
          "passed": 10,
          "pass_rate": 0.6666666666666666,
          "tool_selection_accuracy": 0.8666666666666667,
          "argument_accuracy": 0.8,
          "execution_success_rate": 0.9333333333333333,
          "tool_rate": 0.8666666666666667,
          "args_rate": 0.8,
          "exec_rate": 0.9333333333333333,
          "failure_types": {
            "wrong_arguments": 2,
            "wrong_tool": 2,
            "final_answer_error": 1
          }
        },
        "agent_single": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-021420-bc6cfc",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 6,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 12,
          "passed": 4,
          "correct": 4,
          "pass_rate": 0.3333333333333333,
          "avg_steps": 3.4166666666666665,
          "avg_tool_calls": 2.4166666666666665,
          "tool_calls_total": 29,
          "failed_tool_calls": 3,
          "repeated_tool_calls": 4,
          "failure_types": {
            "tool_error": 1,
            "final_answer_error": 3,
            "repeated_loop": 1,
            "missing_required_step": 3
          }
        },
        "agent_multi": {
          "status": "available",
          "source_type": "revalidated_evaluator",
          "source_run_id": "20260906-021716-919ebc",
          "evaluator_version": "1.1",
          "condition": {
            "dataset_version": 1,
            "max_steps": 8,
            "max_tokens": 256,
            "request_timeout_s": 300,
            "thinking_budget": 0,
            "thinking_mode": "no-think"
          },
          "version": 1.1,
          "total": 10,
          "passed": 4,
          "correct": 4,
          "pass_rate": 0.4,
          "handoff_success_rate": 1.0,
          "role_participation_success_rate": 1.0,
          "avg_steps": 3.8,
          "avg_tool_calls": 2.8,
          "tool_calls_total": 28,
          "failed_tool_calls": 6,
          "invalid_tool_calls": 0,
          "handoffs": 12,
          "failure_types": {
            "tool_error": 4,
            "repeated_loop": 1,
            "missing_required_step": 1
          }
        }
      },
      "provenance": {
        "hardware": "NVIDIA DGX Spark GB10",
        "reasoning_mode": "off",
        "raw_artifacts_public": false
      }
    }
  ],
  "counts": {
    "models": 18,
    "suites": 7,
    "revalidated_evaluator_runs": 72,
    "reused_source_runs": 54,
    "source_run_references": 126
  }
}
