{
    "metadata": {
        "benchmark": "Vals Index",
        "slug": "vals_index",
        "description": "A single measure of AI's potential economic impact \u2014 agentic model performance across finance, coding, legal, and tax tasks, weighted by each sector's share of U.S. GDP.",
        "benchmark_id": "vals_index",
        "family": "vals_index",
        "version": "2.2",
        "updated": "2026-10-27",
        "dataset_type": "private",
        "industry": "index",
        "tasks": {
            "overall": "Overall",
            "finance_agent": "Finance Agent v2.1",
            "emb": "EMB v1.1",
            "terminal_bench_4": "Terminal-Bench 4.0",
            "vibe_code_bench": "Vibe Code Bench v1.1",
            "code_migration": "Code Migration v1.1",
            "legal_research": "Legal Research",
            "legal_agent_benchmark": "HLAB-Vals-1.1",
            "tax_agent_bench": "Tax Agent"
        },
        "models": [
            "alibaba/qwen3.8-max-internal",
            "anthropic/claude-haiku-5-5",
            "anthropic/claude-opus-5-5",
            "anthropic/claude-sonnet-5-5",
            "deepseek/deepseek-v4-pro-0813",
            "deepseek/deepseek-v4.1-flash-1017",
            "google/gemini-3.8-flash",
            "google/gemini-4-argon",
            "grok/grok-4.7",
            "inception/mercury-3",
            "kimi/kimi-k3",
            "kimi/kimi-k3.1-pro",
            "meta/muse-spark-open",
            "meta/muse-wonder",
            "meta/muse-wonder-full",
            "minimax/MiniMax-M3.1-flash",
            "openai/gpt-6-astra",
            "openai/gpt-6-luna",
            "openai/gpt-6.1-sol",
            "openai/gpt-6.1-terra",
            "reflection/Beam-1.0",
            "tencent/hy4-preview",
            "thinkingmachines/inkling",
            "thinkingmachines/inkling-small",
            "xiaomi/mimo-v2.6-flash",
            "xiaomi/mimo-v2.6-pro",
            "zai/glm-5.3",
            "zai/glm-5.3-flash"
        ],
        "partners": [],
        "showBadge": false,
        "visible": true,
        "use_cost_per_test": true,
        "runner": "external",
        "mode": "agentic",
        "archived": false,
        "partner": false,
        "total_models": 28
    },
    "tasks": {
        "overall": {
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 70.854,
                "latency": 5158.766,
                "stderr": 0.928,
                "cost_per_test": 18.69955,
                "avg_input_tokens": 77990774.9,
                "avg_output_tokens": 594549.6,
                "avg_reasoning_tokens": 405075.1,
                "avg_cache_read_tokens": 76487919.7,
                "avg_cache_write_tokens": 1502345.7,
                "token_totals": {
                    "input_tokens": 45087854954,
                    "output_tokens": 654942865,
                    "reasoning_tokens": 510663474,
                    "cache_read_tokens": 43320518175,
                    "cache_write_tokens": 1766865965
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 70.177,
                "latency": 5071.089,
                "stderr": 1.004,
                "cost_per_test": 28.122421,
                "avg_input_tokens": 59002489.2,
                "avg_output_tokens": 455039.7,
                "avg_reasoning_tokens": 293955.7,
                "avg_cache_read_tokens": 57785923.7,
                "avg_cache_write_tokens": 1216167.3,
                "token_totals": {
                    "input_tokens": 31937474844,
                    "output_tokens": 496373071,
                    "reasoning_tokens": 378363763,
                    "cache_read_tokens": 30652283666,
                    "cache_write_tokens": 1284864516
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-4-argon": {
                "accuracy": 69.237,
                "latency": 2697.953,
                "stderr": 1.09,
                "cost_per_test": 13.372731,
                "avg_input_tokens": 23148371.5,
                "avg_output_tokens": 159229.4,
                "avg_reasoning_tokens": 58309.9,
                "avg_cache_read_tokens": 21661266.3,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 13360828360,
                    "output_tokens": 146167290,
                    "reasoning_tokens": 59887853,
                    "cache_read_tokens": 12071919973,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 66.787,
                "latency": 3558.574,
                "stderr": 1.066,
                "cost_per_test": 6.809627,
                "avg_input_tokens": 18271139.5,
                "avg_output_tokens": 103432.9,
                "avg_reasoning_tokens": 48524.7,
                "avg_cache_read_tokens": 17923954.3,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 11051421288,
                    "output_tokens": 96958718,
                    "reasoning_tokens": 50663639,
                    "cache_read_tokens": 10611361430,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 65.023,
                "latency": 2018.879,
                "stderr": 1.098,
                "cost_per_test": 21.277828,
                "avg_input_tokens": 8045900.6,
                "avg_output_tokens": 99101.8,
                "avg_reasoning_tokens": 51905.9,
                "avg_cache_read_tokens": 7645164.4,
                "token_totals": {
                    "input_tokens": 4924948729,
                    "output_tokens": 96766878,
                    "reasoning_tokens": 59928445,
                    "cache_read_tokens": 4484842803,
                    "cache_write_tokens": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 64.877,
                "latency": 2123.575,
                "stderr": 1.067,
                "cost_per_test": 10.647504,
                "avg_input_tokens": 33073266.1,
                "avg_output_tokens": 115811.6,
                "avg_reasoning_tokens": 59021.7,
                "avg_cache_read_tokens": 32525940.1,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 18224226557,
                    "output_tokens": 97195877,
                    "reasoning_tokens": 52653929,
                    "cache_read_tokens": 17645554776,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 63.944,
                "latency": 2664.03,
                "stderr": 1.072,
                "cost_per_test": 3.614054,
                "avg_input_tokens": 9291986.4,
                "avg_output_tokens": 112502.2,
                "avg_reasoning_tokens": 62769.0,
                "avg_cache_read_tokens": 8988645.9,
                "avg_cache_write_tokens": 302569.0,
                "token_totals": {
                    "input_tokens": 5486504345,
                    "output_tokens": 103203979,
                    "reasoning_tokens": 64580497,
                    "cache_read_tokens": 5078686427,
                    "cache_write_tokens": 406706672
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 62.52,
                "latency": 3816.452,
                "stderr": 1.141,
                "cost_per_test": 6.440192,
                "avg_input_tokens": 19980586.0,
                "avg_output_tokens": 159071.7,
                "avg_reasoning_tokens": 96642.2,
                "avg_cache_read_tokens": 19358617.6,
                "avg_cache_write_tokens": 612758.3,
                "token_totals": {
                    "input_tokens": 12819249449,
                    "output_tokens": 188000009,
                    "reasoning_tokens": 133071106,
                    "cache_read_tokens": 12002927488,
                    "cache_write_tokens": 808823104
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 61.257,
                "latency": 2394.709,
                "stderr": 1.055,
                "cost_per_test": 0.65747,
                "avg_input_tokens": 43644461.6,
                "avg_output_tokens": 258045.4,
                "avg_reasoning_tokens": 174021.7,
                "avg_cache_read_tokens": 43300368.5,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 27106524900,
                    "output_tokens": 324131672,
                    "reasoning_tokens": 251666265,
                    "cache_read_tokens": 26546819188,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 60.168,
                "latency": 2381.407,
                "stderr": 1.03,
                "cost_per_test": 2.924759,
                "avg_input_tokens": 17278227.6,
                "avg_output_tokens": 157492.9,
                "avg_reasoning_tokens": 110552.9,
                "avg_cache_read_tokens": 16794931.9,
                "avg_cache_write_tokens": 482194.5,
                "token_totals": {
                    "input_tokens": 10374501981,
                    "output_tokens": 221380500,
                    "reasoning_tokens": 179634864,
                    "cache_read_tokens": 9627236433,
                    "cache_write_tokens": 745894559
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 59.729,
                "latency": 3864.087,
                "stderr": 1.111,
                "cost_per_test": 8.524625,
                "avg_input_tokens": 27949602.7,
                "avg_output_tokens": 202266.1,
                "avg_cache_read_tokens": 27410401.9,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 15044468726,
                    "output_tokens": 216344074,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 14478264797,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 59.045,
                "latency": 6345.62,
                "stderr": 1.082,
                "cost_per_test": 8.729516,
                "avg_input_tokens": 26354758.4,
                "avg_output_tokens": 231723.9,
                "avg_reasoning_tokens": 155010.9,
                "avg_cache_read_tokens": 25797460.1,
                "token_totals": {
                    "input_tokens": 16155618982,
                    "output_tokens": 266182756,
                    "reasoning_tokens": 201430787,
                    "cache_read_tokens": 15384763435,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 58.727,
                "latency": 2996.841,
                "stderr": 1.282,
                "cost_per_test": 3.17475,
                "avg_input_tokens": 37579232.6,
                "avg_output_tokens": 570127.1,
                "avg_reasoning_tokens": 459156.5,
                "avg_cache_read_tokens": 36601039.8,
                "avg_cache_write_tokens": 977877.9,
                "token_totals": {
                    "input_tokens": 23100726075,
                    "output_tokens": 772700077,
                    "reasoning_tokens": 679539502,
                    "cache_read_tokens": 21634995270,
                    "cache_write_tokens": 1465402149
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 58.564,
                "latency": 2013.837,
                "stderr": 1.013,
                "cost_per_test": 11.625468,
                "avg_input_tokens": 11268193.4,
                "avg_output_tokens": 124146.2,
                "avg_reasoning_tokens": 68843.5,
                "avg_cache_read_tokens": 10616594.6,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 7301646245,
                    "output_tokens": 112664299,
                    "reasoning_tokens": 65804651,
                    "cache_read_tokens": 6541333803,
                    "cache_write_tokens": 0
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 57.813,
                "latency": 4355.892,
                "stderr": 1.24,
                "cost_per_test": 0.42958,
                "avg_input_tokens": 17623254.7,
                "avg_output_tokens": 147276.8,
                "avg_reasoning_tokens": 95076.7,
                "avg_cache_read_tokens": 17072238.0,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 9588782585,
                    "output_tokens": 115944789,
                    "reasoning_tokens": 76759715,
                    "cache_read_tokens": 9117346901,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 55.951,
                "latency": 2158.482,
                "stderr": 1.141,
                "cost_per_test": 5.025617,
                "avg_input_tokens": 24930668.6,
                "avg_output_tokens": 130206.4,
                "avg_reasoning_tokens": 68436.7,
                "avg_cache_read_tokens": 23839395.3,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 15367814865,
                    "output_tokens": 117528442,
                    "reasoning_tokens": 68777600,
                    "cache_read_tokens": 14301116094,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 54.826,
                "latency": 4027.975,
                "stderr": 1.114,
                "cost_per_test": 0.221007,
                "avg_input_tokens": 26689642.9,
                "avg_output_tokens": 172166.6,
                "avg_reasoning_tokens": 106440.1,
                "avg_cache_read_tokens": 25928380.5,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 14236355547,
                    "output_tokens": 128500987,
                    "reasoning_tokens": 79445287,
                    "cache_read_tokens": 13652865579,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 53.781,
                "latency": 2597.835,
                "stderr": 1.067,
                "cost_per_test": 0.659684,
                "avg_input_tokens": 31517784.7,
                "avg_output_tokens": 255284.6,
                "avg_reasoning_tokens": 183512.9,
                "avg_cache_read_tokens": 31161890.7,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 18180722777,
                    "output_tokens": 306409526,
                    "reasoning_tokens": 243120444,
                    "cache_read_tokens": 17662797762,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 53.209,
                "latency": 3562.636,
                "stderr": 1.13,
                "cost_per_test": 1.56824,
                "avg_input_tokens": 19074387.8,
                "avg_output_tokens": 160621.0,
                "avg_reasoning_tokens": 105106.1,
                "avg_cache_read_tokens": 18555324.8,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 10732575937,
                    "output_tokens": 186491684,
                    "reasoning_tokens": 140958004,
                    "cache_read_tokens": 10205230838,
                    "cache_write_tokens": 0
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 52.974,
                "latency": 3482.913,
                "stderr": 1.044,
                "cost_per_test": 2.499691,
                "avg_input_tokens": 43178249.2,
                "avg_output_tokens": 169366.1,
                "avg_reasoning_tokens": 97785.0,
                "avg_cache_read_tokens": 42932509.5,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 22172718464,
                    "output_tokens": 154910470,
                    "reasoning_tokens": 106624381,
                    "cache_read_tokens": 21810722517,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 52.955,
                "latency": 4496.011,
                "stderr": 1.001,
                "cost_per_test": 7.169465,
                "avg_input_tokens": 15196000.1,
                "avg_output_tokens": 107341.6,
                "avg_reasoning_tokens": 58602.9,
                "avg_cache_read_tokens": 14785760.0,
                "avg_cache_write_tokens": 285912.5,
                "token_totals": {
                    "input_tokens": 8947298492,
                    "output_tokens": 88481723,
                    "reasoning_tokens": 52290753,
                    "cache_read_tokens": 8512028610,
                    "cache_write_tokens": 312874126
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 52.322,
                "latency": 1943.192,
                "stderr": 1.117,
                "cost_per_test": 0.450147,
                "avg_input_tokens": 17348582.2,
                "avg_output_tokens": 170502.4,
                "avg_reasoning_tokens": 124778.7,
                "avg_cache_read_tokens": 16946836.9,
                "avg_cache_write_tokens": 400386.5,
                "token_totals": {
                    "input_tokens": 10050409316,
                    "output_tokens": 201660024,
                    "reasoning_tokens": 167309610,
                    "cache_read_tokens": 9523623079,
                    "cache_write_tokens": 525274447
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 50.861,
                "latency": 3830.634,
                "stderr": 1.255,
                "cost_per_test": 1.133938,
                "avg_input_tokens": 62213903.2,
                "avg_output_tokens": 203646.5,
                "avg_cache_read_tokens": 60767985.3,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 31476965553,
                    "output_tokens": 178936231,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 30533831295,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 48.567,
                "latency": 4925.409,
                "stderr": 1.087,
                "cost_per_test": 4.71792,
                "avg_input_tokens": 9735429.3,
                "avg_output_tokens": 65357.2,
                "avg_reasoning_tokens": 33474.7,
                "avg_cache_read_tokens": 6991662.4,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 10323622551,
                    "output_tokens": 61830033,
                    "reasoning_tokens": 31607549,
                    "cache_read_tokens": 7631312123,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 43.659,
                "latency": 1325.888,
                "stderr": 1.227,
                "cost_per_test": 0.477863,
                "avg_input_tokens": 20204701.2,
                "avg_output_tokens": 117494.0,
                "avg_reasoning_tokens": 105632.2,
                "avg_cache_read_tokens": 17311926.8,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 10777503004,
                    "output_tokens": 108097979,
                    "reasoning_tokens": 96647515,
                    "cache_read_tokens": 9066624996,
                    "cache_write_tokens": 0
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 43.424,
                "latency": 446.562,
                "stderr": 1.062,
                "cost_per_test": null,
                "avg_input_tokens": 5912885.2,
                "avg_output_tokens": 41553.0,
                "avg_reasoning_tokens": 22329.7,
                "avg_cache_read_tokens": 5673911.8,
                "token_totals": {
                    "input_tokens": 4260716050,
                    "output_tokens": 44440148,
                    "reasoning_tokens": 26896514,
                    "cache_read_tokens": 3868334848,
                    "cache_write_tokens": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 28.961,
                "latency": 1032.925,
                "stderr": 1.12,
                "cost_per_test": 1.847767,
                "avg_input_tokens": 7482988.3,
                "avg_output_tokens": 64607.2,
                "avg_cache_read_tokens": 7298094.8,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 5136674424,
                    "output_tokens": 73075439,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 4844827008,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 27.588,
                "latency": 986.441,
                "stderr": 1.133,
                "cost_per_test": 0.401307,
                "avg_input_tokens": 5328516.9,
                "avg_output_tokens": 55978.2,
                "avg_cache_read_tokens": 5206791.8,
                "avg_cache_write_tokens": 0.0,
                "token_totals": {
                    "input_tokens": 3504374025,
                    "output_tokens": 65026929,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 3321415595,
                    "cache_write_tokens": 0
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            }
        },
        "vibe_code_bench": {
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 92.392,
                "latency": 3672.106,
                "stderr": 1.26,
                "cost_per_test": 31.250578,
                "token_totals": {
                    "input_tokens": 5822927217,
                    "output_tokens": 25491041,
                    "reasoning_tokens": 11893204,
                    "cache_read_tokens": 5760733058,
                    "cache_write_tokens": 62167153
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 219.9,
                    "avg_query_seconds": 16.7,
                    "median_query_seconds": 7.8,
                    "avg_ttft_seconds": 11.7,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "google/gemini-4-argon": {
                "accuracy": 91.906,
                "latency": 2247.675,
                "stderr": 1.899,
                "cost_per_test": 8.10797,
                "token_totals": {
                    "input_tokens": 451864686,
                    "output_tokens": 5436370,
                    "reasoning_tokens": 849287,
                    "cache_read_tokens": 397575696,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 72.8,
                    "avg_query_seconds": 30.9,
                    "median_query_seconds": 13.9,
                    "avg_ttft_seconds": 15.0,
                    "output_time_split": {
                        "reasoning_pct": 82.5,
                        "content_pct": 0.0,
                        "tool_call_pct": 17.5
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 90.444,
                "latency": 2075.723,
                "stderr": 1.725,
                "cost_per_test": 6.071856,
                "token_totals": {
                    "input_tokens": 4600663825,
                    "output_tokens": 23863970,
                    "reasoning_tokens": 13235182,
                    "cache_read_tokens": 4559642564,
                    "cache_write_tokens": 40996929
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 205.2,
                    "avg_query_seconds": 10.1,
