{
  "study": {
    "title": "PolyStrata on RX 6700 XT 12 GB",
    "run_date": "2026-10-19",
    "status": "FROZEN",
    "hardware": {
      "gpu": "AMD Radeon RX 6700 XT",
      "vram_marketed_gb": 12,
      "cpu": "Ryzen 5 3600",
      "system_ram_installed_gb": 32
    },
    "runtime": {
      "name": "PolyStrata strata-poly HIP gfx1031",
      "version": "0.1.45",
      "commit": "26e4cb5df7996edfb5ff549a63b82d8581e1e658"
    },
    "llama_cpp": {
      "benchmarked": false,
      "version": null,
      "commit": null
    },
    "model_family_count": 6,
    "quality_profile_count": 7,
    "speed_control_count": 1,
    "costs": {
      "cloud_compute_usd": 0,
      "quant_creation_usd": 0,
      "benchmark_electricity_usd": null,
      "idle_failed_run_electricity_usd": null,
      "total_project_usd": null,
      "scope": "Owned local host; no cloud inference/scoring or quant creation. Electricity, depreciation and labor not measured; do not claim total cost is zero."
    }
  },
  "weighting": {
    "applied_percent": 90,
    "humaneval_plus_percent": 10,
    "category_weights": {
      "business": 20,
      "research": 20,
      "knowledge": 20,
      "agent_tools": 15,
      "practical_sysadmin": 5,
      "executive_content": 10
    },
    "practical_formula": "sum(category_score * category_weight) / 90",
    "balanced_formula": "0.9 * practical_score + 0.1 * (plus_passes / 164 * 100)"
  },
  "metric_definitions": {
    "chat_tok_s": "median over nine upstream short-chat requests; 65536-token window configured",
    "practical_score": "fixed v2.1 rubric out of 100; 24 tasks x 3",
    "humaneval_plus_passes": "plus_status passes / 164, not both base-and-plus passes",
    "higher_is_better": [
      "chat_tok_s",
      "practical_score",
      "humaneval_plus_passes",
      "balanced_score"
    ],
    "display_precision": {
      "chat_tok_s": 1,
      "practical_score": 2,
      "balanced_score": 2,
      "humaneval_plus_percent": 1
    }
  },
  "models": [
    {
      "id": "gemma4-ud-q4_k_m-reserve1024",
      "label": "Gemma4 26B-A4B \u00b7 original",
      "quant": "UD-Q4_K_M",
      "provider": "Google; quantized by Unsloth",
      "repository": "unsloth/gemma-4-26B-A4B-it-GGUF",
      "revision": "c099eb48e663fd284577b04978a94ffccb261841",
      "files": [
        {
          "filename": "gemma-4-26B-A4B-it-UD-Q4_K_M.gguf",
          "bytes": 16947541728,
          "sha256": "f2c28b3dc4776931ac6f879e11f203dec637ea0f14267a86ec8f6165f63f293f"
        },
        {
          "filename": "mtp-gemma-4-26B-A4B-it-Q8_0.gguf",
          "bytes": 461766816,
          "sha256": "6326fb9f5e487aa8dcdd313a091e3c67724cb2a666ec3b7d2895b5b26d93ed1b"
        }
      ],
      "chat_tok_s": 73.9,
      "practical_score": 49.73,
      "humaneval_plus_passes": 100,
      "humaneval_plus_percent": 60.97560975609756,
      "humaneval_base_passes": 103,
      "humaneval_both_passes": 100,
      "balanced_score": 50.86,
      "empty_finals": 90,
      "length_finishes": 74,
      "role_scores": {
        "business": 75.0,
        "research": 49.1667,
        "knowledge": 41.6667,
        "agent_tools": 33.3333,
        "practical_sysadmin": 26.1908,
        "executive_content": 52.8125
      },
      "mtp": {
        "status": "upstream native draft defaults",
        "note": "benchmark_mtp=0 is an adapter sentinel, not speculation disabled"
      },
      "context": {
        "quality_allocated_tokens": 65536,
        "allocation_is_not_recall": true,
        "long_retrieval": [
          {
            "allocated_tokens": 81920,
            "actual_input_tokens": [
              74247,
              74247,
              74248
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          },
          {
            "allocated_tokens": 131072,
            "actual_input_tokens": [
              126361,
              126361,
              126362
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          }
        ]
      },
      "resources": {
        "observed_peak_vram_bytes": 11827912704,
        "observed_minimum_vram_free_bytes": 1040211968,
        "definition": "Five-second point samples; guest RAM includes filesystem cache; brief peaks may be missed."
