{
  "schema": 1,
  "notes": "One entry per row of the results table. group matches the start of benchmark result labels; active_b/total_b are nominal; link is the public card (exact quant if possible).",
  "models": [
    {
      "group": "glimmer-udq4kxl-oc2",
      "model": "Muse-Glimmer-30B",
      "quant": "UD-Q4_K_XL",
      "active_b": 29.6,
      "total_b": 29.6,
      "link": "https://huggingface.co/unsloth/Muse-Glimmer-30B-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Glimmer",
      "offset": [
        12,
        -16
      ],
      "size_gb": 15.88,
      "size_offset": [
        -8,
        8
      ],
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "k2horizon-v2",
      "model": "K2-Horizon-MoVA-36B-A4B",
      "quant": "APEX i-quality v2",
      "active_b": 4.0,
      "total_b": 37.4,
      "link": "https://huggingface.co/Myric/K2-Horizon-MoVA-36B-A4B-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "K2",
      "offset": [
        6,
        5
      ],
      "size_gb": 22.6,
      "base_country": "UAE",
      "post_country": "UAE"
    },
    {
      "group": "kolibri1-apex-2.4bpw",
      "model": "Kolibri-1 78B-A3.5B",
      "quant": "APEX 2.4 bpw",
      "active_b": 3.5,
      "total_b": 78.1,
      "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Kolibri 2.4bpw",
      "size_gb": 24.38,
      "base_country": "Germany",
      "post_country": "Germany",
      "offset": [
        -8,
        0
      ]
    },
    {
      "group": "kolibri1-uniform-q4k",
      "model": "Kolibri-1 78B-A3.5B",
      "quant": "Q4_K uniform",
      "active_b": 3.5,
      "total_b": 78.1,
      "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Kolibri Q4",
      "size_gb": 44.98,
      "base_country": "Germany",
      "post_country": "Germany",
      "offset": [
        -8,
        0
      ]
    },
    {
      "group": "lagunaxs21-apex-iquality-v2-oc2",
      "model": "Laguna-XS-2.1",
      "quant": "APEX i-quality v2",
      "active_b": 3.0,
      "total_b": 33.4,
      "link": "https://huggingface.co/Myric/Laguna-XS-2.1-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Laguna-XS",
      "size_gb": 19.19,
      "base_country": "US",
      "post_country": "US",
      "offset": [
        8,
        -12
      ]
    },
    {
      "group": "lagunaxs21-apex-dynamic-v2-oc2",
      "model": "Laguna-XS-2.1",
      "quant": "APEX dynamic v2",
      "active_b": 3.0,
      "total_b": 33.4,
      "link": "https://huggingface.co/Myric/Laguna-XS-2.1-APEX-GGUF",
      "box": "gb10",
      "annotate": false,
      "short": "Laguna-XS dyn",
      "size_gb": 12.1,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "lagunas21-iquality-v2-oc2",
      "model": "Laguna-S-2.1",
      "quant": "APEX i-quality v2",
      "active_b": 8.0,
      "total_b": 117.6,
      "link": "https://huggingface.co/Myric/Laguna-S-2.1-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "offset": [
        -8,
        8
      ],
      "short": "Laguna-S",
      "size_gb": 73.96,
      "size_offset": [
        6,
        8
      ],
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "nemotron3super-iquality-oc2",
      "model": "Nemotron-3-Super-120B-A12B",
      "quant": "APEX i-quality",
      "active_b": 12.0,
      "total_b": 120.0,
      "link": "https://huggingface.co/Myric/Nemotron-3-Super-120B-A12B-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Nemotron-Super",
      "size_gb": 85.78,
      "offset": [
        12,
        0
      ],
      "size_offset": [
        -12,
        -10
      ],
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "nemotron35-super-vl-iquality-oc2",
      "model": "Nemotron-3.5-Super-VL-120B-A12B",
      "quant": "APEX i-quality",
      "active_b": 12.0,
      "total_b": 120.0,
      "link": "https://huggingface.co/Myric/NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Nemotron-3.5-SV",
      "size_gb": 81.03,
      "offset": [
        12,
        0
      ],
      "size_offset": [
        -10,
        6
      ],
      "highlight": true,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "ornith122-iquality",