                    "median_query_seconds": 4.6,
                    "avg_ttft_seconds": 7.1,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 90.294,
                "latency": 5766.524,
                "stderr": 1.526,
                "cost_per_test": 57.922811,
                "token_totals": {
                    "input_tokens": 5596583425,
                    "output_tokens": 19722501,
                    "reasoning_tokens": 7457724,
                    "cache_read_tokens": 5539450465,
                    "cache_write_tokens": 57102136
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 231.0,
                    "avg_query_seconds": 25.0,
                    "median_query_seconds": 11.6,
                    "avg_ttft_seconds": 18.9,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": "OpenHands"
            },
            "openai/gpt-6-astra": {
                "accuracy": 89.594,
                "latency": 2344.127,
                "stderr": 2.174,
                "cost_per_test": 38.512323,
                "token_totals": {
                    "input_tokens": 813962842,
                    "output_tokens": 7672087,
                    "reasoning_tokens": 3013580,
                    "cache_read_tokens": 762745769,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 106.1,
                    "avg_query_seconds": 22.1,
                    "median_query_seconds": 9.7,
                    "avg_ttft_seconds": 11.5,
                    "output_time_split": {
                        "reasoning_pct": 8.0,
                        "content_pct": 0.7,
                        "tool_call_pct": 91.2
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 88.931,
                "latency": 4489.755,
                "stderr": 1.893,
                "cost_per_test": 6.234794,
                "token_totals": {
                    "input_tokens": 1073502468,
                    "output_tokens": 10186788,
                    "reasoning_tokens": 5383848,
                    "cache_read_tokens": 1056860976,
                    "cache_write_tokens": 16623336
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 121.0,
                    "avg_query_seconds": 37.1,
                    "median_query_seconds": 12.0,
                    "avg_ttft_seconds": 26.4,
                    "output_time_split": {
                        "reasoning_pct": 6.5,
                        "content_pct": 1.2,
                        "tool_call_pct": 92.3
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 87.73,
                "latency": 973.834,
                "stderr": 2.752,
                "cost_per_test": 0.579984,
                "token_totals": {
                    "input_tokens": 2173326299,
                    "output_tokens": 9246207,
                    "reasoning_tokens": 3107112,
                    "cache_read_tokens": 2156782720,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 170.2,
                    "avg_query_seconds": 5.7,
                    "median_query_seconds": 3.9,
                    "avg_ttft_seconds": 2.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": "OpenHands"
            },
            "grok/grok-4.7": {
                "accuracy": 86.175,
                "latency": 2147.065,
                "stderr": 2.181,
                "cost_per_test": 15.82706,
                "token_totals": {
                    "input_tokens": 767137889,
                    "output_tokens": 7923865,
                    "reasoning_tokens": 3838088,
                    "cache_read_tokens": 713123456,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 86.4,
                    "avg_query_seconds": 24.8,
                    "median_query_seconds": 8.5,
                    "avg_ttft_seconds": 3.4,
                    "output_time_split": {
                        "reasoning_pct": 75.7,
                        "content_pct": 4.2,
                        "tool_call_pct": 20.2
                    }
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": "OpenHands"
            },
            "meta/muse-wonder-full": {
                "accuracy": 85.996,
                "latency": 648.336,
                "stderr": 1.933,
                "cost_per_test": 2.293448,
                "token_totals": {
                    "input_tokens": 222902077,
                    "output_tokens": 2071146,
                    "reasoning_tokens": 144351,
                    "cache_read_tokens": 215357588,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 60.5,
                    "avg_query_seconds": 10.7,
                    "median_query_seconds": 5.5,
                    "avg_ttft_seconds": 6.6,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": "OpenHands"
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 85.223,
                "latency": 3646.574,
                "stderr": 3.392,
                "cost_per_test": 1.043846,
                "token_totals": {
                    "input_tokens": 1076595168,
                    "output_tokens": 7478091,
                    "reasoning_tokens": 2852217,
                    "cache_read_tokens": 979676672,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 111.4,
                    "avg_query_seconds": 32.7,
                    "median_query_seconds": 18.1,
                    "avg_ttft_seconds": 13.8,
                    "output_time_split": {
                        "reasoning_pct": 36.4,
                        "content_pct": 0.7,
                        "tool_call_pct": 62.9
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": "OpenHands"
            },
            "kimi/kimi-k3": {
                "accuracy": 84.968,
                "latency": 999.021,
                "stderr": 2.746,
                "cost_per_test": 10.007576,
                "token_totals": {
                    "input_tokens": 1261633418,
                    "output_tokens": 5010801,
                    "reasoning_tokens": 1248736,
                    "cache_read_tokens": 1244327217,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 139.6,
                    "avg_query_seconds": 7.2,
                    "median_query_seconds": 6.2,
                    "avg_ttft_seconds": 4.4,
                    "output_time_split": {
                        "reasoning_pct": 33.5,
                        "content_pct": 2.5,
                        "tool_call_pct": 64.1
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": "OpenHands"
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 84.894,
                "latency": 3028.937,
                "stderr": 2.949,
                "cost_per_test": 7.485151,
                "token_totals": {
                    "input_tokens": 1401107533,
                    "output_tokens": 5806937,
                    "reasoning_tokens": 1661626,
                    "cache_read_tokens": 1381126038,
                    "cache_write_tokens": 19409526
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 131.4,
                    "avg_query_seconds": 23.1,
                    "median_query_seconds": 14.0,
                    "avg_ttft_seconds": 10.5,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": "OpenHands"
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 83.997,
                "latency": 2250.002,
                "stderr": 2.865,
                "cost_per_test": 5.996953,
                "token_totals": {
                    "input_tokens": 2454324986,
                    "output_tokens": 5928692,
                    "reasoning_tokens": 1847456,
                    "cache_read_tokens": 2424165406,
                    "cache_write_tokens": 30133951
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 170.9,
                    "avg_query_seconds": 13.2,
                    "median_query_seconds": 9.4,
                    "avg_ttft_seconds": 7.0,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "meta/muse-wonder": {
                "accuracy": 83.089,
                "latency": 350.076,
                "stderr": 2.49,
                "cost_per_test": 1.802723,
                "token_totals": {
                    "input_tokens": 144518172,
                    "output_tokens": 1830347,
                    "reasoning_tokens": 114242,
                    "cache_read_tokens": 138037760,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 52.3,
                    "avg_query_seconds": 6.7,
                    "median_query_seconds": 3.6,
                    "avg_ttft_seconds": 4.3,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": "OpenHands"
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 82.297,
                "latency": 3982.6,
                "stderr": 3.148,
                "cost_per_test": 0.356023,
                "token_totals": {
                    "input_tokens": 1830028483,
                    "output_tokens": 7746431,
                    "reasoning_tokens": 2336919,
                    "cache_read_tokens": 1820296320,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": "OpenHands"
            },
            "openai/gpt-6-luna": {
                "accuracy": 81.649,
                "latency": 2219.515,
                "stderr": 3.377,
                "cost_per_test": 1.345703,
                "token_totals": {
                    "input_tokens": 3186713261,
                    "output_tokens": 9004550,
                    "reasoning_tokens": 3632878,
                    "cache_read_tokens": 3158117507,
                    "cache_write_tokens": 28566327
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 196.2,
                    "avg_query_seconds": 11.3,
                    "median_query_seconds": 7.6,
                    "avg_ttft_seconds": 5.5,
                    "output_time_split": {
                        "reasoning_pct": 28.4,
                        "content_pct": 0.0,
                        "tool_call_pct": 71.6
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": "OpenHands"
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 78.96,
                "latency": 3013.012,
                "stderr": 4.045,
                "cost_per_test": 0.563041,
                "token_totals": {
                    "input_tokens": 1311689878,
                    "output_tokens": 7947370,
                    "reasoning_tokens": 3093850,
                    "cache_read_tokens": 1157695808,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 48,
                "turn_metrics": {
                    "tasks_measured": 48,
                    "avg_turns": 122.0,
                    "avg_query_seconds": 24.7,
                    "median_query_seconds": 14.8,
                    "avg_ttft_seconds": 13.5,
                    "output_time_split": {
                        "reasoning_pct": 32.7,
                        "content_pct": 0.6,
                        "tool_call_pct": 66.7
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": "OpenHands"
            },
            "google/gemini-3.8-flash": {
                "accuracy": 78.651,
                "latency": 519.104,
                "stderr": 3.884,
                "cost_per_test": 6.865141,
                "token_totals": {
                    "input_tokens": 1149521706,
                    "output_tokens": 6144190,
                    "reasoning_tokens": 1439332,
                    "cache_read_tokens": 1057116240,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 146.1,
                    "avg_query_seconds": 3.6,
                    "median_query_seconds": 2.8,
                    "avg_ttft_seconds": 2.6,
                    "output_time_split": {
                        "reasoning_pct": 96.1,
                        "content_pct": 0.0,
                        "tool_call_pct": 3.9
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": "OpenHands"
            },
            "zai/glm-5.3": {
                "accuracy": 78.125,
                "latency": 3847.197,
                "stderr": 3.94,
                "cost_per_test": 12.450185,
                "token_totals": {
                    "input_tokens": 1971471587,
                    "output_tokens": 8173329,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 1906590911,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 194.4,
                    "avg_query_seconds": 19.8,
                    "median_query_seconds": 8.0,
                    "avg_ttft_seconds": 11.9,
                    "output_time_split": {
                        "reasoning_pct": 42.9,
                        "content_pct": 1.1,
                        "tool_call_pct": 56.0
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": "OpenHands"
            },
            "tencent/hy4-preview": {
                "accuracy": 77.478,
                "latency": 2493.104,
                "stderr": 4.035,
                "cost_per_test": 2.181516,
                "token_totals": {
                    "input_tokens": 1648623995,
                    "output_tokens": 6263219,
                    "reasoning_tokens": 1671679,
                    "cache_read_tokens": 1618107200,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 178.5,
                    "avg_query_seconds": 14.0,
                    "median_query_seconds": 8.9,
                    "avg_ttft_seconds": 5.2,
                    "output_time_split": {
                        "reasoning_pct": 31.8,
                        "content_pct": 0.8,
                        "tool_call_pct": 67.4
                    }
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": "OpenHands"
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 77.141,
                "latency": 5079.378,
                "stderr": 3.721,
                "cost_per_test": 11.668329,
                "token_totals": {
                    "input_tokens": 1895650724,
                    "output_tokens": 8327720,
                    "reasoning_tokens": 2363284,
                    "cache_read_tokens": 1861629312,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 171.6,
                    "avg_query_seconds": 29.6,
                    "median_query_seconds": 18.6,
                    "avg_ttft_seconds": 17.6,
                    "output_time_split": {
                        "reasoning_pct": 33.2,
                        "content_pct": 0.3,
                        "tool_call_pct": 66.5
                    }
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": "OpenHands"
            },
            "meta/muse-spark-open": {
                "accuracy": 76.187,
                "latency": 1869.172,
                "stderr": 3.317,
                "cost_per_test": 1.655609,
                "token_totals": {
                    "input_tokens": 225685852,
                    "output_tokens": 2085879,
                    "reasoning_tokens": 952456,
                    "cache_read_tokens": 189265312,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 70.3,
                    "avg_query_seconds": 26.6,
                    "median_query_seconds": 6.8,
                    "avg_ttft_seconds": 6.7,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": "OpenHands"
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 73.944,
                "latency": 1263.916,
                "stderr": 4.249,
                "cost_per_test": 1.146649,
                "token_totals": {
                    "input_tokens": 3334725307,
                    "output_tokens": 8488142,
                    "reasoning_tokens": 2462335,
                    "cache_read_tokens": 3318290676,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 231.6,
                    "avg_query_seconds": 5.5,
                    "median_query_seconds": 4.5,
                    "avg_ttft_seconds": 3.0,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": "OpenHands"
            },
            "reflection/Beam-1.0": {
                "accuracy": 66.436,
                "latency": 145.263,
                "stderr": 4.062,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 430528251,
                    "output_tokens": 2004844,
                    "reasoning_tokens": 550281,
                    "cache_read_tokens": 419321600,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 129.5,
                    "avg_query_seconds": 1.1,
                    "median_query_seconds": 0.6,
                    "avg_ttft_seconds": 0.5,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": "OpenHands"
            },
            "inception/mercury-3": {
                "accuracy": 60.927,
                "latency": 566.58,
                "stderr": 5.379,
                "cost_per_test": 0.627191,
                "token_totals": {
                    "input_tokens": 1422007111,
                    "output_tokens": 6493005,
                    "reasoning_tokens": 5135055,
                    "cache_read_tokens": 1256819130,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 171.6,
                    "avg_query_seconds": 3.3,
                    "median_query_seconds": 2.2,
                    "avg_ttft_seconds": 2.5,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": "OpenHands"
            },
            "zai/glm-5.3-flash": {
                "accuracy": 30.759,
                "latency": 5027.281,
                "stderr": 5.277,
                "cost_per_test": 2.348805,
                "token_totals": {
                    "input_tokens": 7308851703,
                    "output_tokens": 11916569,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 7228379520,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "turn_metrics": {
                    "tasks_measured": 50,
                    "avg_turns": 556.0,
                    "avg_query_seconds": 9.0,
                    "median_query_seconds": 5.5,
                    "avg_ttft_seconds": 3.1,
                    "output_time_split": {
                        "reasoning_pct": 37.2,
                        "content_pct": 1.7,
                        "tool_call_pct": 61.1
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": "OpenHands"
            },
            "thinkingmachines/inkling": {
                "accuracy": 19.214,
                "latency": 1105.492,
                "stderr": 3.659,
                "cost_per_test": 1.605949,
                "token_totals": {
                    "input_tokens": 391977485,
                    "output_tokens": 2288277,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 386683776,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": "OpenHands"
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 19.052,
                "latency": 2949.469,
                "stderr": 3.403,
                "cost_per_test": 0.432264,
                "token_totals": {
                    "input_tokens": 294407624,
                    "output_tokens": 2135670,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 289327616,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 50,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": "OpenHands"
            }
        },
        "finance_agent": {
            "anthropic/claude-opus-5-5": {
                "accuracy": 67.846,
                "latency": 1980.122,
                "stderr": 2.051,
                "cost_per_test": 8.908721,
                "token_totals": {
                    "input_tokens": 711290297,
                    "output_tokens": 106934250,
                    "reasoning_tokens": 92568283,
                    "cache_read_tokens": 362746415,
                    "cache_write_tokens": 348503177
                },
                "token_tasks_measured": 444,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-4-argon": {
                "accuracy": 67.658,
                "latency": 793.03,
                "stderr": 2.0,
                "cost_per_test": 4.315759,
                "token_totals": {
                    "input_tokens": 602790494,
                    "output_tokens": 31627905,
                    "reasoning_tokens": 14149611,
                    "cache_read_tokens": 291037965,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 67.575,
                "latency": 850.298,
                "stderr": 1.98,
                "cost_per_test": 2.680843,
                "token_totals": {
                    "input_tokens": 389317179,
                    "output_tokens": 18193553,
                    "reasoning_tokens": 11613004,
                    "cache_read_tokens": 188800282,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 67.275,
                "latency": 2066.221,
                "stderr": 2.023,
                "cost_per_test": 6.950246,
                "token_totals": {
                    "input_tokens": 1206037903,
                    "output_tokens": 148942679,
                    "reasoning_tokens": 130899975,
                    "cache_read_tokens": 579490734,
                    "cache_write_tokens": 626479999
                },
                "token_tasks_measured": 448,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 65.761,
                "latency": 443.888,
                "stderr": 2.039,
                "cost_per_test": 1.991077,
                "token_totals": {
                    "input_tokens": 1102307399,
                    "output_tokens": 26345690,
                    "reasoning_tokens": 18599088,
                    "cache_read_tokens": 708933383,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 65.545,
                "latency": 310.129,
                "stderr": 2.031,
                "cost_per_test": 2.620705,
                "token_totals": {
                    "input_tokens": 398379578,
                    "output_tokens": 15303665,
                    "reasoning_tokens": 9870222,
                    "cache_read_tokens": 190235588,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 65.373,
                "latency": 1864.634,
                "stderr": 2.063,
                "cost_per_test": 1.637243,
                "token_totals": {