      },
      "source_url": "https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF"
    },
    {
      "id": "gemma4-ud-q4_k_m-reserve1024-thinkingoff",
      "label": "Gemma4 26B-A4B \u00b7 thinking disabled",
      "quant": "UD-Q4_K_M",
      "provider": "Google; quantized by Unsloth",
      "repository": "unsloth/gemma-4-26B-A4B-it-GGUF",
      "revision": "c099eb48e663fd284577b04978a94ffccb261841",
      "files": [
        {
          "filename": "gemma-4-26B-A4B-it-UD-Q4_K_M.gguf",
          "bytes": 16947541728,
          "sha256": "f2c28b3dc4776931ac6f879e11f203dec637ea0f14267a86ec8f6165f63f293f"
        },
        {
          "filename": "mtp-gemma-4-26B-A4B-it-Q8_0.gguf",
          "bytes": 461766816,
          "sha256": "6326fb9f5e487aa8dcdd313a091e3c67724cb2a666ec3b7d2895b5b26d93ed1b"
        }
      ],
      "chat_tok_s": 72.8,
      "practical_score": 95.28,
      "humaneval_plus_passes": 153,
      "humaneval_plus_percent": 93.29268292682927,
      "humaneval_base_passes": 160,
      "humaneval_both_passes": 153,
      "balanced_score": 95.08,
      "empty_finals": 0,
      "length_finishes": 1,
      "role_scores": {
        "business": 100.0,
        "research": 95.2275,
        "knowledge": 100.0,
        "agent_tools": 87.5,
        "practical_sysadmin": 100.0,
        "executive_content": 85.8217
      },
      "mtp": {
        "status": "upstream native draft defaults",
        "note": "benchmark_mtp=0 is an adapter sentinel, not speculation disabled"
      },
      "context": {
        "quality_allocated_tokens": 65536,
        "allocation_is_not_recall": true,
        "long_retrieval": [
          {
            "allocated_tokens": 81920,
            "actual_input_tokens": [
              74247,
              74247,
              74248
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          },
          {
            "allocated_tokens": 131072,
            "actual_input_tokens": [
              126361,
              126361,
              126362
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          }
        ]
      },
      "resources": {
        "observed_peak_vram_bytes": 11827605504,
        "observed_minimum_vram_free_bytes": 1040519168,
        "definition": "Five-second point samples; guest RAM includes filesystem cache; brief peaks may be missed."
      },
      "source_url": "https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF"
    },
    {
      "id": "lfm25-ud-q4_k_xl-reserve1024",
      "label": "LFM2.5 24B-A2B",
      "quant": "UD-Q4_K_XL",
      "provider": "Liquid AI; quantized by Unsloth and Liquid AI",
      "repository": "unsloth/LFM2.5-24B-A2B-GGUF",
      "revision": "faa77113e93335b63423e9e8d33395f86eaf8946",
      "files": [
        {
          "filename": "LFM2.5-24B-A2B-UD-Q4_K_XL.gguf",
          "bytes": 14876901632,
          "sha256": "a235d23638cc5549cb1ff61da7522c8a7e97f056f27093462a1e56f35aba91d8"
        }
      ],
      "chat_tok_s": 80.5,
      "practical_score": 91.2,
      "humaneval_plus_passes": 148,
      "humaneval_plus_percent": 90.2439024390244,
      "humaneval_base_passes": 152,
      "humaneval_both_passes": 148,
      "balanced_score": 91.1,
      "empty_finals": 0,
      "length_finishes": 2,
      "role_scores": {
        "business": 85.4167,
        "research": 97.6517,
        "knowledge": 97.3217,
        "agent_tools": 84.7917,
        "practical_sysadmin": 97.9167,
        "executive_content": 83.8617
      },
      "mtp": {
        "status": "upstream native draft defaults",
        "note": "benchmark_mtp=0 is an adapter sentinel, not speculation disabled"
      },
      "context": {
        "quality_allocated_tokens": 65536,
        "allocation_is_not_recall": true,
        "long_retrieval": [
          {
            "allocated_tokens": 81920,
            "actual_input_tokens": [
              76879,
              76878,
              76879
            ],
            "recall_passes": 0,
            "queries": 3,
            "method": "original upstream needle",
            "quality_suite_at_this_context": false
          },
          {
            "allocated_tokens": 131072,
            "actual_input_tokens": [
              127250,
              127249,
              127251
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "original upstream needle",
            "quality_suite_at_this_context": false
          }
        ]
      },
      "resources": {
        "observed_peak_vram_bytes": 11826630656,
        "observed_minimum_vram_free_bytes": 1041494016,
        "definition": "Five-second point samples; guest RAM includes filesystem cache; brief peaks may be missed."