      "model": "Ornith-1.5-122B",
      "quant": "APEX i-quality",
      "active_b": 12.0,
      "total_b": 124.6,
      "link": "https://huggingface.co/ornith-ai/Ornith-1.5-122B",
      "box": "gb10",
      "annotate": true,
      "offset": [
        8,
        10
      ],
      "link_note": "APEX tiers not yet published; link is the base card",
      "short": "Ornith-122B",
      "size_gb": 75.46,
      "size_offset": [
        -8,
        -12
      ],
      "base_country": "China",
      "post_country": "US"
    },
    {
      "group": "ornith122-icompact",
      "model": "Ornith-1.5-122B",
      "quant": "APEX i-compact",
      "active_b": 12.0,
      "total_b": 124.6,
      "link": "https://huggingface.co/ornith-ai/Ornith-1.5-122B",
      "box": "gb10",
      "annotate": true,
      "link_note": "APEX tiers not yet published; link is the base card",
      "short": "Ornith compact",
      "size_gb": 58.1,
      "base_country": "China",
      "post_country": "US",
      "offset": [
        8,
        -12
      ]
    },
    {
      "group": "bonsai2-pq2-oc2",
      "model": "Ternary-Bonsai-2-27B",
      "short": "Bonsai 27B",
      "quant": "PQ2_0 (2.13 bpw)",
      "active_b": 27.0,
      "total_b": 27.0,
      "size_gb": 7.21,
      "link": "https://huggingface.co/prism-ml/Ternary-Bonsai-2-27B-gguf",
      "box": "gb10",
      "annotate": true,
      "highlight": true,
      "offset": [
        -12,
        -12
      ],
      "size_offset": [
        -8,
        8
      ],
      "base_country": "China",
      "post_country": "US"
    },
    {
      "group": "gemma4-12b-qat-grid",
      "model": "Gemma-4-12B-it QAT",
      "quant": "Q4_0 (grid)",
      "active_b": 12.0,
      "total_b": 12.0,
      "link": "https://huggingface.co/google/gemma-4-12B-it-qat-q4_0-gguf",
      "box": "gb10",
      "annotate": true,
      "link_note": "grid variant built locally; link is the Google QAT card",
      "short": "Gemma-12B grid",
      "offset": [
        6,
        5
      ],
      "size_gb": 6.98,
      "size_offset": [
        6,
        -12
      ],
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "gemma4-12b-qat-google",
      "model": "Gemma-4-12B-it QAT",
      "quant": "Q4_0 (Google)",
      "active_b": 12.0,
      "total_b": 12.0,
      "link": "https://huggingface.co/google/gemma-4-12B-it-qat-q4_0-gguf",
      "box": "gb10",
      "annotate": false,
      "short": "Gemma-12B",
      "size_gb": 6.98,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "mellum21-12b-a2.5b-thinking-q8_0-v2",
      "model": "Mellum2.1-12B-A2.5B-Thinking",
      "quant": "Q8_0",
      "active_b": 2.5,
      "total_b": 12.1,
      "link": "https://huggingface.co/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Mellum Q8",
      "offset": [
        -14,
        0
      ],
      "size_gb": 12.93,
      "base_country": "Czechia",
      "post_country": "Czechia"
    },
    {
      "group": "thor-mellum21-apex-4.9bpw-v2",
      "model": "Mellum2.1-12B-A2.5B-Thinking",
      "quant": "APEX 4.9 bpw",
      "active_b": 2.5,
      "total_b": 12.1,
      "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "Mellum 4.9bpw",
      "size_gb": 7.44,
      "base_country": "Czechia",
      "post_country": "Czechia"
    },
    {
      "group": "thor-mellum21-apex-4.3bpw-v2",
      "model": "Mellum2.1-12B-A2.5B-Thinking",
      "quant": "APEX 4.3 bpw",
      "active_b": 2.5,
      "total_b": 12.1,
      "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "Mellum 4.3bpw",
      "size_gb": 6.53,
      "base_country": "Czechia",
      "post_country": "Czechia"
    },
    {
      "group": "thor-mellum21-apex-3.7bpw-v2",
      "model": "Mellum2.1-12B-A2.5B-Thinking",
      "quant": "APEX 3.7 bpw",
      "active_b": 2.5,
      "total_b": 12.1,
      "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF",
      "box": "thor",
      "annotate": true,
      "offset": [
        -8,
        8
      ],
      "short": "Mellum 3.7bpw",
      "size_gb": 5.62,
      "base_country": "Czechia",
