{
  "source": {
    "algorithm": "sha256",
    "source_tree_sha256": "a2469e78b2e105559f2c682374483de56779d823c5715e6626d20e4c0db29a5f",
    "files": {
      "src/deepinfer_mac/__init__.py": "c9c2b1560a4d015c1531ad2ab1baf5c4ea633e1960b0c157733711baf138cb50",
      "src/deepinfer_mac/benchmark/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
      "src/deepinfer_mac/benchmark/export.py": "03f8e75757e3cf3a8a320f987b834c2828a4b8a948035911d0431f97a54e0550",
      "src/deepinfer_mac/benchmark/metrics.py": "348859cfd7834818daf754f28c86fdaef96f2896a866bba14a412aa967af36e0",
      "src/deepinfer_mac/benchmark/quick.json": "35a89c17cb78900fc38975a8644715308af85122d595f8716a469204864d30ef",
      "src/deepinfer_mac/benchmark/runner.py": "ccd76d171d63dba9f6bcc027a830fe047dfba4bc279d3619ace5f2ada8e0aaf4",
      "src/deepinfer_mac/cache.py": "3088bf3c757f400f1706dda66df436f2d36c4a3deac0f3483fa38933d6a72068",
      "src/deepinfer_mac/cli.py": "47a885ca636ad03b90c6266e5550c2ea8ea0894590a88dc90f09f29b87d2aeab",
      "src/deepinfer_mac/config.py": "6ad85acf30684c928b43505ca7f207e309c2515bd832df8fa18fa81d1f3d2786",
      "src/deepinfer_mac/doctor.py": "ede6b069f4fb43e50cd4a99038bafd8166f5a35bb8e6f0dfd8f757974ae284ec",
      "src/deepinfer_mac/ds/__init__.py": "c77f66fbd9fafbc80fb0958cf53c534bf205fdb2b70f8f7f582b92d3e488cba2",
      "src/deepinfer_mac/ds/mtp_varlen.py": "de78b73a6e26d89cf6cfdc7eb472ba061e2ffd8a2842c6a9a060feb382448eae",
      "src/deepinfer_mac/ds/recovery_cost.py": "d62e4c6cb8d0a2afc3bff97f3a789e6c2c3bfdd4b273ff0db2d9ac52cfa31028",
      "src/deepinfer_mac/engine.py": "093368bfb85004d93c108dfa3e6d9a489b6181371f64c103535a102d4fe0b401",
      "src/deepinfer_mac/hybrid_speculative.py": "500d5a37889d6864d7d4f0530b06140c78e154310ed011f5ae0965e2b2d68eb3",
      "src/deepinfer_mac/models.lock.json": "4ca4d1095a7345f1cd2fe0875dbd2012de9266f1817089bb453d2d50425c052c",
      "src/deepinfer_mac/models.py": "ed6a7b6a93c68d065cdff17d8b483f9822235a448bcdaead6fc31400ce7a95fb",
      "src/deepinfer_mac/policy.py": "cee3abdd1d5b9f29ce90b30106c4bd7b0ba6c62c3831482edef7ebb9178a5268",
      "src/deepinfer_mac/provenance.py": "57eb6d5de88fb84e21e98cc15dbda6b40ce06f42dd3503a7232aa513ebce9d2f",
      "src/deepinfer_mac/sampling.py": "e8c86b6d3d72f6b5121e23eee54f975044e23d10cc4d88648755cc9867b5d8d1",
      "src/deepinfer_mac/server/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
      "src/deepinfer_mac/server/app.py": "39538b5bb7770bc84d622d7398ae9757d61bd4e15b768cf3d6fa9fbcfe606f42",
      "src/deepinfer_mac/server/schemas.py": "56af5b1cc7843c841fb725e67a8dbf1a7e86011b9cf4e7998827f33362aade36",
      "src/deepinfer_mac/server/worker.py": "5a38eb7de053779722308c736d5de37758ff62beba137847c9245ba7fb78a48f",
      "src/deepinfer_mac/session_boundaries.py": "ae8853b7f69e093b92ce2deda71039bcb3e73e1df3cb6e575dd01fde8963b98c",
      "src/deepinfer_mac/speculative.py": "d9b24f6e3215bfb6e414ce7378e7dd0518ac9a1ad4ca00897e69998fb8a5e41e",
      "src/deepinfer_mac/state.py": "15a760b974b84ad8733436cafa699e9a78ae83a3c8215c5a718fc23ae50ed0da",
      "src/deepinfer_mac/web/app.js": "184bb3e91a16bec5288e8a5eba55a139a24e3c4eed83ac32f4e8bbfd52a488f5",
      "src/deepinfer_mac/web/index.html": "4188c790eba0385b8da141a04a9d12dd46cf22203e6fad44c3e6355927d219bf",
      "src/deepinfer_mac/web/style.css": "352588b1892c042a30a78eefaf86106eaa90b305e3024468918d1fb171d522a6",
      "pyproject.toml": "344fb14f9a472ce480ca97c575f3c66f584e9b7010d365d698cfa57818ee0cde",
      "uv.lock": "4f7233deea96b791ce4a893a38f0f8aa2ac13d22976f4ce223fb7d4045aa545d",
      "models.lock.json": "4ca4d1095a7345f1cd2fe0875dbd2012de9266f1817089bb453d2d50425c052c",
      "upstream.lock.json": "8584f3d05ad0cc061e334e87a3a51a56f02b4fec5c08a410ff78ee1f7fae92a3"
    },
    "scope": "runtime sources and available checkout locks; paths are repository relative"
  },
  "scope": "one dev session, strict token/cache controls; not performance",
  "profile": "qwen3.5-9b-8bit",
  "manifest_sha256": "f891ff522edc120731781f5a0e8f3b211774b4dfea696af1690ec8f4c5d81ad5",
  "expected_manifest_sha256": "f891ff522edc120731781f5a0e8f3b211774b4dfea696af1690ec8f4c5d81ad5",
  "manifest_hash_verified": true,
  "status": "completed",
  "records": [
    {
      "sampling": "greedy",
      "variant": "off_uncached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "11c9fc706a7a436dab97223e085e408c",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 2875.045583001338,
          "ttft_ms": 7518.572041066363,
          "total_ms": 10885.777750052512,
          "prefill_ms": 4446.728082955815,
          "prompt_tps": 460.3384695021254,