      },
      "source_url": "https://huggingface.co/unsloth/LFM2.5-24B-A2B-GGUF"
    },
    {
      "id": "minicpmv-mix_q3gud_im-reserve1024",
      "label": "MiniCPM-V 4.7",
      "quant": "mix_q3gud_im",
      "provider": "OpenBMB",
      "repository": "openbmb/MiniCPM-V-4.7-35B-A3B-gguf",
      "revision": "77f6d8cb08b2b115ce27d2e2ac1359e126921689",
      "files": [
        {
          "filename": "MiniCPM-V-4_7-35B-A3B-mix_q3gud_im.gguf",
          "bytes": 15503944928,
          "sha256": "6bfeefbfc723ab6fe557fcea28b31253e14128efe8d8d5774e3256a547b3a946"
        }
      ],
      "chat_tok_s": 59.2,
      "practical_score": 91.33,
      "humaneval_plus_passes": 155,
      "humaneval_plus_percent": 94.51219512195121,
      "humaneval_base_passes": 159,
      "humaneval_both_passes": 154,
      "balanced_score": 91.65,
      "empty_finals": 5,
      "length_finishes": 1,
      "role_scores": {
        "business": 96.875,
        "research": 100.0,
        "knowledge": 100.0,
        "agent_tools": 71.875,
        "practical_sysadmin": 87.9175,
        "executive_content": 76.4542
      },
      "mtp": {
        "status": "upstream native draft defaults; MiniCPM has no draft block",
        "note": "benchmark_mtp=0 is an adapter sentinel, not speculation disabled"
      },
      "context": {
        "quality_allocated_tokens": 65536,
        "allocation_is_not_recall": true,
        "long_retrieval": [
          {
            "allocated_tokens": 81920,
            "actual_input_tokens": [
              74200,
              74200,
              74201
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          },
          {
            "allocated_tokens": 131072,
            "actual_input_tokens": [
              126449,
              126449,
              126450
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          }
        ]
      },
      "resources": {
        "observed_peak_vram_bytes": 11804364800,
        "observed_minimum_vram_free_bytes": 1063759872,
        "definition": "Five-second point samples; guest RAM includes filesystem cache; brief peaks may be missed."