                    "input_tokens": 1065081554,
                    "output_tokens": 206334140,
                    "reasoning_tokens": 194190119,
                    "cache_read_tokens": 378369304,
                    "cache_write_tokens": 686667014
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 65.004,
                "latency": 1205.572,
                "stderr": 2.01,
                "cost_per_test": 1.030939,
                "token_totals": {
                    "input_tokens": 323459972,
                    "output_tokens": 37030623,
                    "reasoning_tokens": 30619069,
                    "cache_read_tokens": 134111615,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 64.259,
                "latency": 682.01,
                "stderr": 2.015,
                "cost_per_test": 0.183321,
                "token_totals": {
                    "input_tokens": 292706558,
                    "output_tokens": 11189430,
                    "reasoning_tokens": 6591988,
                    "cache_read_tokens": 126914944,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 63.316,
                "latency": 936.347,
                "stderr": 2.084,
                "cost_per_test": 0.066534,
                "token_totals": {
                    "input_tokens": 389007728,
                    "output_tokens": 14596133,
                    "reasoning_tokens": 8588760,
                    "cache_read_tokens": 208996480,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 62.933,
                "latency": 909.212,
                "stderr": 2.028,
                "cost_per_test": 0.466261,
                "token_totals": {
                    "input_tokens": 1025601275,
                    "output_tokens": 94944123,
                    "reasoning_tokens": 82978352,
                    "cache_read_tokens": 721979776,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 61.817,
                "latency": 1145.078,
                "stderr": 2.112,
                "cost_per_test": 1.626543,
                "token_totals": {
                    "input_tokens": 253535763,
                    "output_tokens": 21994277,
                    "reasoning_tokens": 16385214,
                    "cache_read_tokens": 70737183,
                    "cache_write_tokens": 182747233
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 61.623,
                "latency": 1502.748,
                "stderr": 2.059,
                "cost_per_test": 0.667449,
                "token_totals": {
                    "input_tokens": 332001046,
                    "output_tokens": 49959222,
                    "reasoning_tokens": 42800144,
                    "cache_read_tokens": 128979992,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 61.488,
                "latency": 2099.046,
                "stderr": 2.1,
                "cost_per_test": 2.290605,
                "token_totals": {
                    "input_tokens": 430824171,
                    "output_tokens": 49084271,
                    "reasoning_tokens": 40045316,
                    "cache_read_tokens": 180005120,
                    "cache_write_tokens": 249767698
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 60.665,
                "latency": 1612.347,
                "stderr": 2.056,
                "cost_per_test": 2.758047,
                "token_totals": {
                    "input_tokens": 3043998798,
                    "output_tokens": 14268191,
                    "reasoning_tokens": 7831933,
                    "cache_read_tokens": 2388431856,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 60.587,
                "latency": 296.095,
                "stderr": 2.032,
                "cost_per_test": 0.072473,
                "token_totals": {
                    "input_tokens": 231343920,
                    "output_tokens": 17576955,
                    "reasoning_tokens": 13137649,
                    "cache_read_tokens": 91246328,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 60.585,
                "latency": 652.292,
                "stderr": 2.114,
                "cost_per_test": 2.238652,
                "token_totals": {
                    "input_tokens": 741416449,
                    "output_tokens": 22618555,
                    "reasoning_tokens": 15034963,
                    "cache_read_tokens": 461563904,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 60.428,
                "latency": 1228.75,
                "stderr": 2.12,
                "cost_per_test": 7.823464,
                "token_totals": {
                    "input_tokens": 248231715,
                    "output_tokens": 22170755,
                    "reasoning_tokens": 16637610,
                    "cache_read_tokens": 77618056,
                    "cache_write_tokens": 170564517
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 60.013,
                "latency": 875.039,
                "stderr": 2.09,
                "cost_per_test": 1.881233,
                "token_totals": {
                    "input_tokens": 400595105,
                    "output_tokens": 15119518,
                    "reasoning_tokens": 9960408,
                    "cache_read_tokens": 216957696,
                    "cache_write_tokens": 182544978
                },
                "token_tasks_measured": 448,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 58.829,
                "latency": 3319.592,
                "stderr": 2.117,
                "cost_per_test": 2.992239,
                "token_totals": {
                    "input_tokens": 910481004,
                    "output_tokens": 72516574,
                    "reasoning_tokens": 60279740,
                    "cache_read_tokens": 521454848,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 449,
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 58.826,
                "latency": 904.204,
                "stderr": 2.07,
                "cost_per_test": 0.158978,
                "token_totals": {
                    "input_tokens": 469331836,
                    "output_tokens": 54339785,
                    "reasoning_tokens": 45403914,
                    "cache_read_tokens": 234241552,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 57.116,
                "latency": 476.985,
                "stderr": 2.083,
                "cost_per_test": 0.82234,
                "token_totals": {
                    "input_tokens": 380103725,
                    "output_tokens": 27027936,
                    "reasoning_tokens": 21919502,
                    "cache_read_tokens": 187724800,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 56.841,
                "latency": 926.859,
                "stderr": 2.123,
                "cost_per_test": 0.120919,
                "token_totals": {
                    "input_tokens": 393427873,
                    "output_tokens": 45914348,
                    "reasoning_tokens": 42042763,
                    "cache_read_tokens": 189468255,
                    "cache_write_tokens": 203907655
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 55.958,
                "latency": 1787.129,
                "stderr": 2.094,
                "cost_per_test": 1.922848,
                "token_totals": {
                    "input_tokens": 723048978,
                    "output_tokens": 69759698,
                    "reasoning_tokens": 60468509,
                    "cache_read_tokens": 356407138,
                    "cache_write_tokens": 366491932
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 54.708,
                "latency": 232.758,
                "stderr": 1.991,
                "cost_per_test": 0.064622,
                "token_totals": {
                    "input_tokens": 338680752,
                    "output_tokens": 21159893,
                    "reasoning_tokens": 17980953,
                    "cache_read_tokens": 136207667,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 51.827,
                "latency": 85.425,
                "stderr": 2.107,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 503284975,
                    "output_tokens": 15066321,
                    "reasoning_tokens": 11184585,
                    "cache_read_tokens": 255618816,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 449,
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 49.873,
                "latency": 573.747,
                "stderr": 2.116,
                "cost_per_test": 0.891309,
                "token_totals": {
                    "input_tokens": 845699789,
                    "output_tokens": 26758592,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 667318528,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 44.776,
                "latency": 314.216,
                "stderr": 2.095,
                "cost_per_test": 0.207921,
                "token_totals": {
                    "input_tokens": 641180329,
                    "output_tokens": 23499273,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 529986304,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 449,
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            }
        },
        "emb": {
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 75.899,
                "latency": 2204.991,
                "stderr": 2.468,
                "cost_per_test": 8.792863,
                "token_totals": {
                    "input_tokens": 2367951142,
                    "output_tokens": 29328538,
                    "reasoning_tokens": 22320203,
                    "cache_read_tokens": 2311427347,
                    "cache_write_tokens": 56507215
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 77.9,
                    "avg_query_seconds": 28.3,
                    "median_query_seconds": 10.8,
                    "avg_ttft_seconds": 24.5,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 75.836,
                "latency": 2106.434,
                "stderr": 2.41,
                "cost_per_test": 11.018974,
                "token_totals": {
                    "input_tokens": 922243024,
                    "output_tokens": 23704546,
                    "reasoning_tokens": 18569025,
                    "cache_read_tokens": 861165257,
                    "cache_write_tokens": 61067293
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 42.7,
                    "avg_query_seconds": 49.3,
                    "median_query_seconds": 11.8,
                    "avg_ttft_seconds": 33.8,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 74.998,
                "latency": 1684.504,
                "stderr": 2.141,
                "cost_per_test": 4.58223,
                "token_totals": {
                    "input_tokens": 983252171,
                    "output_tokens": 8330149,
                    "reasoning_tokens": 5099887,
                    "cache_read_tokens": 955848482,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 44.6,
                    "avg_query_seconds": 37.8,
                    "median_query_seconds": 14.3,
                    "avg_ttft_seconds": 29.4,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "google/gemini-4-argon": {
                "accuracy": 74.828,
                "latency": 2305.821,
                "stderr": 2.494,
                "cost_per_test": 11.8029,
                "token_totals": {
                    "input_tokens": 1127460088,
                    "output_tokens": 14257556,
                    "reasoning_tokens": 9497334,
                    "cache_read_tokens": 945025185,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 42.0,
                    "avg_query_seconds": 54.9,
                    "median_query_seconds": 24.8,
                    "avg_ttft_seconds": 12.8,
                    "output_time_split": {
                        "reasoning_pct": 99.3,
                        "content_pct": 0.0,
                        "tool_call_pct": 0.7
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 73.33,
                "latency": 756.889,
                "stderr": 2.235,
                "cost_per_test": 0.559258,
                "token_totals": {
                    "input_tokens": 238952524,
                    "output_tokens": 5755731,
                    "reasoning_tokens": 3532004,
                    "cache_read_tokens": 227336516,
                    "cache_write_tokens": 11372480
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 27.1,
                    "avg_query_seconds": 27.9,
                    "median_query_seconds": 12.4,
                    "avg_ttft_seconds": 5.3,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 72.871,
                "latency": 769.197,
                "stderr": 2.424,
                "cost_per_test": 8.243862,
                "token_totals": {
                    "input_tokens": 2960728904,
                    "output_tokens": 21722815,
                    "reasoning_tokens": 13162823,
                    "cache_read_tokens": 2787511478,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 125.0,
                    "avg_query_seconds": 6.1,
                    "median_query_seconds": 3.4,
                    "avg_ttft_seconds": 2.3,
                    "output_time_split": {
                        "reasoning_pct": 98.3,
                        "content_pct": 0.0,
                        "tool_call_pct": 1.7
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 72.683,
                "latency": 804.28,
                "stderr": 2.297,
                "cost_per_test": 5.827063,
                "token_totals": {
                    "input_tokens": 123989946,
                    "output_tokens": 5542631,
                    "reasoning_tokens": 3051513,
                    "cache_read_tokens": 104449111,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 17.7,
                    "avg_query_seconds": 45.3,
                    "median_query_seconds": 15.5,
                    "avg_ttft_seconds": 12.1,
                    "output_time_split": {
                        "reasoning_pct": 6.6,
                        "content_pct": 0.9,
                        "tool_call_pct": 92.5
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 72.503,
                "latency": 1034.437,
                "stderr": 2.414,
                "cost_per_test": 5.599337,
                "token_totals": {
                    "input_tokens": 1072958990,
                    "output_tokens": 8128857,
                    "reasoning_tokens": 5046443,
                    "cache_read_tokens": 1021915980,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 47.2,
                    "avg_query_seconds": 21.9,
                    "median_query_seconds": 8.3,
                    "avg_ttft_seconds": 17.9,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 71.979,
                "latency": 3193.384,
                "stderr": 2.387,
                "cost_per_test": 4.430287,
                "token_totals": {
                    "input_tokens": 1260695298,
                    "output_tokens": 14484385,
                    "reasoning_tokens": 10207311,
                    "cache_read_tokens": 1232232960,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 68.8,
                    "avg_query_seconds": 46.4,
                    "median_query_seconds": 24.3,
                    "avg_ttft_seconds": 18.8,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 71.498,
                "latency": 2097.023,
                "stderr": 2.328,
                "cost_per_test": 6.481284,
                "token_totals": {
                    "input_tokens": 531961928,
                    "output_tokens": 15529729,
                    "reasoning_tokens": 10549516,
                    "cache_read_tokens": 448911360,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 33.3,
                    "avg_query_seconds": 63.0,
                    "median_query_seconds": 18.7,
                    "avg_ttft_seconds": 5.0,
                    "output_time_split": {
                        "reasoning_pct": 83.7,
                        "content_pct": 14.9,
                        "tool_call_pct": 1.3
                    }
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 71.264,
                "latency": 741.42,
                "stderr": 2.283,
                "cost_per_test": 3.074655,
                "token_totals": {
                    "input_tokens": 410193956,
                    "output_tokens": 9698383,
                    "reasoning_tokens": 7045672,
                    "cache_read_tokens": 393497338,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 37.6,
                    "avg_query_seconds": 19.7,
                    "median_query_seconds": 10.0,
                    "avg_ttft_seconds": 5.6,
                    "output_time_split": {
                        "reasoning_pct": 80.9,
                        "content_pct": 0.6,
                        "tool_call_pct": 18.5
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 71.088,
                "latency": 1107.811,
                "stderr": 2.748,
                "cost_per_test": 1.143199,
                "token_totals": {
                    "input_tokens": 129631093,
                    "output_tokens": 6056928,
                    "reasoning_tokens": 3495567,
                    "cache_read_tokens": 112922114,
                    "cache_write_tokens": 16703171
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 17.9,
                    "avg_query_seconds": 61.7,
                    "median_query_seconds": 17.6,
                    "avg_ttft_seconds": 21.8,
                    "output_time_split": {
                        "reasoning_pct": 4.7,
                        "content_pct": 0.9,
                        "tool_call_pct": 94.4
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 70.0,
                "latency": 1283.322,
                "stderr": 2.63,
                "cost_per_test": 1.588749,
                "token_totals": {
                    "input_tokens": 339381460,
                    "output_tokens": 6447626,
                    "reasoning_tokens": 4047839,
                    "cache_read_tokens": 322881536,
                    "cache_write_tokens": 16153802
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 27.0,
                    "avg_query_seconds": 47.5,
                    "median_query_seconds": 19.7,
                    "avg_ttft_seconds": 7.9,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 69.954,
                "latency": 1041.052,
                "stderr": 2.542,
                "cost_per_test": 0.141708,
                "token_totals": {
                    "input_tokens": 362285754,
                    "output_tokens": 11007243,
                    "reasoning_tokens": 8590626,
                    "cache_read_tokens": 332678280,
                    "cache_write_tokens": 29598418
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 26.5,
                    "avg_query_seconds": 39.2,
                    "median_query_seconds": 9.5,
                    "avg_ttft_seconds": 4.2,
                    "output_time_split": {
                        "reasoning_pct": 61.3,
                        "content_pct": 0.0,
                        "tool_call_pct": 38.7
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 69.173,
                "latency": 1971.687,
                "stderr": 2.395,
                "cost_per_test": 0.330922,
                "token_totals": {
                    "input_tokens": 1809205546,
                    "output_tokens": 16117195,
                    "reasoning_tokens": 11510477,
                    "cache_read_tokens": 1797102837,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 97.6,
                    "avg_query_seconds": 20.2,
                    "median_query_seconds": 4.9,
                    "avg_ttft_seconds": 1.4,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 69.112,
                "latency": 2172.231,
                "stderr": 2.649,
                "cost_per_test": 3.787827,
                "token_totals": {
                    "input_tokens": 942177449,
                    "output_tokens": 18177772,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 891631657,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 101,
                "turn_metrics": {
                    "tasks_measured": 101,
                    "avg_turns": 52.1,
                    "avg_query_seconds": 41.7,
                    "median_query_seconds": 14.5,
                    "avg_ttft_seconds": 4.4,
                    "output_time_split": {
                        "reasoning_pct": 81.2,
                        "content_pct": 0.4,
                        "tool_call_pct": 18.4
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 68.946,
                "latency": 1839.41,
                "stderr": 2.402,
                "cost_per_test": 0.787396,
                "token_totals": {
                    "input_tokens": 824410363,
                    "output_tokens": 10431429,
                    "reasoning_tokens": 7444891,
                    "cache_read_tokens": 799662720,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 59.4,
                    "avg_query_seconds": 31.0,
                    "median_query_seconds": 12.6,
                    "avg_ttft_seconds": 4.3,
                    "output_time_split": {
                        "reasoning_pct": 76.3,
                        "content_pct": 0.7,
                        "tool_call_pct": 22.9
                    }
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 68.882,
                "latency": 1521.906,
                "stderr": 2.267,
                "cost_per_test": 0.108634,
                "token_totals": {
                    "input_tokens": 891374421,
                    "output_tokens": 16056047,
                    "reasoning_tokens": 12655956,