          "decode_tps": 27.322358047349837,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.365551218,
          "peak_memory_bytes": 10365551218,
          "active_memory_bytes": 9658802294,
          "rss_bytes": 1425309696,
          "swap_before_bytes": 5230821376,
          "swap_after_bytes": 5214044160,
          "swap_delta_bytes": -16777216,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 0,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "on_uncached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "fd927c9b15f24c76a6f53c4ab6494e34",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.4002089155837893,
          "ttft_ms": 4407.349708024412,
          "total_ms": 7719.377915957011,
          "prefill_ms": 4322.17441604007,
          "prompt_tps": 473.60421004838565,
          "decode_tps": 27.777541199574298,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.365649532,
          "peak_memory_bytes": 10365649532,
          "active_memory_bytes": 9658785910,
          "rss_bytes": 1426210816,
          "swap_before_bytes": 5214044160,
          "swap_after_bytes": 5214044160,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 0,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "off_uncached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "45ad54aebc534703a073889b8dcc900e",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.344999996945262,
          "ttft_ms": 4405.1721669966355,
          "total_ms": 7758.684709086083,
          "prefill_ms": 4318.516250001267,
          "prompt_tps": 474.0053947925748,
          "decode_tps": 27.43392155100701,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.365649532,
          "peak_memory_bytes": 10365649532,
          "active_memory_bytes": 9658785910,
          "rss_bytes": 1426472960,
          "swap_before_bytes": 5214044160,
          "swap_after_bytes": 5214044160,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 0,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "on_uncached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "ff8a0bb7c7944bf89c5d03a45aae4ab9",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.417041989043355,
          "ttft_ms": 4380.726834060624,
          "total_ms": 7771.567541989498,
          "prefill_ms": 4307.835374958813,
          "prompt_tps": 475.18064685087256,
          "decode_tps": 27.131914449674525,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.365649532,
          "peak_memory_bytes": 10365649532,
          "active_memory_bytes": 9658785910,
          "rss_bytes": 1427062784,
          "swap_before_bytes": 5214044160,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": -8388608,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 0,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "off_cached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "aa327188af8f46f98f23f08821e957d0",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.4356250176206231,
          "ttft_ms": 4622.290375060402,
          "total_ms": 8162.640957976691,
          "prefill_ms": 4543.453958001919,
          "prompt_tps": 450.53829507721304,
          "decode_tps": 25.986127036101866,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.434232956,
          "peak_memory_bytes": 10434232956,
          "active_memory_bytes": 9846218870,
          "rss_bytes": 1427210240,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 186908672,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 1,
            "hits": 0,
            "writes": 2,
            "rejected_writes": 0,
            "lookup_ms": 0.000750063918530941,
            "clone_ms": 0.4039589548483491,
            "write_ms": 1.5570420073345304,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "off_cached",
      "kind": "exact_repeat_hot_kv",
      "result": {
        "run_id": "844b7be30c7e4437bf62785722b7f393",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.896750065498054,
          "ttft_ms": 77.99404195975512,
          "total_ms": 3460.694708977826,
          "prefill_ms": 0.03600004129111767,
          "prompt_tps": 0.0,
          "decode_tps": 27.197203966941636,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 9.877529288,
          "peak_memory_bytes": 9877529288,
          "active_memory_bytes": 9846218870,
          "rss_bytes": 1427390464,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 2047,
          "cache_bytes": 186908672,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 1,
            "rejected_writes": 0,
            "lookup_ms": 0.5250830436125398,
            "clone_ms": 0.18016702961176634,