      },
      "source_url": "https://huggingface.co/openbmb/MiniCPM-V-4.7-35B-A3B-gguf"
    },
    {
      "id": "ornith-apex-i-compact-reserve1024",
      "label": "Ornith 1.5",
      "quant": "APEX-I-COMPACT",
      "provider": "ornith-ai; APEX quantization by mudler",
      "repository": "mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF",
      "revision": "4c326713c52d13fdb40983a2a09a46cca8e88739",
      "files": [
        {
          "filename": "Ornith-1.5-35B-A3B-APEX-MTP-I-Compact.gguf",
          "bytes": 17437861408,
          "sha256": "67e6cdff678e67180d3cd4eef55277277563319057de287b8855c4d1fbff4165"
        }
      ],
      "chat_tok_s": 69.2,
      "practical_score": 96.12,
      "humaneval_plus_passes": 141,
      "humaneval_plus_percent": 85.97560975609755,
      "humaneval_base_passes": 148,
      "humaneval_both_passes": 141,
      "balanced_score": 95.1,
      "empty_finals": 0,
      "length_finishes": 0,
      "role_scores": {
        "business": 93.75,
        "research": 97.7275,
        "knowledge": 100.0,
        "agent_tools": 93.75,
        "practical_sysadmin": 97.2225,
        "executive_content": 92.855
      },
      "mtp": {
        "status": "upstream native draft defaults",
        "note": "benchmark_mtp=0 is an adapter sentinel, not speculation disabled"
      },
      "context": {
        "quality_allocated_tokens": 65536,
        "allocation_is_not_recall": true,
        "long_retrieval": [
          {
            "allocated_tokens": 81920,
            "actual_input_tokens": [
              74200,
              74200,
              74201
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          },
          {
            "allocated_tokens": 131072,
            "actual_input_tokens": [
              126449,
              126449,
              126450
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          }
        ]
      },
      "resources": {
        "observed_peak_vram_bytes": 11804794880,
        "observed_minimum_vram_free_bytes": 1063329792,
        "definition": "Five-second point samples; guest RAM includes filesystem cache; brief peaks may be missed."
      },
      "source_url": "https://huggingface.co/mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF"
    },
    {
      "id": "qwen36-ud-q3_k_m-reserve1024",
      "label": "Qwen3.6 35B-A3B",
      "quant": "UD-Q3_K_M",
      "provider": "Qwen; quantized by Unsloth",
      "repository": "unsloth/Qwen3.6-35B-A3B-MTP-GGUF",
      "revision": "5bc3e238d916f48a861bac2f8a1990a0e9b7e98d",
      "files": [
        {
          "filename": "Qwen3.6-35B-A3B-UD-Q3_K_M.gguf",
          "bytes": 17104402720,
          "sha256": "8966dd0cd8c543c4228490a2a8b0e0814fc4f1e6a8e199ceed4de6754ae7b8e1"
        }
      ],
      "chat_tok_s": 79.9,
      "practical_score": 96.61,
      "humaneval_plus_passes": 120,
      "humaneval_plus_percent": 73.17073170731707,
      "humaneval_base_passes": 127,
      "humaneval_both_passes": 120,
      "balanced_score": 94.26,
      "empty_finals": 0,
      "length_finishes": 0,
      "role_scores": {
        "business": 96.875,
        "research": 91.4775,
        "knowledge": 99.405,
        "agent_tools": 98.9583,
        "practical_sysadmin": 100.0,
        "executive_content": 95.5017
      },
      "mtp": {
        "status": "upstream native draft defaults",
        "note": "benchmark_mtp=0 is an adapter sentinel, not speculation disabled"
      },
      "context": {
        "quality_allocated_tokens": 65536,
        "allocation_is_not_recall": true,
        "long_retrieval": [
          {
            "allocated_tokens": 81920,
            "actual_input_tokens": [
              74200,
              74200,
              74201
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          },
          {
            "allocated_tokens": 131072,
            "actual_input_tokens": [
              126449,
              126449,
              126450
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          }
        ]
      },
      "resources": {
        "observed_peak_vram_bytes": 11807055872,
        "observed_minimum_vram_free_bytes": 1061068800,
        "definition": "Five-second point samples; guest RAM includes filesystem cache; brief peaks may be missed."