                    "cache_read_tokens": 861570496,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 44.8,
                    "avg_query_seconds": 33.9,
                    "median_query_seconds": 15.2,
                    "avg_ttft_seconds": 5.6,
                    "output_time_split": {
                        "reasoning_pct": 79.3,
                        "content_pct": 0.4,
                        "tool_call_pct": 20.2
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 67.843,
                "latency": 1847.78,
                "stderr": 2.29,
                "cost_per_test": 0.268958,
                "token_totals": {
                    "input_tokens": 1127000678,
                    "output_tokens": 14186544,
                    "reasoning_tokens": 10606514,
                    "cache_read_tokens": 1112061687,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 64.0,
                    "avg_query_seconds": 28.9,
                    "median_query_seconds": 6.4,
                    "avg_ttft_seconds": 1.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 67.347,
                "latency": 3313.924,
                "stderr": 2.903,
                "cost_per_test": 0.328999,
                "token_totals": {
                    "input_tokens": 847310790,
                    "output_tokens": 17554862,
                    "reasoning_tokens": 14594001,
                    "cache_read_tokens": 813521152,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 37.8,
                    "avg_query_seconds": 87.7,
                    "median_query_seconds": 23.8,
                    "avg_ttft_seconds": 9.5,
                    "output_time_split": {
                        "reasoning_pct": 87.7,
                        "content_pct": 0.5,
                        "tool_call_pct": 11.8
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 66.252,
                "latency": 4495.202,
                "stderr": 2.685,
                "cost_per_test": 0.713033,
                "token_totals": {
                    "input_tokens": 3932720612,
                    "output_tokens": 29249606,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 3849386240,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 100,
                "turn_metrics": {
                    "tasks_measured": 100,
                    "avg_turns": 129.4,
                    "avg_query_seconds": 34.7,
                    "median_query_seconds": 10.9,
                    "avg_ttft_seconds": 2.4,
                    "output_time_split": {
                        "reasoning_pct": 74.2,
                        "content_pct": 0.4,
                        "tool_call_pct": 25.4
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 65.477,
                "latency": 1195.527,
                "stderr": 3.691,
                "cost_per_test": 1.364559,
                "token_totals": {
                    "input_tokens": 1482730908,
                    "output_tokens": 25203657,
                    "reasoning_tokens": 19717258,
                    "cache_read_tokens": 1444841999,
                    "cache_write_tokens": 37877007
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 56.9,
                    "avg_query_seconds": 21.0,
                    "median_query_seconds": 6.1,
                    "avg_ttft_seconds": 14.8,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 65.128,
                "latency": 2247.236,
                "stderr": 2.35,
                "cost_per_test": 1.08141,
                "token_totals": {
                    "input_tokens": 864870937,
                    "output_tokens": 15254147,
                    "reasoning_tokens": 11469965,
                    "cache_read_tokens": 855589504,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 53.6,
                    "avg_query_seconds": 41.9,
                    "median_query_seconds": 13.2,
                    "avg_ttft_seconds": 3.2,
                    "output_time_split": {
                        "reasoning_pct": 82.9,
                        "content_pct": 0.8,
                        "tool_call_pct": 16.3
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 64.733,
                "latency": 1204.28,
                "stderr": 2.259,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 905656608,
                    "output_tokens": 6481191,
                    "reasoning_tokens": 4044707,
                    "cache_read_tokens": 884618112,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 83.4,
                    "avg_query_seconds": 14.4,
                    "median_query_seconds": 1.6,
                    "avg_ttft_seconds": 0.5,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 61.983,
                "latency": 5078.614,
                "stderr": 2.704,
                "cost_per_test": 5.348821,
                "token_totals": {
                    "input_tokens": 973042320,
                    "output_tokens": 8495845,
                    "reasoning_tokens": 4888586,
                    "cache_read_tokens": 642573184,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 56.7,
                    "avg_query_seconds": 89.5,
                    "median_query_seconds": 21.8,
                    "avg_ttft_seconds": 28.0,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 57.88,
                "latency": 531.279,
                "stderr": 2.914,
                "cost_per_test": 0.194746,
                "token_totals": {
                    "input_tokens": 875577703,
                    "output_tokens": 11690649,
                    "reasoning_tokens": 11334293,
                    "cache_read_tokens": 797615720,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 102,
                "turn_metrics": {
                    "tasks_measured": 102,
                    "avg_turns": 71.9,
                    "avg_query_seconds": 7.4,
                    "median_query_seconds": 3.6,
                    "avg_ttft_seconds": 4.3,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 40.971,
                "latency": 1581.835,
                "stderr": 2.982,
                "cost_per_test": 1.671783,
                "token_totals": {
                    "input_tokens": 658436029,
                    "output_tokens": 9281665,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 641195264,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 98,
                "turn_metrics": {
                    "tasks_measured": 98,
                    "avg_turns": 66.2,
                    "avg_query_seconds": 23.9,
                    "median_query_seconds": 5.7,
                    "avg_ttft_seconds": 1.9,
                    "output_time_split": {
                        "reasoning_pct": 99.3,
                        "content_pct": 0.6,
                        "tool_call_pct": 0.1
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 40.823,
                "latency": 1173.625,
                "stderr": 3.21,
                "cost_per_test": 0.249301,
                "token_totals": {
                    "input_tokens": 254752442,
                    "output_tokens": 6362193,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 245337472,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 101,
                "turn_metrics": {
                    "tasks_measured": 101,
                    "avg_turns": 48.0,
                    "avg_query_seconds": 24.4,
                    "median_query_seconds": 7.2,
                    "avg_ttft_seconds": 2.2,
                    "output_time_split": {
                        "reasoning_pct": 99.9,
                        "content_pct": 0.1,
                        "tool_call_pct": 0.0
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            }
        },
        "code_migration": {
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 87.372,
                "latency": 14850.395,
                "stderr": 2.388,
                "cost_per_test": 45.405088,
                "token_totals": {
                    "input_tokens": 20450605917,
                    "output_tokens": 74788366,
                    "reasoning_tokens": 34898228,
                    "cache_read_tokens": 20245723628,
                    "cache_write_tokens": 204790865
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 757.4,
                    "avg_query_seconds": 13.2,
                    "median_query_seconds": 7.2,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 80.487,
                "latency": 12635.272,
                "stderr": 4.08,
                "cost_per_test": 72.30083,
                "token_totals": {
                    "input_tokens": 16604648219,
                    "output_tokens": 56658262,
                    "reasoning_tokens": 20731364,
                    "cache_read_tokens": 16430817403,
                    "cache_write_tokens": 173755296
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 625.4,
                    "avg_query_seconds": 14.7,
                    "median_query_seconds": 6.5,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 78.031,
                "latency": 5286.504,
                "stderr": 3.128,
                "cost_per_test": 66.641779,
                "token_totals": {
                    "input_tokens": 1828192015,
                    "output_tokens": 12132196,
                    "reasoning_tokens": 4524551,
                    "cache_read_tokens": 1791878139,
                    "cache_write_tokens": 36294376
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 108.4,
                    "avg_query_seconds": 36.4,
                    "median_query_seconds": 19.8,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 75.136,
                "latency": 6157.942,
                "stderr": 3.609,
                "cost_per_test": 9.938473,
                "token_totals": {
                    "input_tokens": 2140765806,
                    "output_tokens": 14016797,
                    "reasoning_tokens": 5851455,
                    "cache_read_tokens": 2110633678,
                    "cache_write_tokens": 30109934
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 123.4,
                    "avg_query_seconds": 38.4,
                    "median_query_seconds": 20.6,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-4-argon": {
                "accuracy": 74.429,
                "latency": 8400.232,
                "stderr": 4.512,
                "cost_per_test": 44.644196,
                "token_totals": {
                    "input_tokens": 8076346935,
                    "output_tokens": 26849639,
                    "reasoning_tokens": 5541747,
                    "cache_read_tokens": 7868600042,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 329.3,
                    "avg_query_seconds": 23.1,
                    "median_query_seconds": 11.7,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 1048576,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 69.781,
                "latency": 9687.179,
                "stderr": 4.035,
                "cost_per_test": 47.552905,
                "token_totals": {
                    "input_tokens": 11958750391,
                    "output_tokens": 23001800,
                    "reasoning_tokens": 10801141,
                    "cache_read_tokens": 11889714692,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 489.6,
                    "avg_query_seconds": 10.1,
                    "median_query_seconds": 6.7,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 69.685,
                "latency": 4516.513,
                "stderr": 3.891,
                "cost_per_test": 6.021213,
                "token_totals": {
                    "input_tokens": 3212892026,
                    "output_tokens": 10598879,
                    "reasoning_tokens": 3692961,
                    "cache_read_tokens": 3186778556,
                    "cache_write_tokens": 26081847
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 175.7,
                    "avg_query_seconds": 14.7,
                    "median_query_seconds": 10.0,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 68.5,
                "latency": 8133.069,
                "stderr": 3.476,
                "cost_per_test": 1.572628,
                "token_totals": {
                    "input_tokens": 11188739656,
                    "output_tokens": 22875100,
                    "reasoning_tokens": 10958121,
                    "cache_read_tokens": 11164665216,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 437.4,
                    "avg_query_seconds": 5.8,
                    "median_query_seconds": 4.3,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 61.652,
                "latency": 15566.738,
                "stderr": 4.371,
                "cost_per_test": 23.236252,
                "token_totals": {
                    "input_tokens": 4997748393,
                    "output_tokens": 15267636,
                    "reasoning_tokens": 5439846,
                    "cache_read_tokens": 4951032316,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 255.6,
                    "avg_query_seconds": 53.4,
                    "median_query_seconds": 13.0,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 59.682,
                "latency": 7030.306,
                "stderr": 4.599,
                "cost_per_test": 15.708479,
                "token_totals": {
                    "input_tokens": 4230470567,
                    "output_tokens": 13267585,
                    "reasoning_tokens": 5018950,
                    "cache_read_tokens": 4179632896,
                    "cache_write_tokens": 49424116
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 187.7,
                    "avg_query_seconds": 26.3,
                    "median_query_seconds": 17.9,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 54.532,
                "latency": 14749.791,
                "stderr": 3.634,
                "cost_per_test": 25.858914,
                "token_totals": {
                    "input_tokens": 5817056303,
                    "output_tokens": 21718961,
                    "reasoning_tokens": 10007193,
                    "cache_read_tokens": 5774281600,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 288.1,
                    "avg_query_seconds": 40.9,
                    "median_query_seconds": 24.0,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 54.075,
                "latency": 10660.633,
                "stderr": 3.209,
                "cost_per_test": 33.523556,
                "token_totals": {
                    "input_tokens": 7674828776,
                    "output_tokens": 21022679,
                    "reasoning_tokens": 11007918,
                    "cache_read_tokens": 7637999632,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 379.8,
                    "avg_query_seconds": 16.5,
                    "median_query_seconds": 9.1,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 52.028,
                "latency": 10883.534,
                "stderr": 3.359,
                "cost_per_test": 11.806673,
                "token_totals": {
                    "input_tokens": 14146599509,
                    "output_tokens": 27289057,
                    "reasoning_tokens": 11810197,
                    "cache_read_tokens": 14118838528,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 571.4,
                    "avg_query_seconds": 10.8,
                    "median_query_seconds": 6.7,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 51.821,
                "latency": 3787.561,
                "stderr": 3.201,
                "cost_per_test": 32.981557,
                "token_totals": {
                    "input_tokens": 2223002903,
                    "output_tokens": 10695629,
                    "reasoning_tokens": 4828398,
                    "cache_read_tokens": 2192254080,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 168.0,
                    "avg_query_seconds": 14.5,
                    "median_query_seconds": 8.7,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 50.625,
                "latency": 12036.086,
                "stderr": 3.999,
                "cost_per_test": 4.135786,
                "token_totals": {
                    "input_tokens": 15826013180,
                    "output_tokens": 26129234,
                    "reasoning_tokens": 11647712,
                    "cache_read_tokens": 15383262776,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 672.2,
                    "avg_query_seconds": 8.3,
                    "median_query_seconds": 5.1,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 50.199,
                "latency": 5148.212,
                "stderr": 4.208,
                "cost_per_test": 6.130933,
                "token_totals": {
                    "input_tokens": 5608709357,
                    "output_tokens": 30123861,
                    "reasoning_tokens": 17474500,
                    "cache_read_tokens": 5550232078,
                    "cache_write_tokens": 58450205
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 224.4,
                    "avg_query_seconds": 11.0,
                    "median_query_seconds": 6.7,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 48.195,
                "latency": 7363.872,
                "stderr": 3.35,
                "cost_per_test": 1.729595,
                "token_totals": {
                    "input_tokens": 6238818064,
                    "output_tokens": 20288643,
                    "reasoning_tokens": 12068935,
                    "cache_read_tokens": 6202642760,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 328.0,
                    "avg_query_seconds": 10.0,
                    "median_query_seconds": 6.1,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 47.073,
                "latency": 12258.712,
                "stderr": 4.707,
                "cost_per_test": 0.891745,
                "token_totals": {
                    "input_tokens": 4617068362,
                    "output_tokens": 21009209,
                    "reasoning_tokens": 12444641,
                    "cache_read_tokens": 4569710080,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 250.5,
                    "avg_query_seconds": 40.6,
                    "median_query_seconds": 21.7,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 45.451,
                "latency": 3543.575,
                "stderr": 4.218,
                "cost_per_test": 0.708851,
                "token_totals": {
                    "input_tokens": 2188525650,
                    "output_tokens": 12053918,
                    "reasoning_tokens": 7187113,
                    "cache_read_tokens": 2166536585,
                    "cache_write_tokens": 21964120
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 138.6,
                    "avg_query_seconds": 18.9,
                    "median_query_seconds": 11.4,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 44.695,
                "latency": 6574.27,
                "stderr": 4.376,
                "cost_per_test": 3.421469,
                "token_totals": {
                    "input_tokens": 3364146831,
                    "output_tokens": 13818897,
                    "reasoning_tokens": 6708614,
                    "cache_read_tokens": 3310263989,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 216.5,
                    "avg_query_seconds": 19.9,
                    "median_query_seconds": 13.2,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Openrouter",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 38.764,
                "latency": 14739.113,
                "stderr": 4.306,
                "cost_per_test": 0.612992,
                "token_totals": {
                    "input_tokens": 7977445980,
                    "output_tokens": 31336095,
                    "reasoning_tokens": 18580673,
                    "cache_read_tokens": 7915208384,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 326.9,
                    "avg_query_seconds": 36.8,
                    "median_query_seconds": 20.6,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 38.173,
                "latency": 7443.728,
                "stderr": 4.282,
                "cost_per_test": 8.31345,
                "token_totals": {
                    "input_tokens": 5623048121,
                    "output_tokens": 12806610,
                    "reasoning_tokens": 6251130,
                    "cache_read_tokens": 5518738671,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 358.0,
                    "avg_query_seconds": 17.0,
                    "median_query_seconds": 6.8,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 36.882,
                "latency": 5686.628,
                "stderr": 3.641,
                "cost_per_test": 2.206179,
                "token_totals": {
                    "input_tokens": 5861640240,
                    "output_tokens": 16809801,
                    "reasoning_tokens": 15199410,
                    "cache_read_tokens": 4970682242,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 352.6,
                    "avg_query_seconds": 9.9,
                    "median_query_seconds": 4.5,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 25.053,
                "latency": 6556.205,
                "stderr": 3.48,
                "cost_per_test": 4.642276,
                "token_totals": {
                    "input_tokens": 742293401,
                    "output_tokens": 5299693,
                    "reasoning_tokens": 2643561,
                    "cache_read_tokens": 594060912,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 101.0,
                    "avg_query_seconds": 59.9,
                    "median_query_seconds": 17.0,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 22.669,