            "write_ms": 0.3667089622467756,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "off_cached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "d48edee10d5440d6aca26a58cff43a84",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.2986250221729279,
          "ttft_ms": 3469.1626250278205,
          "total_ms": 6806.710625067353,
          "prefill_ms": 3397.674208972603,
          "prompt_tps": 451.77963088584556,
          "decode_tps": 27.56514662827629,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.553082492,
          "peak_memory_bytes": 10553082492,
          "active_memory_bytes": 9965232246,
          "rss_bytes": 1427505152,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 512,
          "cache_bytes": 305528832,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 1,
            "rejected_writes": 0,
            "lookup_ms": 0.3845000173896551,
            "clone_ms": 0.1823330530896783,
            "write_ms": 0.2876250073313713,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "on_cached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "e1239583a92f4c308c5b49b12574f76f",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.3204580172896385,
          "ttft_ms": 4731.29937495105,
          "total_ms": 8040.921707986854,
          "prefill_ms": 4658.561582909897,
          "prompt_tps": 439.40601912605257,
          "decode_tps": 27.79773362104779,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.395927164,
          "peak_memory_bytes": 10395927164,
          "active_memory_bytes": 10083999862,
          "rss_bytes": 1428389888,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 424148992,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": {
            "experimental": true,
            "requires_real_model_sampling_validation": true,
            "boundary_tokenize_ms": 3.120417008176446,
            "verified_boundaries": [
              {
                "token_offset": 2014,
                "message_count": 1,
                "role": "system"
              },
              {
                "token_offset": 2041,
                "message_count": 2,
                "role": "user"
              }
            ],
            "snapshots": [
              {
                "token_offset": 512,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 68288512
              },
              {
                "token_offset": 2014,
                "cache_type": "system",
                "stored": true,
                "logical_bytes": 118620160
              },
              {
                "token_offset": 2041,
                "cache_type": "user",
                "stored": true,
                "logical_bytes": 118620160
              },
              {
                "token_offset": 2047,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 118620160
              }
            ],
            "snapshot_host_ms": 1.4151239302009344,
            "logical_snapshot_bytes_written": 424148992,
            "prefill_shapes_changed": true
          },
          "cache_operations": {
            "lookups": 1,
            "hits": 0,
            "writes": 4,
            "rejected_writes": 0,
            "lookup_ms": 0.000959029421210289,
            "clone_ms": 0.7802499458193779,
            "write_ms": 1.2856671819463372,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "on_cached",
      "kind": "exact_repeat_hot_kv",
      "result": {
        "run_id": "deb23a8c4ed246a6bedc7c50ee8ce63a",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.3517499901354313,
          "ttft_ms": 71.39379193540663,
          "total_ms": 3380.1279169274494,
          "prefill_ms": 2.636166987940669,
          "prompt_tps": 0.0,
          "decode_tps": 27.80519574090023,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.11531028,
          "peak_memory_bytes": 10115310280,
          "active_memory_bytes": 10083999862,
          "rss_bytes": 1428471808,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 2047,
          "cache_bytes": 424148992,
          "active_kv_bytes": 127008768,
          "cache_evictions": 0,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": {
            "experimental": true,
            "requires_real_model_sampling_validation": true,
            "boundary_tokenize_ms": 2.6048750150948763,
            "verified_boundaries": [
              {
                "token_offset": 2014,
                "message_count": 1,
                "role": "system"
              },
              {
                "token_offset": 2041,
                "message_count": 2,
                "role": "user"
              }
            ],
            "snapshots": [
              {
                "token_offset": 2047,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 118620160