      },
      "source_url": "https://huggingface.co/unsloth/Qwen3.6-35B-A3B-MTP-GGUF"
    },
    {
      "id": "tiel-ud-q3_k_xl-reserve1024",
      "label": "Tiel Coder 35B-A3B",
      "quant": "UD-Q3_K_XL",
      "provider": "peculiar-ragdoll, from ornith-ai's Ornith 1.5",
      "repository": "peculiar-ragdoll/Tiel-Coder-35B-A3B-GGUF-MTP",
      "revision": "bbe9e566f39e4fc9652ac66b71968289a03c520a",
      "files": [
        {
          "filename": "Tiel-Coder-35B-A3B-MTP-UD-Q3_K_XL.gguf",
          "bytes": 17234935648,
          "sha256": "46b8fbeba6e888c9a101e49cc717baa9bb8dfa0d203ec7b3185288159543ec14"
        }
      ],
      "chat_tok_s": 68.7,
      "practical_score": 98.41,
      "humaneval_plus_passes": 136,
      "humaneval_plus_percent": 82.92682926829268,
      "humaneval_base_passes": 143,
      "humaneval_both_passes": 136,
      "balanced_score": 96.86,
      "empty_finals": 0,
      "length_finishes": 1,
      "role_scores": {
        "business": 100.0,
        "research": 100.0,
        "knowledge": 99.405,
        "agent_tools": 95.8333,
        "practical_sysadmin": 100.0,
        "executive_content": 93.1208
      },
      "mtp": {
        "status": "upstream native draft defaults",
        "note": "benchmark_mtp=0 is an adapter sentinel, not speculation disabled"
      },
      "context": {
        "quality_allocated_tokens": 65536,
        "allocation_is_not_recall": true,
        "long_retrieval": [
          {
            "allocated_tokens": 81920,
            "actual_input_tokens": [
              74378,
              74378,
              74379
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          },
          {
            "allocated_tokens": 131072,
            "actual_input_tokens": [
              126627,
              126627,
              126628
            ],
            "recall_passes": 3,
            "queries": 3,
            "method": "token-calibrated follow-up",
            "quality_suite_at_this_context": false
          }
        ]
      },
      "resources": {
        "observed_peak_vram_bytes": 11808112640,
        "observed_minimum_vram_free_bytes": 1060012032,
        "definition": "Five-second point samples; guest RAM includes filesystem cache; brief peaks may be missed."
      },
      "source_url": "https://huggingface.co/peculiar-ragdoll/Tiel-Coder-35B-A3B-GGUF-MTP"
    }
  ],
  "rankings": {
    "chat_tok_s": [
      "lfm25-ud-q4_k_xl-reserve1024",
      "qwen36-ud-q3_k_m-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024-thinkingoff",
      "ornith-apex-i-compact-reserve1024",
      "tiel-ud-q3_k_xl-reserve1024",
      "minicpmv-mix_q3gud_im-reserve1024"
    ],
    "practical_score": [
      "tiel-ud-q3_k_xl-reserve1024",
      "qwen36-ud-q3_k_m-reserve1024",
      "ornith-apex-i-compact-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024-thinkingoff",
      "minicpmv-mix_q3gud_im-reserve1024",
      "lfm25-ud-q4_k_xl-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024"
    ],
    "humaneval_plus_passes": [
      "minicpmv-mix_q3gud_im-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024-thinkingoff",
      "lfm25-ud-q4_k_xl-reserve1024",
      "ornith-apex-i-compact-reserve1024",
      "tiel-ud-q3_k_xl-reserve1024",
      "qwen36-ud-q3_k_m-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024"
    ],
    "balanced_score": [
      "tiel-ud-q3_k_xl-reserve1024",
      "ornith-apex-i-compact-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024-thinkingoff",
      "qwen36-ud-q3_k_m-reserve1024",
      "minicpmv-mix_q3gud_im-reserve1024",
      "lfm25-ud-q4_k_xl-reserve1024",
      "gemma4-ud-q4_k_m-reserve1024"
    ]
  },
  "winners": {
    "chat_tok_s": "lfm25-ud-q4_k_xl-reserve1024",
    "practical_score": "tiel-ud-q3_k_xl-reserve1024",
    "humaneval_plus_passes": "minicpmv-mix_q3gud_im-reserve1024",
    "balanced_score": "tiel-ud-q3_k_xl-reserve1024"
  },
  "role_recommendations": {
