Publish zamba2-1.2b-instruct@1 (aether publish)

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+macos-any-gpu/zamba2_1_2b_instruct.aimodel/main.mlirb filter=lfs diff=lfs merge=lfs -text
+ios-any-gpu/zamba2_1_2b_instruct.aimodel/main.mlirb filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,202 @@
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README.md

@@ -0,0 +1,61 @@
+---
+license: apache-2.0
+base_model: Zyphra/Zamba2-1.2B-Instruct-v2
+pipeline_tag: text-generation
+tags:
+- aether
+- core-ai
+- apple
+- macos
+- ios
+---
+
+# zamba2-1.2b-instruct
+
+A Core AI bundle of [Zyphra/Zamba2-1.2B-Instruct-v2](https://huggingface.co/Zyphra/Zamba2-1.2B-Instruct-v2) for the Aether SDK (iOS and macOS 27+).
+
+- **Source:** `Zyphra/Zamba2-1.2B-Instruct-v2` at revision `960222dd212c071e2b7e3734573ee5297b1c075d`, licence Apache-2.0.
+  The licence is included as `LICENSE`. `Zyphra/Zamba2-1.2B-Instruct-v2` declares apache-2.0 in its model card but ships no licence file; `LICENSE` is the canonical text from apache.org.
+- **Changes from the source:** converted from PyTorch to Core AI (`.aimodel`) by Aether forge (recipe
+  `zamba2-1.2b-instruct@1`). Weights are int8-linear-perblock32 (8-bit weights). The tokenizer files are the source's own.
+
+## Variants
+
+| Variant | Platform | Arch | Compute | Compiled | Assets | Download |
+|---|---|---|---|---|---|---|
+| `macos-any-gpu` | macos | any | gpu | no (specialized on first load) | `zamba2_1_2b_instruct.aimodel` 1.29 GB | 1.3 GB |
+| `ios-any-gpu` | ios | any | gpu | no (specialized on first load) | `zamba2_1_2b_instruct.aimodel` 1.29 GB | 1.3 GB |
+
+## Verification
+
+Every row is a record in `verification/` about exactly these bytes (matched by bundle digest). Reference rows
+are strict T2 passes of the unquantized export on the same fixture, in `verification/reference/`.
+
+| Variant | Tier | Result | Detail | Device | OS build | Compute | Record |
+|---|---|---|---|---|---|---|---|
+| `ios-any-gpu` | T0 | pass |  | iPhone18,2 | 24A446 | target | `31aefeaf` |
+| `ios-any-gpu` | T2 | pass | 20/20 strict; profile quantized-8bit; fixture `adbdef8a32ca3c1b` | iPhone18,2 | 24A446 | target | `dd9e2cec` |
+| `ios-any-gpu` | T3 | pass | `copy-fidelity-v1`; 80.0% vs reference 80.0%; 50 items | iPhone18,2 | 24A446 | target | `8aefdd45` |
+| `macos-any-gpu` | T0 | pass |  | Mac17,6 | 26A434 | target | `f11695a8` |
+| `macos-any-gpu` | T1 | pass |  | Mac17,6 | 26A434 | target | `cc6fad7c` |
+| `macos-any-gpu` | T2 | pass | 20/20 strict; 20/20 strict; profile quantized-8bit; fixture `adbdef8a32ca3c1b` | Mac17,6 | 26A434 | target | `693a2248` |
+| `macos-any-gpu` | T3 | pass | `gsm8k-test-500`; 40.4% vs reference 40.4%; 500 items | Mac17,6 | 26A434 | target | `4722db3c` |
+| `macos-any-gpu` | T3 | pass | `copy-fidelity-v1`; 80.0% vs reference 80.0%; 50 items | Mac17,6 | 26A434 | target | `b0bf808b` |
+| unquantized reference (not published) | T2 | pass | 20/20 strict; 20/20 strict; profile strict; fixture `adbdef8a32ca3c1b` | Mac17,6 | 26A434 | target | `b307cd38` |
+
+The quantized profile also requires: T2 strict on the unquantized reference export (met by the reference row).
+
+## Use
+
+```sh
+aether run zamba2-1.2b-instruct --prompt "Hello"
+```
+
+```swift
+import Aether
+
+let aether = try Aether()
+let chat = try await aether.chat("zamba2-1.2b-instruct")
+let reply = try await chat.respond(to: "Hello")
+print(reply.text)
+```