              }
            ],
            "snapshot_host_ms": 0.3409580094739795,
            "logical_snapshot_bytes_written": 118620160,
            "prefill_shapes_changed": false
          },
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 1,
            "rejected_writes": 0,
            "lookup_ms": 0.3957910230383277,
            "clone_ms": 0.24395901709794998,
            "write_ms": 0.3225000109523535,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "greedy",
      "variant": "on_cached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "a5b6ce74bba642ef96134fbdd76fd67f",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0,
            "top_p": 1.0,
            "top_k": 0,
            "presence_penalty": 0.0,
            "seed": 0
          },
          "enable_thinking": false,
          "load_ms": 1.3451669365167618,
          "ttft_ms": 196.3485840242356,
          "total_ms": 3501.845167018473,
          "prefill_ms": 133.01179197151214,
          "prompt_tps": 248.09830399900025,
          "decode_tps": 27.83242931585883,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.188700924,
          "peak_memory_bytes": 10188700924,
          "active_memory_bytes": 10134462606,
          "rss_bytes": 1428504576,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 2014,
          "cache_bytes": 474480640,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": {
            "experimental": true,
            "requires_real_model_sampling_validation": true,
            "boundary_tokenize_ms": 2.5595419574528933,
            "verified_boundaries": [
              {
                "token_offset": 2014,
                "message_count": 1,
                "role": "system"
              },
              {
                "token_offset": 2041,
                "message_count": 2,
                "role": "user"
              }
            ],
            "snapshots": [
              {
                "token_offset": 2041,
                "cache_type": "user",
                "stored": true,
                "logical_bytes": 118620160
              },
              {
                "token_offset": 2047,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 118620160
              }
            ],
            "snapshot_host_ms": 0.7644169963896275,
            "logical_snapshot_bytes_written": 237240320,
            "prefill_shapes_changed": true
          },
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 2,
            "rejected_writes": 0,
            "lookup_ms": 0.4334159893915057,
            "clone_ms": 0.3652919549494982,
            "write_ms": 0.7119998335838318,
            "eviction_selection_ms": 0.004248926416039467
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "off_uncached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "ad5a35573eb34b59bf62ee85bf80f082",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.394249964505434,
          "ttft_ms": 4635.924624977633,
          "total_ms": 8009.762999950908,
          "prefill_ms": 4559.4388749450445,
          "prompt_tps": 448.9587548258716,
          "decode_tps": 27.268644723008926,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.968629912,
          "peak_memory_bytes": 10968629912,
          "active_memory_bytes": 10148764836,
          "rss_bytes": 1431257088,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5205655552,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 474480640,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "on_uncached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "b6466fd73c524e9fa6fbe35976ab851f",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3475409941747785,
          "ttft_ms": 4666.398625005968,
          "total_ms": 8042.913708020933,
          "prefill_ms": 4594.105999916792,
          "prompt_tps": 445.57091195481235,
          "decode_tps": 27.247027701073133,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.841326242,
          "peak_memory_bytes": 10841326242,
          "active_memory_bytes": 10148764836,
          "rss_bytes": 1431289856,
          "swap_before_bytes": 5205655552,
          "swap_after_bytes": 5113380864,
          "swap_delta_bytes": -92274688,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 474480640,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "off_uncached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "ea6d18bc76da464d8e403e4d0dd45679",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3291669311001897,
          "ttft_ms": 4703.572916914709,
          "total_ms": 8107.110999990255,
          "prefill_ms": 4613.7368329800665,
          "prompt_tps": 443.67506732667687,