    "practical": "Tiel; highest fixed practical score, 14/14 dossier facts each run",
    "balanced_clean_output": "Ornith; no empty or truncated practical/coding finals",
    "coding": "Gemma thinking disabled; 153/164, explicit request flags required",
    "highest_coding_count": "MiniCPM 155/164; five empty practical finals remain a limitation"
  },
  "official_speed_rows": [
    {
      "model": "PolyStrata gemma4-ud-q4_k_m-reserve1024",
      "context": "32768",
      "scope": "full queue",
      "chat_decode_tok_s": "73.5",
      "prompt_4k_tok_s": "930.7",
      "prompt_16k_tok_s": "988.3",
      "prompt_32k_tok_s": "",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata gemma4-ud-q4_k_m-reserve1024",
      "context": "65536",
      "scope": "full queue",
      "chat_decode_tok_s": "73.9",
      "prompt_4k_tok_s": "933.8",
      "prompt_16k_tok_s": "985.3",
      "prompt_32k_tok_s": "819.1",
      "practical_weighted_score": "49.73",
      "humaneval_plus_passes": "100",
      "humaneval_base_passes": "103",
      "humaneval_both_base_and_plus_passes": "100",
      "balanced_index": "50.86",
      "dossier_runs": "1",
      "dossier_facts": "unavailable",
      "dossier_empty_finals": "1",
      "recorded_quality_requests": "236",
      "transport_failures": "0",
      "empty_finals": "90",
      "length_finishes": "74",
      "admission_status": "completed",
      "retrieval_cases": "9",
      "retrieval_passed": "9",
      "largest_successful_retrieval_prompt_tokens": "33588"
    },
    {
      "model": "PolyStrata lfm25-ud-q4_k_xl-reserve1024",
      "context": "32768",
      "scope": "full queue",
      "chat_decode_tok_s": "84.0",
      "prompt_4k_tok_s": "1638.8",
      "prompt_16k_tok_s": "1501.2",
      "prompt_32k_tok_s": "",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata lfm25-ud-q4_k_xl-reserve1024",
      "context": "65536",
      "scope": "full queue",
      "chat_decode_tok_s": "80.5",
      "prompt_4k_tok_s": "1571.6",
      "prompt_16k_tok_s": "1490.1",
      "prompt_32k_tok_s": "1120.6",
      "practical_weighted_score": "91.2",
      "humaneval_plus_passes": "148",
      "humaneval_base_passes": "152",
      "humaneval_both_base_and_plus_passes": "148",
      "balanced_index": "91.1",
      "dossier_runs": "3",
      "dossier_facts": "14/14; 13/14; 14/14",
      "dossier_empty_finals": "0",
      "recorded_quality_requests": "236",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "2",
      "admission_status": "completed",
      "retrieval_cases": "9",
      "retrieval_passed": "3",
      "largest_successful_retrieval_prompt_tokens": "30920"
    },
    {
      "model": "PolyStrata minicpmv-mix_q3gud_im-reserve1024",
      "context": "32768",
      "scope": "full queue",
      "chat_decode_tok_s": "59.2",
      "prompt_4k_tok_s": "1132.5",
      "prompt_16k_tok_s": "1008.2",
      "prompt_32k_tok_s": "",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata minicpmv-mix_q3gud_im-reserve1024",
      "context": "65536",
      "scope": "full queue",
      "chat_decode_tok_s": "59.2",
      "prompt_4k_tok_s": "1120.2",
      "prompt_16k_tok_s": "1006.1",
      "prompt_32k_tok_s": "790.5",
      "practical_weighted_score": "91.33",
      "humaneval_plus_passes": "155",
      "humaneval_base_passes": "159",
      "humaneval_both_base_and_plus_passes": "154",
      "balanced_index": "91.65",
      "dossier_runs": "3",
      "dossier_facts": "14/14; 14/14; 14/14",
      "dossier_empty_finals": "0",
      "recorded_quality_requests": "236",
      "transport_failures": "0",
      "empty_finals": "5",
      "length_finishes": "1",
      "admission_status": "completed",
      "retrieval_cases": "9",
      "retrieval_passed": "9",
      "largest_successful_retrieval_prompt_tokens": "32561"
    },
    {
      "model": "PolyStrata ornith-apex-i-compact-reserve1024",
      "context": "32768",
      "scope": "full queue",
      "chat_decode_tok_s": "68.5",
      "prompt_4k_tok_s": "1067.7",