                "latency": 16267.502,
                "stderr": 3.551,
                "cost_per_test": 19.510208,
                "token_totals": {
                    "input_tokens": 3064615804,
                    "output_tokens": 14435317,
                    "reasoning_tokens": 6152061,
                    "cache_read_tokens": 2993379072,
                    "cache_write_tokens": 69570492
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 225.2,
                    "avg_query_seconds": 68.8,
                    "median_query_seconds": 53.0,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 22.566,
                "latency": 713.542,
                "stderr": 3.465,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 571195376,
                    "output_tokens": 2794524,
                    "reasoning_tokens": 1413386,
                    "cache_read_tokens": 562517824,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 130.0,
                    "avg_query_seconds": 1.3,
                    "median_query_seconds": 0.9,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 10.398,
                "latency": 1133.764,
                "stderr": 2.373,
                "cost_per_test": 1.587286,
                "token_totals": {
                    "input_tokens": 1538192882,
                    "output_tokens": 5866691,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 1524835840,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 273.5,
                    "avg_query_seconds": 2.8,
                    "median_query_seconds": 2.1,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 8.57,
                "latency": 1413.991,
                "stderr": 2.746,
                "cost_per_test": 6.017274,
                "token_totals": {
                    "input_tokens": 1501371349,
                    "output_tokens": 5071588,
                    "reasoning_tokens": 0,
                    "cache_read_tokens": 1487993088,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 60,
                "turn_metrics": {
                    "tasks_measured": 60,
                    "avg_turns": 278.5,
                    "avg_query_seconds": 2.7,
                    "median_query_seconds": 1.8,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            }
        },
        "legal_research": {
            "google/gemini-4-argon": {
                "accuracy": 54.808,
                "latency": 1881.045,
                "stderr": 3.459,
                "cost_per_test": 6.44908,
                "token_totals": {
                    "input_tokens": 915877177,
                    "output_tokens": 24432059,
                    "reasoning_tokens": 11886477,
                    "cache_read_tokens": 739668768,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 38.2,
                    "avg_query_seconds": 49.2,
                    "median_query_seconds": 16.4,
                    "avg_ttft_seconds": 8.1,
                    "output_time_split": {
                        "reasoning_pct": 79.0,
                        "content_pct": 3.0,
                        "tool_call_pct": 18.1
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 53.365,
                "latency": 1654.378,
                "stderr": 3.467,
                "cost_per_test": 3.595401,
                "token_totals": {
                    "input_tokens": 760777228,
                    "output_tokens": 19689738,
                    "reasoning_tokens": 13012367,
                    "cache_read_tokens": 707647460,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 45.3,
                    "avg_query_seconds": 36.5,
                    "median_query_seconds": 9.9,
                    "avg_ttft_seconds": 8.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 50.481,
                "latency": 927.111,
                "stderr": 3.475,
                "cost_per_test": 3.980242,
                "token_totals": {
                    "input_tokens": 732491974,
                    "output_tokens": 17268053,
                    "reasoning_tokens": 11668590,
                    "cache_read_tokens": 644062808,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 46.7,
                    "avg_query_seconds": 19.9,
                    "median_query_seconds": 7.2,
                    "avg_ttft_seconds": 5.5,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 50.481,
                "latency": 6749.531,
                "stderr": 3.475,
                "cost_per_test": 25.163725,
                "token_totals": {
                    "input_tokens": 1686854010,
                    "output_tokens": 141554772,
                    "reasoning_tokens": 123959393,
                    "cache_read_tokens": 1436953409,
                    "cache_write_tokens": 249809865
                },
                "token_tasks_measured": 185,
                "turn_metrics": {
                    "tasks_measured": 197,
                    "avg_turns": 72.9,
                    "avg_query_seconds": 89.0,
                    "median_query_seconds": 9.2,
                    "avg_ttft_seconds": 9.7,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 49.038,
                "latency": 3110.171,
                "stderr": 3.475,
                "cost_per_test": 2.241388,
                "token_totals": {
                    "input_tokens": 458279584,
                    "output_tokens": 55494507,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 368033787,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 23.3,
                    "avg_query_seconds": 133.6,
                    "median_query_seconds": 67.1,
                    "avg_ttft_seconds": 3.4,
                    "output_time_split": {
                        "reasoning_pct": 82.2,
                        "content_pct": 1.1,
                        "tool_call_pct": 16.7
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 48.077,
                "latency": 5588.989,
                "stderr": 3.473,
                "cost_per_test": 14.826571,
                "token_totals": {
                    "input_tokens": 2650038387,
                    "output_tokens": 173348390,
                    "reasoning_tokens": 151205430,
                    "cache_read_tokens": 2338418360,
                    "cache_write_tokens": 311466299
                },
                "token_tasks_measured": 201,
                "turn_metrics": {
                    "tasks_measured": 204,
                    "avg_turns": 85.2,
                    "avg_query_seconds": 64.6,
                    "median_query_seconds": 11.2,
                    "avg_ttft_seconds": 8.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 47.115,
                "latency": 1274.337,
                "stderr": 3.469,
                "cost_per_test": 4.920812,
                "token_totals": {
                    "input_tokens": 476673717,
                    "output_tokens": 14028919,
                    "reasoning_tokens": 9121242,
                    "cache_read_tokens": 350504320,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 44.0,
                    "avg_query_seconds": 28.9,
                    "median_query_seconds": 12.5,
                    "avg_ttft_seconds": 3.3,
                    "output_time_split": {
                        "reasoning_pct": 78.7,
                        "content_pct": 12.9,
                        "tool_call_pct": 8.5
                    }
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 47.115,
                "latency": 1816.322,
                "stderr": 3.469,
                "cost_per_test": 0.181201,
                "token_totals": {
                    "input_tokens": 246448526,
                    "output_tokens": 20667764,
                    "reasoning_tokens": 15354087,
                    "cache_read_tokens": 204079360,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 205,
                "turn_metrics": {
                    "tasks_measured": 206,
                    "avg_turns": 21.3,
                    "avg_query_seconds": 85.4,
                    "median_query_seconds": 43.3,
                    "avg_ttft_seconds": 5.2,
                    "output_time_split": {
                        "reasoning_pct": 81.4,
                        "content_pct": 1.9,
                        "tool_call_pct": 16.6
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 46.154,
                "latency": 760.122,
                "stderr": 3.465,
                "cost_per_test": 3.469601,
                "token_totals": {
                    "input_tokens": 672994446,
                    "output_tokens": 6248749,
                    "reasoning_tokens": 3873135,
                    "cache_read_tokens": 651592955,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 37.2,
                    "avg_query_seconds": 20.4,
                    "median_query_seconds": 10.2,
                    "avg_ttft_seconds": 4.2,
                    "output_time_split": {
                        "reasoning_pct": 61.9,
                        "content_pct": 2.6,
                        "tool_call_pct": 35.5
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 46.154,
                "latency": 7649.584,
                "stderr": 3.465,
                "cost_per_test": 5.312295,
                "token_totals": {
                    "input_tokens": 1691431541,
                    "output_tokens": 63439847,
                    "reasoning_tokens": 53571199,
                    "cache_read_tokens": 1582915968,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 187,
                "turn_metrics": {
                    "tasks_measured": 187,
                    "avg_turns": 72.2,
                    "avg_query_seconds": 105.9,
                    "median_query_seconds": 44.3,
                    "avg_ttft_seconds": 21.5,
                    "output_time_split": {
                        "reasoning_pct": 81.4,
                        "content_pct": 0.2,
                        "tool_call_pct": 18.5
                    }
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 45.192,
                "latency": 2106.881,
                "stderr": 3.459,
                "cost_per_test": 0.69856,
                "token_totals": {
                    "input_tokens": 2003160078,
                    "output_tokens": 87441264,
                    "reasoning_tokens": 76652436,
                    "cache_read_tokens": 1909100928,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 207,
                "turn_metrics": {
                    "tasks_measured": 207,
                    "avg_turns": 74.5,
                    "avg_query_seconds": 28.2,
                    "median_query_seconds": 6.4,
                    "avg_ttft_seconds": 1.6,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 45.192,
                "latency": 3067.486,
                "stderr": 3.459,
                "cost_per_test": 0.120196,
                "token_totals": {
                    "input_tokens": 636228822,
                    "output_tokens": 43453265,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 559661440,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 30.9,
                    "avg_query_seconds": 99.2,
                    "median_query_seconds": 40.1,
                    "avg_ttft_seconds": 1.8,
                    "output_time_split": {
                        "reasoning_pct": 85.5,
                        "content_pct": 0.9,
                        "tool_call_pct": 13.6
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 45.192,
                "latency": 3839.511,
                "stderr": 3.459,
                "cost_per_test": 0.846372,
                "token_totals": {
                    "input_tokens": 312749338,
                    "output_tokens": 50001075,
                    "reasoning_tokens": 43836379,
                    "cache_read_tokens": 264949824,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 31.0,
                    "avg_query_seconds": 123.9,
                    "median_query_seconds": 36.1,
                    "avg_ttft_seconds": 3.4,
                    "output_time_split": {
                        "reasoning_pct": 72.0,
                        "content_pct": 8.7,
                        "tool_call_pct": 19.3
                    }
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 43.75,
                "latency": 4979.806,
                "stderr": 3.448,
                "cost_per_test": 1.647359,
                "token_totals": {
                    "input_tokens": 1674824268,
                    "output_tokens": 253184033,
                    "reasoning_tokens": 237163492,
                    "cache_read_tokens": 1419547906,
                    "cache_write_tokens": 255154225
                },
                "token_tasks_measured": 206,
                "turn_metrics": {
                    "tasks_measured": 206,
                    "avg_turns": 60.8,
                    "avg_query_seconds": 81.9,
                    "median_query_seconds": 14.1,
                    "avg_ttft_seconds": 8.8,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 40.865,
                "latency": 2527.177,
                "stderr": 3.417,
                "cost_per_test": 1.088017,
                "token_totals": {
                    "input_tokens": 433434003,
                    "output_tokens": 35408474,
                    "reasoning_tokens": 30213976,
                    "cache_read_tokens": 380911360,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 30.2,
                    "avg_query_seconds": 83.7,
                    "median_query_seconds": 27.7,
                    "avg_ttft_seconds": 2.4,
                    "output_time_split": {
                        "reasoning_pct": 76.2,
                        "content_pct": 1.7,
                        "tool_call_pct": 22.1
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 39.423,
                "latency": 1491.339,
                "stderr": 3.397,
                "cost_per_test": 10.577143,
                "token_totals": {
                    "input_tokens": 290661092,
                    "output_tokens": 21448775,
                    "reasoning_tokens": 16238030,
                    "cache_read_tokens": 215071044,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 19.0,
                    "avg_query_seconds": 78.6,
                    "median_query_seconds": 31.7,
                    "avg_ttft_seconds": 9.4,
                    "output_time_split": {
                        "reasoning_pct": 25.5,
                        "content_pct": 0.6,
                        "tool_call_pct": 74.0
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 38.942,
                "latency": 324.318,
                "stderr": 3.389,
                "cost_per_test": 1.630498,
                "token_totals": {
                    "input_tokens": 581263116,
                    "output_tokens": 14420656,
                    "reasoning_tokens": 10782340,
                    "cache_read_tokens": 474745174,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 50.6,
                    "avg_query_seconds": 6.4,
                    "median_query_seconds": 1.8,
                    "avg_ttft_seconds": 1.3,
                    "output_time_split": {
                        "reasoning_pct": 98.4,
                        "content_pct": 0.0,
                        "tool_call_pct": 1.6
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 38.462,
                "latency": 1763.023,
                "stderr": 3.381,
                "cost_per_test": 1.559385,
                "token_totals": {
                    "input_tokens": 1351006836,
                    "output_tokens": 6986771,
                    "reasoning_tokens": 3248800,
                    "cache_read_tokens": 1267363808,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 31.6,
                    "avg_query_seconds": 55.8,
                    "median_query_seconds": 10.0,
                    "avg_ttft_seconds": 11.0,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 38.462,
                "latency": 2060.48,
                "stderr": 3.381,
                "cost_per_test": 3.384561,
                "token_totals": {
                    "input_tokens": 329856713,
                    "output_tokens": 20763888,
                    "reasoning_tokens": 15434407,
                    "cache_read_tokens": 260063643,
                    "cache_write_tokens": 68892844
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 21.7,
                    "avg_query_seconds": 95.1,
                    "median_query_seconds": 43.9,
                    "avg_ttft_seconds": 13.1,
                    "output_time_split": {
                        "reasoning_pct": 24.3,
                        "content_pct": 0.9,
                        "tool_call_pct": 74.9
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 37.981,
                "latency": 919.689,
                "stderr": 3.373,
                "cost_per_test": 0.070424,
                "token_totals": {
                    "input_tokens": 365192541,
                    "output_tokens": 17884630,
                    "reasoning_tokens": 10104423,
                    "cache_read_tokens": 305459072,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 202,
                "turn_metrics": {
                    "tasks_measured": 205,
                    "avg_turns": 27.4,
                    "avg_query_seconds": 35.9,
                    "median_query_seconds": 19.2,
                    "avg_ttft_seconds": 3.5,
                    "output_time_split": {
                        "reasoning_pct": 0.7,
                        "content_pct": 0.0,
                        "tool_call_pct": 99.3
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 37.5,
                "latency": 6237.394,
                "stderr": 3.365,
                "cost_per_test": 7.231463,
                "token_totals": {
                    "input_tokens": 1110222674,
                    "output_tokens": 53232219,
                    "reasoning_tokens": 44000137,
                    "cache_read_tokens": 842326272,
                    "cache_write_tokens": 266448109
                },
                "token_tasks_measured": 171,
                "turn_metrics": {
                    "tasks_measured": 171,
                    "avg_turns": 44.1,
                    "avg_query_seconds": 141.6,
                    "median_query_seconds": 25.7,
                    "avg_ttft_seconds": 7.8,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 34.135,
                "latency": 2911.983,
                "stderr": 3.296,
                "cost_per_test": 0.444777,
                "token_totals": {
                    "input_tokens": 1230685744,
                    "output_tokens": 102073269,
                    "reasoning_tokens": 90583933,
                    "cache_read_tokens": 1135801046,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 54.4,
                    "avg_query_seconds": 53.5,
                    "median_query_seconds": 16.7,
                    "avg_ttft_seconds": 1.3,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 30.288,
                "latency": 2547.747,
                "stderr": 3.194,
                "cost_per_test": 0.440296,
                "token_totals": {
                    "input_tokens": 1143721770,
                    "output_tokens": 59694127,
                    "reasoning_tokens": 54603753,
                    "cache_read_tokens": 1042899991,
                    "cache_write_tokens": 99842719
                },
                "token_tasks_measured": 206,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 38.0,
                    "avg_query_seconds": 67.1,
                    "median_query_seconds": 16.9,
                    "avg_ttft_seconds": 7.2,
                    "output_time_split": {
                        "reasoning_pct": 66.4,
                        "content_pct": 0.0,
                        "tool_call_pct": 33.6
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 28.846,
                "latency": 94.568,
                "stderr": 3.149,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 394030584,
                    "output_tokens": 5402310,
                    "reasoning_tokens": 3403372,
                    "cache_read_tokens": 359513792,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 36.4,
                    "avg_query_seconds": 2.6,
                    "median_query_seconds": 1.3,
                    "avg_ttft_seconds": 0.4,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 28.846,
                "latency": 446.517,
                "stderr": 3.149,
                "cost_per_test": 0.074351,
                "token_totals": {
                    "input_tokens": 271885585,
                    "output_tokens": 22851545,
                    "reasoning_tokens": 20198714,
                    "cache_read_tokens": 219955154,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 207,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 26.3,
                    "avg_query_seconds": 16.9,
                    "median_query_seconds": 6.1,
                    "avg_ttft_seconds": 3.3,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 28.365,
                "latency": 869.377,
                "stderr": 3.133,
                "cost_per_test": 0.494044,
                "token_totals": {
                    "input_tokens": 271552348,
                    "output_tokens": 8856526,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 246578560,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 208,
                "turn_metrics": {
                    "tasks_measured": 208,
                    "avg_turns": 37.8,
                    "avg_query_seconds": 23.0,
                    "median_query_seconds": 4.5,