          "decode_tps": 27.03069504568783,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.841326242,
          "peak_memory_bytes": 10841326242,
          "active_memory_bytes": 10148764836,
          "rss_bytes": 1431355392,
          "swap_before_bytes": 5113380864,
          "swap_after_bytes": 5104992256,
          "swap_delta_bytes": -8388608,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 474480640,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "on_uncached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "3254e29bf08b46eb84029be7f3acefe5",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3858340680599213,
          "ttft_ms": 4705.523291020654,
          "total_ms": 8075.4918329184875,
          "prefill_ms": 4618.543333024718,
          "prompt_tps": 443.21333641345416,
          "decode_tps": 27.299958102335648,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.841326242,
          "peak_memory_bytes": 10841326242,
          "active_memory_bytes": 10148764836,
          "rss_bytes": 1431126016,
          "swap_before_bytes": 5104992256,
          "swap_after_bytes": 5104992256,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 474480640,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 0,
            "hits": 0,
            "writes": 0,
            "rejected_writes": 0,
            "lookup_ms": 0.0,
            "clone_ms": 0.0,
            "write_ms": 0.0,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "off_cached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "be5327a877c14e949e5deb2eaa3e391e",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3222080888226628,
          "ttft_ms": 4712.42070896551,
          "total_ms": 8113.42754191719,
          "prefill_ms": 4624.025749973953,
          "prompt_tps": 442.68784619366164,
          "decode_tps": 27.05081304413454,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.434020002,
          "peak_memory_bytes": 10434020002,
          "active_memory_bytes": 9860406436,
          "rss_bytes": 1431142400,
          "swap_before_bytes": 5104992256,
          "swap_after_bytes": 5104992256,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 186908672,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 1,
            "hits": 0,
            "writes": 2,
            "rejected_writes": 0,
            "lookup_ms": 0.000625033862888813,
            "clone_ms": 0.5332499276846647,
            "write_ms": 0.7455010199919343,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "off_cached",
      "kind": "exact_repeat_hot_kv",
      "result": {
        "run_id": "a66a7759d6c44d23be6555d18a2ce112",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3683330034837127,
          "ttft_ms": 75.88149991352111,
          "total_ms": 3498.0137079255655,
          "prefill_ms": 0.030708033591508865,
          "prompt_tps": 0.0,
          "decode_tps": 26.88382400440451,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 9.877845656,
          "peak_memory_bytes": 9877845656,
          "active_memory_bytes": 9860406436,
          "rss_bytes": 1431142400,
          "swap_before_bytes": 5104992256,
          "swap_after_bytes": 5088215040,
          "swap_delta_bytes": -16777216,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 2047,
          "cache_bytes": 186908672,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 1,
            "rejected_writes": 0,
            "lookup_ms": 0.40954200085252523,
            "clone_ms": 0.15787500888109207,
            "write_ms": 0.2560829743742943,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "off_cached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "b302440284f249a1a6cdae8013cef47f",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.349833095446229,
          "ttft_ms": 3566.6020000353456,
          "total_ms": 6947.323125088587,
          "prefill_ms": 3469.583750003949,
          "prompt_tps": 442.41618320879354,
          "decode_tps": 27.21312897364497,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.552967842,
          "peak_memory_bytes": 10552967842,
          "active_memory_bytes": 9979419812,
          "rss_bytes": 1431142400,
          "swap_before_bytes": 5088215040,
          "swap_after_bytes": 5088215040,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 512,
          "cache_bytes": 305528832,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": false,
          "message_checkpointing": null,
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 1,
            "rejected_writes": 0,
            "lookup_ms": 0.3997919848188758,
            "clone_ms": 0.42229099199175835,