      "prompt_16k_tok_s": "989.2",
      "prompt_32k_tok_s": "",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata ornith-apex-i-compact-reserve1024",
      "context": "65536",
      "scope": "full queue",
      "chat_decode_tok_s": "69.2",
      "prompt_4k_tok_s": "1047.5",
      "prompt_16k_tok_s": "991.5",
      "prompt_32k_tok_s": "781.9",
      "practical_weighted_score": "96.12",
      "humaneval_plus_passes": "141",
      "humaneval_base_passes": "148",
      "humaneval_both_base_and_plus_passes": "141",
      "balanced_index": "95.1",
      "dossier_runs": "3",
      "dossier_facts": "14/14; 14/14; 14/14",
      "dossier_empty_finals": "0",
      "recorded_quality_requests": "236",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "9",
      "retrieval_passed": "9",
      "largest_successful_retrieval_prompt_tokens": "32561"
    },
    {
      "model": "PolyStrata qwen36-ud-q3_k_m-reserve1024",
      "context": "32768",
      "scope": "full queue",
      "chat_decode_tok_s": "75.8",
      "prompt_4k_tok_s": "1177.4",
      "prompt_16k_tok_s": "1104.0",
      "prompt_32k_tok_s": "",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata qwen36-ud-q3_k_m-reserve1024",
      "context": "65536",
      "scope": "full queue",
      "chat_decode_tok_s": "79.9",
      "prompt_4k_tok_s": "1144.6",
      "prompt_16k_tok_s": "1103.4",
      "prompt_32k_tok_s": "850.9",
      "practical_weighted_score": "96.61",
      "humaneval_plus_passes": "120",
      "humaneval_base_passes": "127",
      "humaneval_both_base_and_plus_passes": "120",
      "balanced_index": "94.26",
      "dossier_runs": "3",
      "dossier_facts": "14/14; 14/14; 14/14",
      "dossier_empty_finals": "0",
      "recorded_quality_requests": "236",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "9",
      "retrieval_passed": "9",
      "largest_successful_retrieval_prompt_tokens": "32561"
    },
    {
      "model": "PolyStrata qwen36-ud-q4_k_m-control-reserve1024",
      "context": "32768",
      "scope": "speed control",
      "chat_decode_tok_s": "80.7",
      "prompt_4k_tok_s": "921.4",
      "prompt_16k_tok_s": "1019.4",
      "prompt_32k_tok_s": "",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata qwen36-ud-q4_k_m-control-reserve1024",
      "context": "65536",
      "scope": "speed control",
      "chat_decode_tok_s": "79.7",
      "prompt_4k_tok_s": "912.1",
      "prompt_16k_tok_s": "1021.3",
      "prompt_32k_tok_s": "816.6",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata tiel-ud-q3_k_xl-reserve1024",
      "context": "32768",
      "scope": "full queue",
      "chat_decode_tok_s": "71.0",
      "prompt_4k_tok_s": "1159.7",
      "prompt_16k_tok_s": "1077.7",
      "prompt_32k_tok_s": "",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "0",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "0",
      "admission_status": "completed",
      "retrieval_cases": "0",
      "retrieval_passed": "0",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "PolyStrata tiel-ud-q3_k_xl-reserve1024",
      "context": "65536",
      "scope": "full queue",
      "chat_decode_tok_s": "68.7",
      "prompt_4k_tok_s": "1136.2",
      "prompt_16k_tok_s": "1088.3",
      "prompt_32k_tok_s": "838.7",
      "practical_weighted_score": "98.41",
      "humaneval_plus_passes": "136",
      "humaneval_base_passes": "143",
      "humaneval_both_base_and_plus_passes": "136",
      "balanced_index": "96.86",
      "dossier_runs": "3",
      "dossier_facts": "14/14; 14/14; 14/14",
      "dossier_empty_finals": "0",
      "recorded_quality_requests": "236",
      "transport_failures": "0",
      "empty_finals": "0",
      "length_finishes": "1",
      "admission_status": "completed",
      "retrieval_cases": "9",
      "retrieval_passed": "9",
      "largest_successful_retrieval_prompt_tokens": "32739"
    }
  ],
  "historical_rows": [
    {
      "model": "Historical Strata coder-iq1_m-ctx65536",
      "context": "65536",