ios-any-gpu/aether.json

@@ -0,0 +1,124 @@
+{
+  "architecture" : {
+    "attentionLayers" : 6,
+    "class" : "hybrid",
+    "totalLayers" : 38
+  },
+  "capabilities" : [
+    "chat"
+  ],
+  "driver" : "causal-lm",
+  "engine" : {
+    "allowed" : [
+      "pipelined",
+      "sequential"
+    ],
+    "expectFrequentReshapes" : true,
+    "kind" : "pipelined"
+  },
+  "functions" : {
+    "decode" : {
+      "role" : "decode",
+      "seq" : 1
+    },
+    "main" : {
+      "role" : "step"
+    }
+  },
+  "inputs" : {
+    "input_ids" : {
+      "bind" : "tokens",
+      "dtype" : "int32"
+    },
+    "position_ids" : {
+      "bind" : "positions",
+      "dtype" : "int32",
+      "mode" : "running"
+    }
+  },
+  "limits" : {
+    "contextMax" : {
+      "ios" : 4096
+    },
+    "maxOutputDefault" : 1024,
+    "prefillChunk" : 256,
+    "prefillChunkThreshold" : 256
+  },
+  "memory" : {
+    "bytesPerToken" : 1293498205,
+    "kvBytesPerToken" : 98304,
+    "requiresIncreasedMemoryLimit" : false,
+    "weightsBytes" : 1293498205
+  },
+  "outputs" : {
+    "logits" : {
+      "dtype" : "float16",
+      "role" : "logits",
+      "seq" : "dynamic"
+    }
+  },
+  "provenance" : {
+    "exportedOn" : {
+      "date" : "2026-09-30",
+      "os" : "26A434"
+    },
+    "exporter" : {
+      "coreai-core" : "1.0.0b2",
+      "coreai-opt" : "0.2.1",
+      "coreai-torch" : "0.4.2",
+      "torch" : "2.11.0"
+    },
+    "files" : {
+      "metadata.json" : "sha256:b6e337891980076cd458ad599d996c379822a4c6476a49819d73d7554efcb6ee",
+      "tokenizer/generation_config.json" : "sha256:822667f17e5af3746ed1aee5cfd01051ddb4f3e718195be4cf96aeeb5afce4b9",
+      "tokenizer/special_tokens_map.json" : "sha256:c4925a37fcd3782450ba1e1cf4f9fc37344bbeb9d02336e59a790879561a372e",
+      "tokenizer/tokenizer.json" : "sha256:2aa08b155b162538795e0502558c7c99d8ece6681b75cd10aac09d645b5cf97b",
+      "tokenizer/tokenizer_config.json" : "sha256:fe8ca65b8b287108074919fd0aa70a81b6cc9657262a7e721c2b34c5d25cc368",
+      "zamba2_1_2b_instruct.aimodel/main.hash" : "sha256:eca78557e4c0b2f346609dc4c2163f04f863ec9ba1b4667962299958a7dfe1d0",
+      "zamba2_1_2b_instruct.aimodel/main.mlirb" : "sha256:87651a96fd5b779f0d55ca43b3908aee45c732e888af550989dcd0841e97176f",
+      "zamba2_1_2b_instruct.aimodel/metadata.json" : "sha256:c858769d032c00c78298fa3283bbbe73a8fcf34ab4329d8e7f5b3110b6f2a021"
+    },
+    "forge" : "0.1.0",
+    "recipe" : "zamba2-1.2b-instruct@1",
+    "source" : {
+      "hfRepo" : "Zyphra/Zamba2-1.2B-Instruct-v2",
+      "revision" : "960222dd212c071e2b7e3734573ee5297b1c075d"
+    }
+  },
+  "quantization" : {
+    "notes" : "weight-only PTQ on the torch module (coreai-opt eager Quantizer); exceptions resolve first-match in declaration order, then default; modules: int8-linear-perblock32 ×137",
+    "scheme" : "int8-linear-perblock32",
+    "weightBits" : 8
+  },
+  "schema" : 1,
+  "states" : {
+    "convState" : {
+      "kind" : "recurrent"
+    },
+    "keyCache" : {
+      "axis" : 3,
+      "initial" : 256,
+      "kind" : "kvGrowing"
+    },
+    "ssmState" : {
+      "kind" : "recurrent"
+    },
+    "valueCache" : {
+      "axis" : 3,
+      "initial" : 256,
+      "kind" : "kvGrowing"
+    }
+  },
+  "target" : {
+    "arch" : "any",
+    "backend" : "coreai",
+    "compiled" : false,
+    "compute" : "gpu",
+    "minOS" : "27.0",
+    "platform" : "ios"
+  },
+  "text" : {
+    "chatTemplate" : "embedded",
+    "tokenizer" : "tokenizer/"
+  }
+}