            "write_ms": 0.5049579776823521,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "on_cached",
      "kind": "seed_cold_kv",
      "result": {
        "run_id": "d6024f1e2e6a4fed9b771c3979374aeb",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3499580090865493,
          "ttft_ms": 4740.14937505126,
          "total_ms": 8130.642208037898,
          "prefill_ms": 4664.306375081651,
          "prompt_tps": 438.86482477561657,
          "decode_tps": 27.13469826714203,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.395812514,
          "peak_memory_bytes": 10395812514,
          "active_memory_bytes": 10098154660,
          "rss_bytes": 1406386176,
          "swap_before_bytes": 5088215040,
          "swap_after_bytes": 5088215040,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 0,
          "cache_bytes": 424148992,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": {
            "experimental": true,
            "requires_real_model_sampling_validation": true,
            "boundary_tokenize_ms": 2.594958059489727,
            "verified_boundaries": [
              {
                "token_offset": 2014,
                "message_count": 1,
                "role": "system"
              },
              {
                "token_offset": 2041,
                "message_count": 2,
                "role": "user"
              }
            ],
            "snapshots": [
              {
                "token_offset": 512,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 68288512
              },
              {
                "token_offset": 2014,
                "cache_type": "system",
                "stored": true,
                "logical_bytes": 118620160
              },
              {
                "token_offset": 2041,
                "cache_type": "user",
                "stored": true,
                "logical_bytes": 118620160
              },
              {
                "token_offset": 2047,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 118620160
              }
            ],
            "snapshot_host_ms": 1.4044159324839711,
            "logical_snapshot_bytes_written": 424148992,
            "prefill_shapes_changed": true
          },
          "cache_operations": {
            "lookups": 1,
            "hits": 0,
            "writes": 4,
            "rejected_writes": 0,
            "lookup_ms": 0.0005830079317092896,
            "clone_ms": 0.799917965196073,
            "write_ms": 1.2969590025022626,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "on_cached",
      "kind": "exact_repeat_hot_kv",
      "result": {
        "run_id": "4fd20d2c7b9e4b3cb3a4a57b155fafba",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0003\": {\"cost\": 211, \"owner\": \"R03\"}, \"P0035\": {\"cost\": 495, \"owner\": \"R01\"}, \"P0053\": {\"cost\": 261, \"owner\": \"R02\"}, \"P0105\": {\"cost\": 385, \"owner\": \"R03\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          16,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          15,
          18,
          20,
          763,
          5046,
          15958,
          763,
          220,
          19,
          24,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          16,
          13933,
          328,
          47,
          15,
          15,
          20,
          18,
          763,
          5046,
          15958,
          763,
          220,
          17,
          21,
          16,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          16,
          15,
          20,
          763,
          5046,
          15958,
          763,
          220,
          18,
          23,
          20,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3330000219866633,
          "ttft_ms": 73.24875006452203,
          "total_ms": 3451.455958071165,
          "prefill_ms": 2.614041091874242,
          "prompt_tps": 0.0,
          "decode_tps": 27.233379818133137,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.11559388,
          "peak_memory_bytes": 10115593880,
          "active_memory_bytes": 10098154660,
          "rss_bytes": 1406435328,
          "swap_before_bytes": 5088215040,
          "swap_after_bytes": 5088215040,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 2047,
          "cache_bytes": 424148992,
          "active_kv_bytes": 127008768,
          "cache_evictions": 2,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": {
            "experimental": true,
            "requires_real_model_sampling_validation": true,
            "boundary_tokenize_ms": 2.5786670157685876,
            "verified_boundaries": [
              {
                "token_offset": 2014,