      "post_country": "Czechia"
    },
    {
      "group": "thor-mellum21-apex-3.1bpw-v2",
      "model": "Mellum2.1-12B-A2.5B-Thinking",
      "quant": "APEX 3.1 bpw",
      "active_b": 2.5,
      "total_b": 12.1,
      "link": "https://huggingface.co/Myric/Mellum2.1-12B-A2.5B-Thinking-APEX-GGUF",
      "box": "thor",
      "annotate": true,
      "offset": [
        8,
        -10
      ],
      "short": "Mellum 3.1bpw",
      "size_gb": 4.71,
      "base_country": "Czechia",
      "post_country": "Czechia"
    },
    {
      "group": "thor-mellum21-q4_k_m-stock-v2",
      "model": "Mellum2.1-12B-A2.5B-Thinking",
      "quant": "Q4_K_M stock",
      "active_b": 2.5,
      "total_b": 12.1,
      "link": "https://huggingface.co/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "Mellum Q4",
      "size_gb": 8.07,
      "base_country": "Czechia",
      "post_country": "Czechia"
    },
    {
      "group": "thor-mellum21-q6_k_l-bartowski-v2",
      "model": "Mellum2.1-12B-A2.5B-Thinking",
      "quant": "Q6_K_L bartowski",
      "active_b": 2.5,
      "total_b": 12.1,
      "link": "https://huggingface.co/bartowski/Mellum2.1-12B-A2.5B-Thinking-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "Mellum Q6",
      "size_gb": 11.81,
      "base_country": "Czechia",
      "post_country": "Czechia"
    },
    {
      "group": "thor-gptoss20b",
      "model": "GPT-OSS-20B",
      "quant": "MXFP4 (Thor)",
      "active_b": 3.6,
      "total_b": 20.9,
      "link": "https://huggingface.co/ggml-org/gpt-oss-20b-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "GPT-OSS-20B",
      "size_gb": 12.11,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "thor-lightning",
      "model": "Nemotron-3.5-Lightning-30B-A3B",
      "quant": "APEX compact (Thor)",
      "active_b": 3.0,
      "total_b": 30.0,
      "link": "https://huggingface.co/Myric/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-APEX-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "Lightning",
      "size_gb": 18.17,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "thor-gemma4-26b",
      "model": "Gemma-4-26B-A4B",
      "quant": "Q4_0 QAT (Thor)",
      "active_b": 4.0,
      "total_b": 25.8,
      "link": "https://huggingface.co/google/gemma-4-26B-A4B-it-qat-q4_0-gguf",
      "box": "thor",
      "annotate": false,
      "short": "Gemma-26B",
      "size_gb": 14.44,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "thor-kolibri-iq-high",
      "model": "Kolibri-1 78B-A3.5B",
      "quant": "APEX i-quality high (Thor)",
      "active_b": 3.5,
      "total_b": 78.1,
      "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "Kolibri high",
      "size_gb": 42.85,
      "base_country": "Germany",
      "post_country": "Germany"
    },
    {
      "group": "thor-kolibri-iq-low",
      "model": "Kolibri-1 78B-A3.5B",
      "quant": "APEX i-quality low (Thor)",
      "active_b": 3.5,
      "total_b": 78.1,
      "link": "https://huggingface.co/Myric/Kolibri-1-APEX-GGUF",
      "box": "thor",
      "annotate": false,
      "short": "Kolibri low",
      "size_gb": 42.85,
      "base_country": "Germany",
      "post_country": "Germany"
    },
    {
      "group": "lfm25-24b-a2b-qad-q4_0-v2",
      "model": "LFM2.5-24B-A2B",
      "quant": "QAD Q4_0",
      "active_b": 2.0,
      "total_b": 24.0,
      "link": "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B-GGUF",
      "box": "gb10",
      "annotate": false,
      "short": "LFM2.5",
      "size_gb": 13.58,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "lfm25-24b-a2b-q8_0-v2",
      "model": "LFM2.5-24B-A2B",
      "quant": "Q8_0",
      "active_b": 2.0,
      "total_b": 24.0,
      "link": "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "LFM Q8",
      "size_gb": 25.49,
      "base_country": "US",
      "post_country": "US",
      "offset": [
        8,
        -14
      ]
    },
    {
      "group": "lfm25-24b-a2b-bf16src-iq3_xxs-v2",
      "model": "LFM2.5-24B-A2B",
      "quant": "IQ3_XXS (BF16 src)",
      "active_b": 2.0,
      "total_b": 24.0,