      "scope": "historical",
      "chat_decode_tok_s": "21.2",
      "prompt_4k_tok_s": "321.3",
      "prompt_16k_tok_s": "341.5",
      "prompt_32k_tok_s": "337.5",
      "practical_weighted_score": "95.35",
      "humaneval_plus_passes": "152",
      "humaneval_base_passes": "158",
      "humaneval_both_base_and_plus_passes": "151",
      "balanced_index": "95.08",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "",
      "transport_failures": "",
      "empty_finals": "",
      "length_finishes": "",
      "admission_status": "",
      "retrieval_cases": "",
      "retrieval_passed": "",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "Historical Strata qwen36-ud-q4_k_xl-ctx65536",
      "context": "65536",
      "scope": "historical",
      "chat_decode_tok_s": "24.6",
      "prompt_4k_tok_s": "813.4",
      "prompt_16k_tok_s": "677.8",
      "prompt_32k_tok_s": "543.5",
      "practical_weighted_score": "98.34",
      "humaneval_plus_passes": "130",
      "humaneval_base_passes": "136",
      "humaneval_both_base_and_plus_passes": "130",
      "balanced_index": "96.43",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "",
      "transport_failures": "",
      "empty_finals": "",
      "length_finishes": "",
      "admission_status": "",
      "retrieval_cases": "",
      "retrieval_passed": "",
      "largest_successful_retrieval_prompt_tokens": ""
    },
    {
      "model": "Historical Strata qwen36-ud-q4_k_m-mtp-ctx65536",
      "context": "65536",
      "scope": "historical",
      "chat_decode_tok_s": "27.5",
      "prompt_4k_tok_s": "814.8",
      "prompt_16k_tok_s": "678.0",
      "prompt_32k_tok_s": "543.3",
      "practical_weighted_score": "",
      "humaneval_plus_passes": "",
      "humaneval_base_passes": "",
      "humaneval_both_base_and_plus_passes": "",
      "balanced_index": "",
      "dossier_runs": "",
      "dossier_facts": "",
      "dossier_empty_finals": "",
      "recorded_quality_requests": "",
      "transport_failures": "",
      "empty_finals": "",
      "length_finishes": "",
      "admission_status": "",
      "retrieval_cases": "",
      "retrieval_passed": "",
      "largest_successful_retrieval_prompt_tokens": ""
    }
  ],
  "conclusions": [
    "Same-weight Qwen control:79.7 versus27.5 tok/s at65536 configured tokens; approximately2.9x.",
    "Model/quant/mode differences prevent a universal quality-upgrade claim."
  ],
  "caveats": [
    "Runtime/draft/default settings differ even in the same-weight speed control.",
    "Original Gemma reasoning-mode failures and thinking-disabled supplement remain separate.",
    "MiniCPM was text only. Agent timing is not external tool autonomy.",
    "LFM shorter retrieval misses remain despite126K success.",
    "Corrected tokenizer-calibrated retrieval is a custom follow-up, not official upstream speed data.",
    "Custom quality scores and calibrated retrieval are separate from the official upstream speed suite."
  ],
  "sources": [
    "https://github.com/VecSzn/PolyStrata/tree/26e4cb5df7996edfb5ff549a63b82d8581e1e658",
    "https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF",
    "https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF",
    "https://huggingface.co/unsloth/LFM2.5-24B-A2B-GGUF",
    "https://huggingface.co/openbmb/MiniCPM-V-4.7-35B-A3B-gguf",
    "https://huggingface.co/mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF",
    "https://huggingface.co/unsloth/Qwen3.6-35B-A3B-MTP-GGUF",
    "https://huggingface.co/peculiar-ragdoll/Tiel-Coder-35B-A3B-GGUF-MTP"
  ],
  "evidence_archive_sha256": "6afdbac907211ea5d1dbc64d222ca710bb00c4c927a3542fa38519fe7e72d69e",
  "run_configuration": {
    "vram_reserve_mib": 1024,
    "native_hip": true,
    "workers": 8,
    "cache": 0,
    "kv_placement": "whole",
    "gemma_thinking_disabled_request": {
      "reasoning_effort": "none",
      "chat_template_kwargs": {
        "enable_thinking": false
      }
    }
  }
}