                "message_count": 1,
                "role": "system"
              },
              {
                "token_offset": 2041,
                "message_count": 2,
                "role": "user"
              }
            ],
            "snapshots": [
              {
                "token_offset": 2047,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 118620160
              }
            ],
            "snapshot_host_ms": 0.3486250061541796,
            "logical_snapshot_bytes_written": 118620160,
            "prefill_shapes_changed": false
          },
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 1,
            "rejected_writes": 0,
            "lookup_ms": 0.4142909310758114,
            "clone_ms": 0.23999996483325958,
            "write_ms": 0.3279589582234621,
            "eviction_selection_ms": 0.0
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    },
    {
      "sampling": "official",
      "variant": "on_cached",
      "kind": "changed_tail_branch",
      "result": {
        "run_id": "fbab5e3a05444fe8953196b25b9ce920",
        "mode": "baseline",
        "profile": "qwen3.5-9b-8bit",
        "text": "{\"P0004\": {\"cost\": 248, \"owner\": \"R04\"}, \"P0036\": {\"cost\": 532, \"owner\": \"R02\"}, \"P0054\": {\"cost\": 298, \"owner\": \"R03\"}, \"P0104\": {\"cost\": 348, \"owner\": \"R02\"}}",
        "token_ids": [
          4754,
          47,
          15,
          15,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          19,
          13933,
          328,
          47,
          15,
          15,
          18,
          21,
          763,
          5046,
          15958,
          763,
          220,
          20,
          18,
          17,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          13933,
          328,
          47,
          15,
          15,
          20,
          19,
          763,
          5046,
          15958,
          763,
          220,
          17,
          24,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          18,
          13933,
          328,
          47,
          15,
          16,
          15,
          19,
          763,
          5046,
          15958,
          763,
          220,
          18,
          19,
          23,
          11,
          328,
          7862,
          763,
          328,
          49,
          15,
          17,
          29958,
          248046
        ],
        "prompt_tokens": 2048,
        "finish_reason": "stop",
        "metrics": {
          "sampling": {
            "temperature": 0.7,
            "top_p": 0.8,
            "top_k": 20,
            "presence_penalty": 1.5,
            "seed": 42
          },
          "enable_thinking": false,
          "load_ms": 1.3248749310150743,
          "ttft_ms": 197.94245797675103,
          "total_ms": 3575.006957980804,
          "prefill_ms": 132.80791696161032,
          "prompt_tps": 248.47916265066513,
          "decode_tps": 27.242594863050314,
          "prompt_tokens": 2048,
          "generation_tokens": 93,
          "peak_memory_gb": 10.188619042,
          "peak_memory_bytes": 10188619042,
          "active_memory_bytes": 10148764860,
          "rss_bytes": 1406681088,
          "swap_before_bytes": 5088215040,
          "swap_after_bytes": 5088215040,
          "swap_delta_bytes": 0,
          "swap_measurement_available": true,
          "estimated_active_kv_bytes": 2239758336,
          "cache_hit_tokens": 2014,
          "cache_bytes": 474480640,
          "active_kv_bytes": 127008768,
          "cache_evictions": 4,
          "cache_backend": "native",
          "message_checkpoints": true,
          "message_checkpointing": {
            "experimental": true,
            "requires_real_model_sampling_validation": true,
            "boundary_tokenize_ms": 2.7133330004289746,
            "verified_boundaries": [
              {
                "token_offset": 2014,
                "message_count": 1,
                "role": "system"
              },
              {
                "token_offset": 2041,
                "message_count": 2,
                "role": "user"
              }
            ],
            "snapshots": [
              {
                "token_offset": 2041,
                "cache_type": "user",
                "stored": true,
                "logical_bytes": 118620160
              },
              {
                "token_offset": 2047,
                "cache_type": "assistant",
                "stored": true,
                "logical_bytes": 118620160
              }
            ],
            "snapshot_host_ms": 0.7738749263808131,