                    "avg_ttft_seconds": 2.7,
                    "output_time_split": {
                        "reasoning_pct": 99.9,
                        "content_pct": 0.0,
                        "tool_call_pct": 0.1
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 25.962,
                "latency": 4202.728,
                "stderr": 3.047,
                "cost_per_test": 3.220614,
                "token_totals": {
                    "input_tokens": 1392458117,
                    "output_tokens": 69708508,
                    "reasoning_tokens": 62148334,
                    "cache_read_tokens": 1260829967,
                    "cache_write_tokens": 130975483
                },
                "token_tasks_measured": 202,
                "turn_metrics": {
                    "tasks_measured": 202,
                    "avg_turns": 35.9,
                    "avg_query_seconds": 117.1,
                    "median_query_seconds": 21.4,
                    "avg_ttft_seconds": 8.0,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 25.481,
                "latency": 774.823,
                "stderr": 3.029,
                "cost_per_test": 0.141548,
                "token_totals": {
                    "input_tokens": 209190661,
                    "output_tokens": 10262319,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 190714496,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 207,
                "turn_metrics": {
                    "tasks_measured": 207,
                    "avg_turns": 34.6,
                    "avg_query_seconds": 22.4,
                    "median_query_seconds": 5.1,
                    "avg_ttft_seconds": 1.9,
                    "output_time_split": {
                        "reasoning_pct": 100.0,
                        "content_pct": 0.0,
                        "tool_call_pct": 0.0
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            }
        },
        "legal_agent_benchmark": {
            "google/gemini-4-argon": {
                "accuracy": 27.083,
                "latency": 1755.397,
                "stderr": 3.738,
                "cost_per_test": 10.54836,
                "token_totals": {
                    "input_tokens": 812145091,
                    "output_tokens": 18424207,
                    "reasoning_tokens": 5211457,
                    "cache_read_tokens": 733823568,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 23.9,
                    "avg_query_seconds": 70.3,
                    "median_query_seconds": 12.8,
                    "avg_ttft_seconds": 13.1,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 25.0,
                "latency": 14355.684,
                "stderr": 3.599,
                "cost_per_test": 13.6316,
                "token_totals": {
                    "input_tokens": 2657733432,
                    "output_tokens": 13857658,
                    "reasoning_tokens": 6185749,
                    "cache_read_tokens": 1586608896,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 80.6,
                    "avg_query_seconds": 107.7,
                    "median_query_seconds": 20.4,
                    "avg_ttft_seconds": 65.0,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 23.75,
                "latency": 906.14,
                "stderr": 3.646,
                "cost_per_test": 7.081987,
                "token_totals": {
                    "input_tokens": 1414833931,
                    "output_tokens": 12111113,
                    "reasoning_tokens": 1875186,
                    "cache_read_tokens": 1374979944,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 50.0,
                    "avg_query_seconds": 16.8,
                    "median_query_seconds": 5.3,
                    "avg_ttft_seconds": 10.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 23.333,
                "latency": 2649.375,
                "stderr": 3.547,
                "cost_per_test": 5.413598,
                "token_totals": {
                    "input_tokens": 1349672470,
                    "output_tokens": 13499459,
                    "reasoning_tokens": 2307478,
                    "cache_read_tokens": 1308495584,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 47.6,
                    "avg_query_seconds": 53.6,
                    "median_query_seconds": 15.2,
                    "avg_ttft_seconds": 25.0,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 18.333,
                "latency": 2148.428,
                "stderr": 3.183,
                "cost_per_test": 10.746259,
                "token_totals": {
                    "input_tokens": 1088222870,
                    "output_tokens": 20549074,
                    "reasoning_tokens": 8836231,
                    "cache_read_tokens": 1043005952,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 40.8,
                    "avg_query_seconds": 51.4,
                    "median_query_seconds": 8.6,
                    "avg_ttft_seconds": 9.6,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 15.417,
                "latency": 2950.56,
                "stderr": 3.063,
                "cost_per_test": 3.358663,
                "token_totals": {
                    "input_tokens": 934205246,
                    "output_tokens": 14880894,
                    "reasoning_tokens": 6584092,
                    "cache_read_tokens": 888375040,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 35.7,
                    "avg_query_seconds": 81.2,
                    "median_query_seconds": 26.1,
                    "avg_ttft_seconds": 11.8,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 14.583,
                "latency": 1911.01,
                "stderr": 2.862,
                "cost_per_test": 3.987774,
                "token_totals": {
                    "input_tokens": 1376154444,
                    "output_tokens": 16202326,
                    "reasoning_tokens": 7676761,
                    "cache_read_tokens": 1332783858,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 50.4,
                    "avg_query_seconds": 36.6,
                    "median_query_seconds": 7.8,
                    "avg_ttft_seconds": 3.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 14.167,
                "latency": 1328.108,
                "stderr": 2.787,
                "cost_per_test": 0.612596,
                "token_totals": {
                    "input_tokens": 5524481146,
                    "output_tokens": 25881985,
                    "reasoning_tokens": 10520362,
                    "cache_read_tokens": 5492827392,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 146.9,
                    "avg_query_seconds": 7.4,
                    "median_query_seconds": 3.0,
                    "avg_ttft_seconds": 1.8,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 13.75,
                "latency": 1861.848,
                "stderr": 2.836,
                "cost_per_test": 0.216614,
                "token_totals": {
                    "input_tokens": 631569981,
                    "output_tokens": 10405619,
                    "reasoning_tokens": 4622671,
                    "cache_read_tokens": 604899072,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 35.8,
                    "avg_query_seconds": 51.1,
                    "median_query_seconds": 13.1,
                    "avg_ttft_seconds": 5.1,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 13.333,
                "latency": 1342.563,
                "stderr": 2.821,
                "cost_per_test": 0.085646,
                "token_totals": {
                    "input_tokens": 958015494,
                    "output_tokens": 12423312,
                    "reasoning_tokens": 6316080,
                    "cache_read_tokens": 925243136,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 39.9,
                    "avg_query_seconds": 32.4,
                    "median_query_seconds": 9.2,
                    "avg_ttft_seconds": 4.6,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 12.917,
                "latency": 2556.302,
                "stderr": 2.807,
                "cost_per_test": 4.144144,
                "token_totals": {
                    "input_tokens": 887032678,
                    "output_tokens": 10027338,
                    "reasoning_tokens": 3826649,
                    "cache_read_tokens": 857115099,
                    "cache_write_tokens": 29371546
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 38.0,
                    "avg_query_seconds": 66.3,
                    "median_query_seconds": 20.6,
                    "avg_ttft_seconds": 9.6,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 12.083,
                "latency": 1161.715,
                "stderr": 2.579,
                "cost_per_test": 3.656207,
                "token_totals": {
                    "input_tokens": 1288268290,
                    "output_tokens": 16504243,
                    "reasoning_tokens": 6011153,
                    "cache_read_tokens": 1232055515,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 62.6,
                    "avg_query_seconds": 17.7,
                    "median_query_seconds": 5.4,
                    "avg_ttft_seconds": 4.6,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 11.667,
                "latency": 4373.383,
                "stderr": 2.629,
                "cost_per_test": 9.004671,
                "token_totals": {
                    "input_tokens": 3826336436,
                    "output_tokens": 21461832,
                    "reasoning_tokens": 7740132,
                    "cache_read_tokens": 3770405951,
                    "cache_write_tokens": 54641257
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 92.4,
                    "avg_query_seconds": 45.8,
                    "median_query_seconds": 17.3,
                    "avg_ttft_seconds": 11.4,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 10.833,
                "latency": 655.413,
                "stderr": 2.723,
                "cost_per_test": 0.802111,
                "token_totals": {
                    "input_tokens": 746916941,
                    "output_tokens": 9384470,
                    "reasoning_tokens": 4362757,
                    "cache_read_tokens": 726363264,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 33.7,
                    "avg_query_seconds": 18.3,
                    "median_query_seconds": 4.3,
                    "avg_ttft_seconds": 2.0,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 10.417,
                "latency": 744.843,
                "stderr": 2.572,
                "cost_per_test": 0.323243,
                "token_totals": {
                    "input_tokens": 1006432418,
                    "output_tokens": 9841376,
                    "reasoning_tokens": 3565890,
                    "cache_read_tokens": 975803052,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 48.3,
                    "avg_query_seconds": 14.4,
                    "median_query_seconds": 4.5,
                    "avg_ttft_seconds": 2.7,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 10.417,
                "latency": 4397.953,
                "stderr": 2.572,
                "cost_per_test": 16.612583,
                "token_totals": {
                    "input_tokens": 7599893900,
                    "output_tokens": 71504693,
                    "reasoning_tokens": 47513756,
                    "cache_read_tokens": 7328811056,
                    "cache_write_tokens": 271040714
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 150.0,
                    "avg_query_seconds": 27.9,
                    "median_query_seconds": 7.3,
                    "avg_ttft_seconds": 25.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 9.167,
                "latency": 3507.428,
                "stderr": 2.366,
                "cost_per_test": 21.37949,
                "token_totals": {
                    "input_tokens": 3749613119,
                    "output_tokens": 44884808,
                    "reasoning_tokens": 27684473,
                    "cache_read_tokens": 3547556427,
                    "cache_write_tokens": 202035592
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 75.1,
                    "avg_query_seconds": 45.4,
                    "median_query_seconds": 9.9,
                    "avg_ttft_seconds": 37.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 8.75,
                "latency": 1989.335,
                "stderr": 2.187,
                "cost_per_test": 0.98378,
                "token_totals": {
                    "input_tokens": 1373541600,
                    "output_tokens": 12484050,
                    "reasoning_tokens": 4013313,
                    "cache_read_tokens": 1314797886,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 54.0,
                    "avg_query_seconds": 35.5,
                    "median_query_seconds": 11.0,
                    "avg_ttft_seconds": 5.8,
                    "output_time_split": null
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 7.5,
                "latency": 1497.601,
                "stderr": 2.265,
                "cost_per_test": 0.472848,
                "token_totals": {
                    "input_tokens": 2730849267,
                    "output_tokens": 20117381,
                    "reasoning_tokens": 6681765,
                    "cache_read_tokens": 2703378118,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 85.7,
                    "avg_query_seconds": 15.9,
                    "median_query_seconds": 4.4,
                    "avg_ttft_seconds": 2.3,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 7.083,
                "latency": 1953.362,
                "stderr": 1.899,
                "cost_per_test": 25.460295,
                "token_totals": {
                    "input_tokens": 1310790488,
                    "output_tokens": 10401199,
                    "reasoning_tokens": 3452073,
                    "cache_read_tokens": 1276652993,
                    "cache_write_tokens": 34120712
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 45.9,
                    "avg_query_seconds": 40.9,
                    "median_query_seconds": 8.9,
                    "avg_ttft_seconds": 16.5,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 6.25,
                "latency": 2425.625,
                "stderr": 1.83,
                "cost_per_test": 3.536302,
                "token_totals": {
                    "input_tokens": 1227717408,
                    "output_tokens": 11158751,
                    "reasoning_tokens": 3901277,
                    "cache_read_tokens": 1191414163,
                    "cache_write_tokens": 36281197
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 43.3,
                    "avg_query_seconds": 53.8,
                    "median_query_seconds": 10.2,
                    "avg_ttft_seconds": 22.0,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 5.0,
                "latency": 886.884,
                "stderr": 1.61,
                "cost_per_test": 0.188085,
                "token_totals": {
                    "input_tokens": 659070144,
                    "output_tokens": 6092886,
                    "reasoning_tokens": 5836559,
                    "cache_read_tokens": 505214083,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 33.6,
                    "avg_query_seconds": 7.9,
                    "median_query_seconds": 3.2,
                    "avg_ttft_seconds": 5.2,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 4.583,
                "latency": 116.883,
                "stderr": 1.775,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 540211238,
                    "output_tokens": 4325040,
                    "reasoning_tokens": 1196691,
                    "cache_read_tokens": 509200704,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 34.0,
                    "avg_query_seconds": 2.6,
                    "median_query_seconds": 0.8,
                    "avg_ttft_seconds": 0.5,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 4.167,
                "latency": 1305.488,
                "stderr": 1.629,
                "cost_per_test": 0.298018,
                "token_totals": {
                    "input_tokens": 1322468906,
                    "output_tokens": 12364131,
                    "reasoning_tokens": 6724988,
                    "cache_read_tokens": 1277646907,
                    "cache_write_tokens": 44806375
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 41.2,
                    "avg_query_seconds": 30.2,
                    "median_query_seconds": 6.0,
                    "avg_ttft_seconds": 5.7,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 4.167,
                "latency": 2620.795,
                "stderr": 1.518,
                "cost_per_test": 4.264376,
                "token_totals": {
                    "input_tokens": 4904885383,
                    "output_tokens": 69221549,
                    "reasoning_tokens": 47929104,
                    "cache_read_tokens": 4716242036,
                    "cache_write_tokens": 188617435
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 99.4,
                    "avg_query_seconds": 25.2,
                    "median_query_seconds": 7.1,
                    "avg_ttft_seconds": 19.2,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 3.75,
                "latency": 529.644,
                "stderr": 1.469,
                "cost_per_test": 1.252023,
                "token_totals": {
                    "input_tokens": 538710546,
                    "output_tokens": 7813620,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 513145856,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 35.4,
                    "avg_query_seconds": 13.8,
                    "median_query_seconds": 1.7,
                    "avg_ttft_seconds": 1.9,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 2.917,
                "latency": 455.265,
                "stderr": 1.362,
                "cost_per_test": 0.17869,
                "token_totals": {
                    "input_tokens": 200497219,
                    "output_tokens": 5802466,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 190288768,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 32.4,
                    "avg_query_seconds": 13.6,
                    "median_query_seconds": 2.1,
                    "avg_ttft_seconds": 1.5,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 1.667,
                "latency": 821.505,
                "stderr": 1.013,
                "cost_per_test": 1.477673,
                "token_totals": {
                    "input_tokens": 729881787,
                    "output_tokens": 7345258,
                    "reasoning_tokens": 3332139,
                    "cache_read_tokens": 676528604,
                    "cache_write_tokens": 53342683
                },
                "token_tasks_measured": 120,
                "turn_metrics": {
                    "tasks_measured": 120,
                    "avg_turns": 29.0,
                    "avg_query_seconds": 26.4,
                    "median_query_seconds": 8.3,
                    "avg_ttft_seconds": 7.8,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            }
        },
        "terminal_bench_4": {
            "anthropic/claude-opus-5-5": {
                "accuracy": 65.152,
                "latency": 3810.852,
                "stderr": 0.0,
                "cost_per_test": 13.198632,
                "token_totals": {
                    "input_tokens": 1850938631,
                    "output_tokens": 14913437,
                    "reasoning_tokens": 10690470,
                    "cache_read_tokens": 1824613192,
                    "cache_write_tokens": 26310456
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 112.2,
                    "avg_query_seconds": 22.3,
                    "median_query_seconds": 10.1,
                    "avg_ttft_seconds": null,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 64.141,
                "latency": 4928.927,
                "stderr": 1.01,
                "cost_per_test": 16.513006,
                "token_totals": {
                    "input_tokens": 3839535071,
                    "output_tokens": 23509474,
                    "reasoning_tokens": 17732859,
                    "cache_read_tokens": 3801766853,
                    "cache_write_tokens": 37747686
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 154.2,
                    "avg_query_seconds": 19.2,
                    "median_query_seconds": 9.4,
                    "avg_ttft_seconds": 18.6,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 63.636,
                "latency": 2960.659,
                "stderr": 1.75,
                "cost_per_test": 4.56894,
                "token_totals": {
                    "input_tokens": 1087338892,
                    "output_tokens": 6110085,
                    "reasoning_tokens": 3817315,
                    "cache_read_tokens": 1074571435,
                    "cache_write_tokens": 12131879
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 77.5,
                    "avg_query_seconds": 29.7,
                    "median_query_seconds": 18.0,
                    "avg_ttft_seconds": 8.4,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 59.596,
                "latency": 2142.082,
                "stderr": 4.403,
                "cost_per_test": 9.584259,
                "token_totals": {
                    "input_tokens": 193308076,
                    "output_tokens": 5366501,
                    "reasoning_tokens": 3845988,
                    "cache_read_tokens": 184898940,
                    "cache_write_tokens": 8367663