      "link": "https://huggingface.co/LiquidAI/LFM2.5-24B-A2B",
      "box": "gb10",
      "annotate": false,
      "link_note": "custom BF16-source build; link is the base card",
      "short": "LFM IQ3",
      "size_gb": 10.5,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "nemotron35-bolt-74b-nvidia24gb-oc2",
      "model": "Nemotron-3.5-Bolt-74B-A9B",
      "quant": "24 GB quant",
      "active_b": 9.0,
      "total_b": 74.0,
      "link": "https://huggingface.co/nvidia/NVIDIA-Nemotron-3.5-Bolt-74B-A9B-24GB-GGUF",
      "box": "gb10",
      "annotate": true,
      "offset": [
        8,
        6
      ],
      "short": "Bolt-74B",
      "size_gb": 22.02,
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "spark-x2.6-4b-q6_k",
      "model": "Spark-X2.6-4B",
      "quant": "Q6_K",
      "active_b": 4.1,
      "total_b": 4.1,
      "link": "https://huggingface.co/Myric/Spark-X2.6-4B-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Spark-2.6",
      "offset": [
        6,
        5
      ],
      "size_gb": 3.38,
      "base_country": "China",
      "post_country": "China"
    },
    {
      "group": "spark-x2.5-4b-bf16",
      "model": "Spark-X2.5-4B",
      "quant": "BF16",
      "active_b": 4.1,
      "total_b": 4.1,
      "link": "https://huggingface.co/Myric/Spark-X2.5-4B-GGUF",
      "box": "gb10",
      "annotate": true,
      "offset": [
        -10,
        8
      ],
      "short": "Spark-2.5 BF16",
      "size_gb": 8.23,
      "size_offset": [
        -10,
        8
      ],
      "base_country": "China",
      "post_country": "China"
    },
    {
      "group": "spark-x2.5-4b-q6_k",
      "model": "Spark-X2.5-4B",
      "quant": "Q6_K",
      "active_b": 4.1,
      "total_b": 4.1,
      "link": "https://huggingface.co/Myric/Spark-X2.5-4B-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Spark-2.5 Q6",
      "offset": [
        6,
        5
      ],
      "size_gb": 3.38,
      "base_country": "China",
      "post_country": "China"
    },
    {
      "group": "minicpm5-2b-q8",
      "model": "MiniCPM5-2B",
      "quant": "Q8_0",
      "active_b": 2.5,
      "total_b": 2.5,
      "link": "https://huggingface.co/openbmb/MiniCPM5-2B-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "MiniCPM5",
      "offset": [
        6,
        6
      ],
      "size_gb": 2.68,
      "base_country": "China",
      "post_country": "China"
    },
    {
      "group": "lfm3-1.7b-q4",
      "model": "LFM3-1.7B",
      "quant": "Q4_0",
      "active_b": 1.73,
      "total_b": 1.73,
      "link": "https://huggingface.co/LiquidAI/LFM3-1.7B-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "LFM3-1.7B",
      "offset": [
        6,
        6
      ],
      "size_gb": 1.0,
      "size_offset": [
        6,
        6
      ],
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "flint-5bpw",
      "model": "Flint",
      "quant": "APEX 5bpw",
      "active_b": 2.5,
      "total_b": 39.8,
      "link": "https://huggingface.co/Myric/Flint-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Flint",
      "offset": [
        8,
        0
      ],
      "size_gb": 23.7,
      "size_offset": [
        8,
        8
      ],
      "base_country": "US",
      "post_country": "US"
    },
    {
      "group": "qwen38-flash-next-middle",
      "model": "Qwen3.8-Flash-Next",
      "quant": "APEX MIDDLE",
      "active_b": 6.4,
      "total_b": 180.0,
      "link": "https://huggingface.co/Myric/Qwen3.8-Flash-Next-APEX-GGUF",
      "box": "gb10",
      "annotate": true,
      "short": "Flash-Next",
      "offset": [
        -10,
        10
      ],
      "size_gb": 86.0,
      "size_offset": [
        8,
        8
      ],
      "base_country": "China",
      "post_country": "China"
    },
    {
      "group": "ornith35-apex-iquality",
      "model": "Ornith-1.5-35B-A3B",
      "quant": "APEX i-quality",
      "active_b": 3.0,
      "total_b": 35.5,
      "link": "https://huggingface.co/Myric/Ornith-1.5-35B-A3B-APEX-GGUF",
      "box": "gb10",
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}