            "logical_snapshot_bytes_written": 237240320,
            "prefill_shapes_changed": true
          },
          "cache_operations": {
            "lookups": 1,
            "hits": 1,
            "writes": 2,
            "rejected_writes": 0,
            "lookup_ms": 0.4512079758569598,
            "clone_ms": 0.3651248989626765,
            "write_ms": 0.7174579659476876,
            "eviction_selection_ms": 0.0022921012714505196
          },
          "draft_acceptance": null,
          "fallback_rate": 0,
          "cycles": 0,
          "policy": null,
          "draft_accepted_tokens": 0,
          "calibrated_fallback": false,
          "adaptive_scheduler": null,
          "round_diagnostics": true,
          "speculative_recovery": null
        },
        "rounds": [],
        "model": {
          "target": {
            "repo": "mlx-community/Qwen3.5-9B-8bit",
            "revision": "16daa4818c54ce5f5436f929d52542eb65bbed9d"
          },
          "draft": {
            "repo": "mlx-community/Qwen3.5-0.8B-4bit",
            "revision": "da28692b5f139cb0ec58a356b437486b7dac7462"
          },
          "draft_weight_bytes": 625229487,
          "vocab_size": 248320,
          "experimental_speculation": true,
          "hybrid_cache": true,
          "runtime_reserve_bytes": 2147483648,
          "minimum_memory_bytes": 0,
          "advisory_memory_estimates": true,
          "weight_bytes": 10426592423,
          "text_tensor_bytes": 9514412544,
          "quantization": "8-bit affine, group size 64",
          "context_limit": 8192,
          "supported_modes": [
            "baseline"
          ],
          "status": "quality_review_required",
          "role": "primary_quality_candidate",
          "limitations": "Real text baseline/native/API/SSE/UI verified. Initial12-task smoke: greedy10/12, official non-thinking11/12, thinking9/12 at1024-token cap; Public27subset measured with finite-budget failures retained. Hybrid speculation has initial96token exact controls behind an experimental flag; public modes remain baseline, no formal speed claim."
        }
      }
    }
  ],
  "checks": [
    {
      "sampling": "greedy",
      "scope": "cache_false_path",
      "kind": "seed_cold_kv",
      "equal": true
    },
    {
      "sampling": "greedy",
      "scope": "cache_false_path",
      "kind": "changed_tail_branch",
      "equal": true
    },
    {
      "sampling": "greedy",
      "scope": "cache_on_reference",
      "enabled": false,
      "kind": "seed_cold_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "greedy",
      "scope": "cache_on_reference",
      "enabled": false,
      "kind": "exact_repeat_hot_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "greedy",
      "scope": "cache_on_reference",
      "enabled": false,
      "kind": "changed_tail_branch",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "greedy",
      "scope": "cache_on_reference",
      "enabled": true,
      "kind": "seed_cold_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "greedy",
      "scope": "cache_on_reference",
      "enabled": true,
      "kind": "exact_repeat_hot_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "greedy",
      "scope": "cache_on_reference",
      "enabled": true,
      "kind": "changed_tail_branch",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "official",
      "scope": "cache_false_path",
      "kind": "seed_cold_kv",
      "equal": true
    },
    {
      "sampling": "official",
      "scope": "cache_false_path",
      "kind": "changed_tail_branch",
      "equal": true
    },
    {
      "sampling": "official",
      "scope": "cache_on_reference",
      "enabled": false,
      "kind": "seed_cold_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "official",
      "scope": "cache_on_reference",
      "enabled": false,
      "kind": "exact_repeat_hot_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "official",
      "scope": "cache_on_reference",
      "enabled": false,
      "kind": "changed_tail_branch",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "official",
      "scope": "cache_on_reference",
      "enabled": true,
      "kind": "seed_cold_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "official",
      "scope": "cache_on_reference",
      "enabled": true,
      "kind": "exact_repeat_hot_kv",
      "equal": true,
      "prompt_tokens_match": true
    },
    {
      "sampling": "official",
      "scope": "cache_on_reference",
      "enabled": true,
      "kind": "changed_tail_branch",
      "equal": true,
      "prompt_tokens_match": true
    }
  ],
  "all_token_checks_equal": true,
  "prompt_calibration_matches": true
}