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 29.8,
                    "avg_query_seconds": 62.8,
                    "median_query_seconds": 30.3,
                    "avg_ttft_seconds": 45.1,
                    "output_time_split": {
                        "reasoning_pct": 5.7,
                        "content_pct": 15.8,
                        "tool_call_pct": 78.4
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 58.081,
                "latency": 4330.665,
                "stderr": 3.312,
                "cost_per_test": 10.528007,
                "token_totals": {
                    "input_tokens": 2090144775,
                    "output_tokens": 9938507,
                    "reasoning_tokens": 6960300,
                    "cache_read_tokens": 2069605468,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 139.8,
                    "avg_query_seconds": 23.5,
                    "median_query_seconds": 10.8,
                    "avg_ttft_seconds": 21.9,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "google/gemini-4-argon": {
                "accuracy": 57.576,
                "latency": 3214.793,
                "stderr": 2.314,
                "cost_per_test": 17.63994,
                "token_totals": {
                    "input_tokens": 1088824555,
                    "output_tokens": 10645668,
                    "reasoning_tokens": 6605548,
                    "cache_read_tokens": 895783049,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 73.5,
                    "avg_query_seconds": 35.6,
                    "median_query_seconds": 20.8,
                    "avg_ttft_seconds": 12.6,
                    "output_time_split": {
                        "reasoning_pct": 65.7,
                        "content_pct": 33.9,
                        "tool_call_pct": 0.4
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 55.051,
                "latency": 2711.667,
                "stderr": 1.821,
                "cost_per_test": 1.72496,
                "token_totals": {
                    "input_tokens": 182186678,
                    "output_tokens": 6309120,
                    "reasoning_tokens": 4640611,
                    "cache_read_tokens": 172615332,
                    "cache_write_tokens": 9543063
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 28.9,
                    "avg_query_seconds": 81.9,
                    "median_query_seconds": 37.2,
                    "avg_ttft_seconds": 58.8,
                    "output_time_split": {
                        "reasoning_pct": 5.3,
                        "content_pct": 14.8,
                        "tool_call_pct": 79.9
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 49.495,
                "latency": 1965.137,
                "stderr": 1.821,
                "cost_per_test": 2.039693,
                "token_totals": {
                    "input_tokens": 1021791609,
                    "output_tokens": 7098058,
                    "reasoning_tokens": 4577914,
                    "cache_read_tokens": 1009082857,
                    "cache_write_tokens": 12671324
                },
                "token_tasks_measured": 66,
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 49.495,
                "latency": 3280.687,
                "stderr": 2.201,
                "cost_per_test": 14.657694,
                "token_totals": {
                    "input_tokens": 2276758314,
                    "output_tokens": 10781411,
                    "reasoning_tokens": 7812084,
                    "cache_read_tokens": 2198750960,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 146.6,
                    "avg_query_seconds": 15.9,
                    "median_query_seconds": 7.6,
                    "avg_ttft_seconds": 14.9,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 38.889,
                "latency": 4952.947,
                "stderr": 1.821,
                "cost_per_test": 9.37436,
                "token_totals": {
                    "input_tokens": 2068794376,
                    "output_tokens": 12825626,
                    "reasoning_tokens": 9581216,
                    "cache_read_tokens": 2047400960,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 146.1,
                    "avg_query_seconds": 20.0,
                    "median_query_seconds": 9.3,
                    "avg_ttft_seconds": 5.2,
                    "output_time_split": {
                        "reasoning_pct": 98.2,
                        "content_pct": 1.8,
                        "tool_call_pct": 0.0
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 38.889,
                "latency": 8591.435,
                "stderr": 1.336,
                "cost_per_test": 12.146852,
                "token_totals": {
                    "input_tokens": 2566775634,
                    "output_tokens": 17868625,
                    "reasoning_tokens": 13675033,
                    "cache_read_tokens": 2536611883,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 141.0,
                    "avg_query_seconds": 51.5,
                    "median_query_seconds": 32.5,
                    "avg_ttft_seconds": 27.5,
                    "output_time_split": {
                        "reasoning_pct": 79.8,
                        "content_pct": 0.7,
                        "tool_call_pct": 19.5
                    }
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 37.374,
                "latency": 3681.073,
                "stderr": 2.672,
                "cost_per_test": 1.219907,
                "token_totals": {
                    "input_tokens": 2341231330,
                    "output_tokens": 12191289,
                    "reasoning_tokens": 8946023,
                    "cache_read_tokens": 2306387619,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 162.2,
                    "avg_query_seconds": 12.6,
                    "median_query_seconds": 5.3,
                    "avg_ttft_seconds": 2.3,
                    "output_time_split": {
                        "reasoning_pct": 78.3,
                        "content_pct": 0.6,
                        "tool_call_pct": 21.1
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Fireworks AI",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 36.364,
                "latency": 3116.385,
                "stderr": 2.314,
                "cost_per_test": 3.117464,
                "token_totals": {
                    "input_tokens": 2981637313,
                    "output_tokens": 21606148,
                    "reasoning_tokens": 16498863,
                    "cache_read_tokens": 2952152829,
                    "cache_write_tokens": 29466242
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 137.1,
                    "avg_query_seconds": 11.3,
                    "median_query_seconds": 4.7,
                    "avg_ttft_seconds": 9.5,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 31.818,
                "latency": 2470.449,
                "stderr": 2.624,
                "cost_per_test": 0.539359,
                "token_totals": {
                    "input_tokens": 2602850452,
                    "output_tokens": 14064073,
                    "reasoning_tokens": 10223328,
                    "cache_read_tokens": 2592293631,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 162.5,
                    "avg_query_seconds": 7.7,
                    "median_query_seconds": 4.4,
                    "avg_ttft_seconds": 1.7,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 31.313,
                "latency": 9720.048,
                "stderr": 3.072,
                "cost_per_test": 0.456609,
                "token_totals": {
                    "input_tokens": 1740494990,
                    "output_tokens": 15117928,
                    "reasoning_tokens": 12015515,
                    "cache_read_tokens": 1715650773,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 108.9,
                    "avg_query_seconds": 64.8,
                    "median_query_seconds": 31.2,
                    "avg_ttft_seconds": 16.7,
                    "output_time_split": {
                        "reasoning_pct": 87.3,
                        "content_pct": 1.7,
                        "tool_call_pct": 11.0
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 28.788,
                "latency": 3007.523,
                "stderr": 2.314,
                "cost_per_test": 18.011582,
                "token_totals": {
                    "input_tokens": 1192820725,
                    "output_tokens": 10497000,
                    "reasoning_tokens": 6887226,
                    "cache_read_tokens": 1145959595,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 95.2,
                    "avg_query_seconds": 24.4,
                    "median_query_seconds": 12.9,
                    "avg_ttft_seconds": 4.1,
                    "output_time_split": {
                        "reasoning_pct": 94.7,
                        "content_pct": 5.3,
                        "tool_call_pct": 0.0
                    }
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 25.253,
                "latency": 3030.551,
                "stderr": 1.01,
                "cost_per_test": 0.734722,
                "token_totals": {
                    "input_tokens": 2497428556,
                    "output_tokens": 16603505,
                    "reasoning_tokens": 13158836,
                    "cache_read_tokens": 2489516469,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 147.8,
                    "avg_query_seconds": 9.9,
                    "median_query_seconds": 5.0,
                    "avg_ttft_seconds": 2.1,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 24.242,
                "latency": 8712.24,
                "stderr": 1.515,
                "cost_per_test": 0.211804,
                "token_totals": {
                    "input_tokens": 2175333414,
                    "output_tokens": 16125095,
                    "reasoning_tokens": 12753311,
                    "cache_read_tokens": 2150748075,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 122.1,
                    "avg_query_seconds": 49.3,
                    "median_query_seconds": 23.2,
                    "avg_ttft_seconds": 13.0,
                    "output_time_split": {
                        "reasoning_pct": 87.8,
                        "content_pct": 1.2,
                        "tool_call_pct": 11.0
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 19.697,
                "latency": 6427.575,
                "stderr": 2.314,
                "cost_per_test": 8.64749,
                "token_totals": {
                    "input_tokens": 2400090539,
                    "output_tokens": 12571537,
                    "reasoning_tokens": 7741941,
                    "cache_read_tokens": 2313842969,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 174.7,
                    "avg_query_seconds": 6.1,
                    "median_query_seconds": 4.5,
                    "avg_ttft_seconds": 3.6,
                    "output_time_split": {
                        "reasoning_pct": 63.7,
                        "content_pct": 34.5,
                        "tool_call_pct": 1.7
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 17.172,
                "latency": 11353.52,
                "stderr": 0.505,
                "cost_per_test": 12.478176,
                "token_totals": {
                    "input_tokens": 1806115861,
                    "output_tokens": 12946019,
                    "reasoning_tokens": 9401346,
                    "cache_read_tokens": 1773695659,
                    "cache_write_tokens": 31387110
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 124.1,
                    "avg_query_seconds": 72.6,
                    "median_query_seconds": 48.6,
                    "avg_ttft_seconds": 27.6,
                    "output_time_split": {
                        "reasoning_pct": 77.6,
                        "content_pct": 2.2,
                        "tool_call_pct": 20.2
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 14.141,
                "latency": 5493.603,
                "stderr": 2.02,
                "cost_per_test": 3.311817,
                "token_totals": {
                    "input_tokens": 3598466519,
                    "output_tokens": 11740127,
                    "reasoning_tokens": 6902591,
                    "cache_read_tokens": 3587685589,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 232.3,
                    "avg_query_seconds": 12.3,
                    "median_query_seconds": 7.3,
                    "avg_ttft_seconds": 3.3,
                    "output_time_split": {
                        "reasoning_pct": 75.4,
                        "content_pct": 0.7,
                        "tool_call_pct": 23.9
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 13.636,
                "latency": 1965.568,
                "stderr": 1.515,
                "cost_per_test": 0.354726,
                "token_totals": {
                    "input_tokens": 1004162895,
                    "output_tokens": 10957435,
                    "reasoning_tokens": 7328334,
                    "cache_read_tokens": 988222853,
                    "cache_write_tokens": 15670624
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 78.9,
                    "avg_query_seconds": 16.1,
                    "median_query_seconds": 8.0,
                    "avg_ttft_seconds": 6.2,
                    "output_time_split": {
                        "reasoning_pct": 39.2,
                        "content_pct": 8.8,
                        "tool_call_pct": 51.9
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 8.081,
                "latency": 7798.686,
                "stderr": 1.336,
                "cost_per_test": 3.07266,
                "token_totals": {
                    "input_tokens": 2695499187,
                    "output_tokens": 14630101,
                    "reasoning_tokens": 10474030,
                    "cache_read_tokens": 2628586667,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 154.5,
                    "avg_query_seconds": 32.3,
                    "median_query_seconds": 16.4,
                    "avg_ttft_seconds": 6.6,
                    "output_time_split": {
                        "reasoning_pct": 78.0,
                        "content_pct": 0.5,
                        "tool_call_pct": 21.5
                    }
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 6.566,
                "latency": 7466.403,
                "stderr": 0.505,
                "cost_per_test": 7.264062,
                "token_totals": {
                    "input_tokens": 916170962,
                    "output_tokens": 7264611,
                    "reasoning_tokens": 4188707,
                    "cache_read_tokens": 633327467,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 90.0,
                    "avg_query_seconds": 71.5,
                    "median_query_seconds": 26.6,
                    "avg_ttft_seconds": 17.7,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 4.04,
                "latency": 1154.552,
                "stderr": 1.336,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 805547405,
                    "output_tokens": 4342340,
                    "reasoning_tokens": 2681354,
                    "cache_read_tokens": 789244544,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 137.2,
                    "avg_query_seconds": 1.6,
                    "median_query_seconds": 0.8,
                    "avg_ttft_seconds": 0.5,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 3.03,
                "latency": 1987.184,
                "stderr": 0.0,
                "cost_per_test": 0.421803,
                "token_totals": {
                    "input_tokens": 1240859751,
                    "output_tokens": 8811077,
                    "reasoning_tokens": 8328363,
                    "cache_read_tokens": 1103676197,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 136.2,
                    "avg_query_seconds": 4.1,
                    "median_query_seconds": 2.6,
                    "avg_ttft_seconds": 3.4,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 0.505,
                "latency": 1378.754,
                "stderr": 0.505,
                "cost_per_test": 2.495998,
                "token_totals": {
                    "input_tokens": 781467247,
                    "output_tokens": 5735234,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 771035008,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 140.2,
                    "avg_query_seconds": 7.2,
                    "median_query_seconds": 3.5,
                    "avg_ttft_seconds": 2.5,
                    "output_time_split": {
                        "reasoning_pct": 99.9,
                        "content_pct": 0.0,
                        "tool_call_pct": 0.1
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 0.0,
                "latency": 705.115,
                "stderr": 0.0,
                "cost_per_test": 0.321679,
                "token_totals": {
                    "input_tokens": 258225964,
                    "output_tokens": 3667960,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 252660395,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 66,
                "turn_metrics": {
                    "tasks_measured": 66,
                    "avg_turns": 91.0,
                    "avg_query_seconds": 5.1,
                    "median_query_seconds": 2.7,
                    "avg_ttft_seconds": 2.2,
                    "output_time_split": {
                        "reasoning_pct": 99.9,
                        "content_pct": 0.0,
                        "tool_call_pct": 0.1
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            }
        },
        "tax_agent_bench": {
            "alibaba/qwen3.8-max-internal": {
                "accuracy": 49.663,
                "latency": 5231.239,
                "stderr": 3.603,
                "cost_per_test": 4.068548,
                "token_totals": {
                    "input_tokens": 1079323232,
                    "output_tokens": 52945750,
                    "reasoning_tokens": 44742935,
                    "cache_read_tokens": 987261824,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 184,
                "turn_metrics": {
                    "tasks_measured": 184,
                    "avg_turns": 46.3,
                    "avg_query_seconds": 113.0,
                    "median_query_seconds": 39.1,
                    "avg_ttft_seconds": 12.3,
                    "output_time_split": {
                        "reasoning_pct": 83.1,
                        "content_pct": 0.1,
                        "tool_call_pct": 16.8
                    }
                },
                "temperature": 0.7,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Alibaba",
                "harness": null
            },
            "anthropic/claude-opus-5-5": {
                "accuracy": 45.573,
                "latency": 4012.548,
                "stderr": 3.593,
                "cost_per_test": 15.086184,
                "token_totals": {
                    "input_tokens": 815304119,
                    "output_tokens": 88000495,
                    "reasoning_tokens": 76703031,
                    "cache_read_tokens": 648981098,
                    "cache_write_tokens": 166280701
                },
                "token_tasks_measured": 190,
                "turn_metrics": {
                    "tasks_measured": 190,
                    "avg_turns": 43.1,
                    "avg_query_seconds": 93.0,
                    "median_query_seconds": 8.4,
                    "avg_ttft_seconds": 13.3,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "google/gemini-4-argon": {
                "accuracy": 44.56,
                "latency": 985.634,
                "stderr": 3.587,
                "cost_per_test": 3.473645,
                "token_totals": {
                    "input_tokens": 285519334,
                    "output_tokens": 14493886,
                    "reasoning_tokens": 6146392,
                    "cache_read_tokens": 200405700,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 18.8,
                    "avg_query_seconds": 52.5,
                    "median_query_seconds": 13.8,
                    "avg_ttft_seconds": 7.2,
                    "output_time_split": {
                        "reasoning_pct": 83.3,
                        "content_pct": 7.5,
                        "tool_call_pct": 9.2
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "deepseek/deepseek-v4.1-flash-1017": {
                "accuracy": 44.35,
                "latency": 1264.434,
                "stderr": 3.574,
                "cost_per_test": 0.459454,
                "token_totals": {
                    "input_tokens": 779160448,
                    "output_tokens": 53561725,
                    "reasoning_tokens": 45716077,
                    "cache_read_tokens": 712066688,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 41.4,
                    "avg_query_seconds": 30.5,
                    "median_query_seconds": 8.7,
                    "avg_ttft_seconds": 1.5,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "meta/muse-wonder-full": {
                "accuracy": 42.997,
                "latency": 1084.296,
                "stderr": 3.572,
                "cost_per_test": 2.147235,
                "token_totals": {
                    "input_tokens": 257606995,
                    "output_tokens": 9968530,
                    "reasoning_tokens": 6086406,
                    "cache_read_tokens": 214574250,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 24.0,
                    "avg_query_seconds": 45.3,
                    "median_query_seconds": 13.4,
                    "avg_ttft_seconds": 14.5,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "anthropic/claude-sonnet-5-5": {
                "accuracy": 41.959,
                "latency": 3560.542,
                "stderr": 3.561,
                "cost_per_test": 9.245466,
                "token_totals": {
                    "input_tokens": 1150865417,
                    "output_tokens": 108029684,
                    "reasoning_tokens": 94199819,
                    "cache_read_tokens": 954147139,
                    "cache_write_tokens": 196666034
                },
                "token_tasks_measured": 191,
                "turn_metrics": {
                    "tasks_measured": 191,
                    "avg_turns": 46.9,
                    "avg_query_seconds": 75.8,
                    "median_query_seconds": 15.1,
                    "avg_ttft_seconds": 12.7,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3": {
                "accuracy": 39.698,
                "latency": 3052.932,
                "stderr": 3.52,
                "cost_per_test": 1.80097,
                "token_totals": {
                    "input_tokens": 229302538,
                    "output_tokens": 47417212,
                    "reasoning_tokens": 1131,
                    "cache_read_tokens": 159712377,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 11.9,
                    "avg_query_seconds": 255.6,
                    "median_query_seconds": 139.7,
                    "avg_ttft_seconds": 2.7,
                    "output_time_split": {
                        "reasoning_pct": 86.0,
                        "content_pct": 0.7,
                        "tool_call_pct": 13.2
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "meta/muse-wonder": {
                "accuracy": 36.269,
                "latency": 492.843,
                "stderr": 3.47,
                "cost_per_test": 1.884439,
                "token_totals": {
                    "input_tokens": 225535207,
                    "output_tokens": 8770631,
                    "reasoning_tokens": 5466021,
                    "cache_read_tokens": 187857044,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 22.6,
                    "avg_query_seconds": 21.8,
                    "median_query_seconds": 7.3,
                    "avg_ttft_seconds": 7.4,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Meta",
                "harness": null
            },
            "grok/grok-4.7": {
                "accuracy": 34.197,
                "latency": 996.469,
                "stderr": 3.423,
                "cost_per_test": 1.796539,
                "token_totals": {
                    "input_tokens": 280409764,
                    "output_tokens": 10821528,
                    "reasoning_tokens": 6708987,
                    "cache_read_tokens": 186011136,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 27.4,
                    "avg_query_seconds": 36.3,
                    "median_query_seconds": 13.5,
                    "avg_ttft_seconds": 4.5,
                    "output_time_split": {
                        "reasoning_pct": 74.8,
                        "content_pct": 17.6,
                        "tool_call_pct": 7.6
                    }
                },
                "temperature": 0.7,
                "top_p": 0.95,
                "max_output_tokens": null,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "SpaceXAI",
                "harness": null
            },
            "kimi/kimi-k3": {
                "accuracy": 33.368,
                "latency": 2415.159,
                "stderr": 3.386,
                "cost_per_test": 2.790127,
                "token_totals": {
                    "input_tokens": 444117224,
                    "output_tokens": 14995598,
                    "reasoning_tokens": 10782746,
                    "cache_read_tokens": 381463574,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 189,
                "turn_metrics": {
                    "tasks_measured": 189,
                    "avg_turns": 22.4,
                    "avg_query_seconds": 108.0,
                    "median_query_seconds": 36.9,
                    "avg_ttft_seconds": 8.8,
                    "output_time_split": {
                        "reasoning_pct": 60.8,
                        "content_pct": 4.0,
                        "tool_call_pct": 35.3
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "tencent/hy4-preview": {
                "accuracy": 32.617,
                "latency": 2464.028,
                "stderr": 3.381,
                "cost_per_test": 0.585277,
                "token_totals": {
                    "input_tokens": 181603577,
                    "output_tokens": 28903691,
                    "reasoning_tokens": 24008954,
                    "cache_read_tokens": 139882560,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 19.3,
                    "avg_query_seconds": 127.6,
                    "median_query_seconds": 39.8,
                    "avg_ttft_seconds": 3.5,
                    "output_time_split": {
                        "reasoning_pct": 72.5,
                        "content_pct": 10.7,
                        "tool_call_pct": 16.8
                    }
                },
                "temperature": 0.9,
                "top_p": 1.0,
                "max_output_tokens": 64000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Tencent",
                "harness": null
            },
            "xiaomi/mimo-v2.6-pro": {
                "accuracy": 32.388,
                "latency": 1547.695,
                "stderr": 3.361,
                "cost_per_test": 0.134306,
                "token_totals": {
                    "input_tokens": 136588210,
                    "output_tokens": 12521886,
                    "reasoning_tokens": 8284595,
                    "cache_read_tokens": 102894848,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 12.7,
                    "avg_query_seconds": 121.8,
                    "median_query_seconds": 75.6,
                    "avg_ttft_seconds": 5.3,
                    "output_time_split": {
                        "reasoning_pct": 80.3,
                        "content_pct": 5.4,
                        "tool_call_pct": 14.3
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "minimax/MiniMax-M3.1-flash": {
                "accuracy": 32.136,
                "latency": 1962.771,
                "stderr": 3.342,
                "cost_per_test": 0.320948,
                "token_totals": {
                    "input_tokens": 551883325,
                    "output_tokens": 70312257,
                    "reasoning_tokens": 62154212,
                    "cache_read_tokens": 466865454,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 31.1,
                    "avg_query_seconds": 63.2,
                    "median_query_seconds": 19.4,
                    "avg_ttft_seconds": 1.1,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "MiniMax",
                "harness": null
            },
            "google/gemini-3.8-flash": {
                "accuracy": 32.124,
                "latency": 178.329,
                "stderr": 3.37,
                "cost_per_test": 0.857214,
                "token_totals": {
                    "input_tokens": 262586790,
                    "output_tokens": 7012701,
                    "reasoning_tokens": 4789793,
                    "cache_read_tokens": 208172664,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 30.4,
                    "avg_query_seconds": 5.9,
                    "median_query_seconds": 2.7,
                    "avg_ttft_seconds": 2.5,
                    "output_time_split": {
                        "reasoning_pct": 98.9,
                        "content_pct": 0.2,
                        "tool_call_pct": 0.9
                    }
                },
                "temperature": 1.0,
                "top_p": null,
                "max_output_tokens": 65536,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Google",
                "harness": null
            },
            "anthropic/claude-haiku-5-5": {
                "accuracy": 31.922,
                "latency": 2973.647,
                "stderr": 3.352,
                "cost_per_test": 1.164207,
                "token_totals": {
                    "input_tokens": 782193467,
                    "output_tokens": 143162719,
                    "reasoning_tokens": 133330984,
                    "cache_read_tokens": 613966554,
                    "cache_write_tokens": 168173092
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 33.6,
                    "avg_query_seconds": 88.5,
                    "median_query_seconds": 26.2,
                    "avg_ttft_seconds": 15.5,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": "max",
                "provider": "Anthropic",
                "harness": null
            },
            "zai/glm-5.3-flash": {
                "accuracy": 31.55,
                "latency": 1297.006,
                "stderr": 3.35,
                "cost_per_test": 0.138062,
                "token_totals": {
                    "input_tokens": 194143568,
                    "output_tokens": 28577937,
                    "reasoning_tokens": 24325230,
                    "cache_read_tokens": 139704320,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 14.4,
                    "avg_query_seconds": 90.3,
                    "median_query_seconds": 45.4,
                    "avg_ttft_seconds": 2.9,
                    "output_time_split": {
                        "reasoning_pct": 84.4,
                        "content_pct": 1.6,
                        "tool_call_pct": 14.0
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Zhipu AI",
                "harness": null
            },
            "xiaomi/mimo-v2.6-flash": {
                "accuracy": 28.507,
                "latency": 1038.928,
                "stderr": 3.14,
                "cost_per_test": 0.048982,
                "token_totals": {
                    "input_tokens": 168296091,
                    "output_tokens": 12132305,
                    "reasoning_tokens": 7352234,
                    "cache_read_tokens": 127944128,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 192,
                "turn_metrics": {
                    "tasks_measured": 192,
                    "avg_turns": 15.2,
                    "avg_query_seconds": 68.3,
                    "median_query_seconds": 36.2,
                    "avg_ttft_seconds": 4.6,
                    "output_time_split": {
                        "reasoning_pct": 2.4,
                        "content_pct": 0.1,
                        "tool_call_pct": 97.6
                    }
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Xiaomi",
                "harness": null
            },
            "deepseek/deepseek-v4-pro-0813": {
                "accuracy": 26.756,
                "latency": 1596.755,
                "stderr": 3.093,
                "cost_per_test": 0.729136,
                "token_totals": {
                    "input_tokens": 172298347,
                    "output_tokens": 21059828,
                    "reasoning_tokens": 17608474,
                    "cache_read_tokens": 133313152,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 12.9,
                    "avg_query_seconds": 123.5,
                    "median_query_seconds": 57.8,
                    "avg_ttft_seconds": 1.7,
                    "output_time_split": {
                        "reasoning_pct": 82.5,
                        "content_pct": 2.2,
                        "tool_call_pct": 15.3
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 384000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "DeepSeek",
                "harness": null
            },
            "meta/muse-spark-open": {
                "accuracy": 26.321,
                "latency": 701.825,
                "stderr": 2.653,
                "cost_per_test": 0.883559,
                "token_totals": {
                    "input_tokens": 413690950,
                    "output_tokens": 3571385,
                    "reasoning_tokens": 1667757,
                    "cache_read_tokens": 329680688,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 192,
                "turn_metrics": {
                    "tasks_measured": 192,
                    "avg_turns": 15.0,
                    "avg_query_seconds": 46.8,
                    "median_query_seconds": 11.3,
                    "avg_ttft_seconds": 7.2,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "xhigh",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Together AI",
                "harness": null
            },
            "kimi/kimi-k3.1-pro": {
                "accuracy": 24.87,
                "latency": 3518.57,
                "stderr": 3.12,
                "cost_per_test": 3.643476,
                "token_totals": {
                    "input_tokens": 393567716,
                    "output_tokens": 32589454,
                    "reasoning_tokens": 26739791,
                    "cache_read_tokens": 251978240,
                    "cache_write_tokens": 140846717
                },
                "token_tasks_measured": 181,
                "turn_metrics": {
                    "tasks_measured": 181,
                    "avg_turns": 20.7,
                    "avg_query_seconds": 169.9,
                    "median_query_seconds": 36.7,
                    "avg_ttft_seconds": 6.8,
                    "output_time_split": null
                },
                "temperature": 1.0,
                "top_p": 0.95,
                "max_output_tokens": 262144,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Moonshot AI",
                "harness": null
            },
            "openai/gpt-6.1-sol": {
                "accuracy": 21.754,
                "latency": 1213.878,
                "stderr": 2.977,
                "cost_per_test": 1.323601,
                "token_totals": {
                    "input_tokens": 149308416,
                    "output_tokens": 12717430,
                    "reasoning_tokens": 9488118,
                    "cache_read_tokens": 103439338,
                    "cache_write_tokens": 45805894
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 11.9,
                    "avg_query_seconds": 102.3,
                    "median_query_seconds": 31.3,
                    "avg_ttft_seconds": 19.6,
                    "output_time_split": {
                        "reasoning_pct": 17.4,
                        "content_pct": 0.2,
                        "tool_call_pct": 82.4
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6-astra": {
                "accuracy": 20.717,
                "latency": 900.586,
                "stderr": 2.924,
                "cost_per_test": 5.7963,
                "token_totals": {
                    "input_tokens": 115812555,
                    "output_tokens": 12032734,
                    "reasoning_tokens": 9165100,
                    "cache_read_tokens": 71528751,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 10.2,
                    "avg_query_seconds": 88.5,
                    "median_query_seconds": 31.0,
                    "avg_ttft_seconds": 14.3,
                    "output_time_split": {
                        "reasoning_pct": 20.8,
                        "content_pct": 0.4,
                        "tool_call_pct": 78.9
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "openai/gpt-6-luna": {
                "accuracy": 19.947,
                "latency": 1995.736,
                "stderr": 2.866,
                "cost_per_test": 0.190956,
                "token_totals": {
                    "input_tokens": 449103207,
                    "output_tokens": 40664272,
                    "reasoning_tokens": 37199155,
                    "cache_read_tokens": 368052701,
                    "cache_write_tokens": 80918209
                },
                "token_tasks_measured": 190,
                "turn_metrics": {
                    "tasks_measured": 190,
                    "avg_turns": 23.9,
                    "avg_query_seconds": 83.4,
                    "median_query_seconds": 18.0,
                    "avg_ttft_seconds": 6.5,
                    "output_time_split": {
                        "reasoning_pct": 77.3,
                        "content_pct": 0.1,
                        "tool_call_pct": 22.7
                    }
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "inception/mercury-3": {
                "accuracy": 18.169,
                "latency": 269.272,
                "stderr": 2.536,
                "cost_per_test": 0.045925,
                "token_totals": {
                    "input_tokens": 107781718,
                    "output_tokens": 14189123,
                    "reasoning_tokens": 12634168,
                    "cache_read_tokens": 76454803,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 13.4,
                    "avg_query_seconds": 20.1,
                    "median_query_seconds": 7.2,
                    "avg_ttft_seconds": 5.4,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": "high",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Inception",
                "harness": null
            },
            "thinkingmachines/inkling-small": {
                "accuracy": 15.389,
                "latency": 385.252,
                "stderr": 2.365,
                "cost_per_test": 0.091767,
                "token_totals": {
                    "input_tokens": 107926904,
                    "output_tokens": 7430357,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 98264704,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 26.1,
                    "avg_query_seconds": 14.8,
                    "median_query_seconds": 3.5,
                    "avg_ttft_seconds": 3.1,
                    "output_time_split": {
                        "reasoning_pct": 99.9,
                        "content_pct": 0.0,
                        "tool_call_pct": 0.1
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 262000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "thinkingmachines/inkling": {
                "accuracy": 15.291,
                "latency": 810.557,
                "stderr": 2.423,
                "cost_per_test": 0.353757,
                "token_totals": {
                    "input_tokens": 147459631,
                    "output_tokens": 7269937,
                    "reasoning_tokens": null,
                    "cache_read_tokens": 130876928,
                    "cache_write_tokens": 0
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 24.1,
                    "avg_query_seconds": 33.7,
                    "median_query_seconds": 6.4,
                    "avg_ttft_seconds": 2.4,
                    "output_time_split": {
                        "reasoning_pct": 99.9,
                        "content_pct": 0.0,
                        "tool_call_pct": 0.1
                    }
                },
                "temperature": 1.0,
                "top_p": 1.0,
                "max_output_tokens": 256000,
                "reasoning": null,
                "reasoning_effort": "0.99",
                "verbosity": null,
                "compute_effort": null,
                "provider": "Thinkingmachines",
                "harness": null
            },
            "openai/gpt-6.1-terra": {
                "accuracy": 15.166,
                "latency": 2751.35,
                "stderr": 2.426,
                "cost_per_test": 2.159819,
                "token_totals": {
                    "input_tokens": 601151954,
                    "output_tokens": 45185676,
                    "reasoning_tokens": 40035547,
                    "cache_read_tokens": 486107389,
                    "cache_write_tokens": 114824859
                },
                "token_tasks_measured": 189,
                "turn_metrics": {
                    "tasks_measured": 189,
                    "avg_turns": 22.2,
                    "avg_query_seconds": 123.7,
                    "median_query_seconds": 20.7,
                    "avg_ttft_seconds": 8.5,
                    "output_time_split": null
                },
                "temperature": null,
                "top_p": null,
                "max_output_tokens": 128000,
                "reasoning": null,
                "reasoning_effort": "max",
                "verbosity": null,
                "compute_effort": null,
                "provider": "OpenAI",
                "harness": null
            },
            "reflection/Beam-1.0": {
                "accuracy": 8.808,
                "latency": 57.987,
                "stderr": 1.902,
                "cost_per_test": null,
                "token_totals": {
                    "input_tokens": 110261613,
                    "output_tokens": 4023578,
                    "reasoning_tokens": 2422138,
                    "cache_read_tokens": 88299456,
                    "cache_write_tokens": null
                },
                "token_tasks_measured": 193,
                "turn_metrics": {
                    "tasks_measured": 193,
                    "avg_turns": 19.2,
                    "avg_query_seconds": 3.0,
                    "median_query_seconds": 1.3,
                    "avg_ttft_seconds": 0.4,
                    "output_time_split": null
                },
                "temperature": 0.7,
                "top_p": 0.99,
                "max_output_tokens": 131072,
                "reasoning": null,
                "reasoning_effort": null,
                "verbosity": null,
                "compute_effort": null,
                "provider": "Reflection",
                "harness": null
            }
        }
    }
}