ios-any-gpu/metadata.json

@@ -0,0 +1,25 @@
+{
+  "assets": {
+    "main": "zamba2_1_2b_instruct.aimodel"
+  },
+  "compression": "int8-linear-perblock32",
+  "kind": "llm",
+  "language": {
+    "embedded_tokenizer": true,
+    "function_map": {
+      "main": [
+        "main",
+        "decode"
+      ]
+    },
+    "max_context_length": 4096,
+    "tokenizer": "Zyphra/Zamba2-1.2B-Instruct-v2",
+    "vocab_size": 32000
+  },
+  "metadata_version": "0.2",
+  "name": "zamba2_1_2b_instruct",
+  "source": {
+    "hf_model_id": "Zyphra/Zamba2-1.2B-Instruct-v2",
+    "model_definition": "torch"
+  }
+}

ios-any-gpu/tokenizer/generation_config.json

@@ -0,0 +1,7 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "pad_token_id": 0,
+  "transformers_version": "4.49.0.dev0"
+}

ios-any-gpu/tokenizer/special_tokens_map.json

@@ -0,0 +1,27 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": {
+    "content": "<|im_start|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

ios-any-gpu/tokenizer/tokenizer_config.json

@@ -0,0 +1,52 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "add_prefix_space": null,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": "<|im_start|>",
+  "chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "extra_special_tokens": {},
+  "legacy": true,
+  "max_length": 4096,
+  "model_max_length": 4096,
+  "pad_token": "[PAD]",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "stride": 0,
+  "tokenizer_class": "LlamaTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": null,
+  "use_default_system_prompt": false
+}

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ios-any-gpu/zamba2_1_2b_instruct.aimodel/main.mlirb

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ios-any-gpu/zamba2_1_2b_instruct.aimodel/metadata.json

@@ -0,0 +1,5 @@
+{
+  "creationDate" : "20260930T235235Z",
+  "producer" : "coreai-core 1.0.0b2",
+  "assetVersion" : "2.0"
+}

macos-any-gpu/aether.json

@@ -0,0 +1,124 @@
+{
+  "architecture" : {
+    "attentionLayers" : 6,
+    "class" : "hybrid",
+    "totalLayers" : 38
+  },
+  "capabilities" : [
+    "chat"
+  ],
+  "driver" : "causal-lm",
+  "engine" : {
+    "allowed" : [
+      "pipelined",
+      "sequential"
+    ],
+    "expectFrequentReshapes" : true,
+    "kind" : "pipelined"
+  },
+  "functions" : {
+    "decode" : {
+      "role" : "decode",
+      "seq" : 1
+    },
+    "main" : {
+      "role" : "step"
+    }
+  },
+  "inputs" : {
+    "input_ids" : {
+      "bind" : "tokens",
+      "dtype" : "int32"
+    },
+    "position_ids" : {
+      "bind" : "positions",
+      "dtype" : "int32",
+      "mode" : "running"
+    }
+  },
+  "limits" : {
+    "contextMax" : {
+      "macos" : 4096
+    },
+    "maxOutputDefault" : 1024,
+    "prefillChunk" : 256,
+    "prefillChunkThreshold" : 256
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+            {
+              "afterCaseMB" : 929,
+              "id" : "primary-colors",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 843,
+              "id" : "largest-planet",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 898,
+              "id" : "boiling-point",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 874,
+              "id" : "reverse-word",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 890,
+              "id" : "pirate-system",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 920,
+              "id" : "multi-turn-name",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 1014,
+              "id" : "json-object",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 1006,
+              "id" : "python-square",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 943,
+              "id" : "haiku-sea",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 958,
+              "id" : "days-week",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 959,
+              "id" : "think-multiply",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 959,
+              "id" : "think-prime",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 957,
+              "id" : "think-mammal",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 939,
+              "id" : "tool-weather",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 961,
+              "id" : "tool-currency",
+              "lifetimePeakMB" : 1644
+            },
+            {
+              "afterCaseMB" : 977,
+              "id" : "completion-japan",
+              "lifetimePeakMB" : 1644
+            }
+          ],
+          "loadedMB" : 535,
+          "peakMB" : 1014
+        },
+        "pass" : true
+      }
+    },
+    "profile" : {
+      "alsoRequires" : [
+        "T2 strict on the unquantized reference export"
+      ],
+      "budget" : {
+        "fraction" : 0.05,
+        "margin" : 0.3,
+        "minCases" : 1
+      },
+      "name" : "quantized-8bit"
+    },
+    "profileResults" : {
+      "cpuOnly" : {
+        "budgeted" : [
+
+        ],
+        "overBudget" : [
+
+        ],
+        "pass" : true
+      },
+      "target" : {
+        "budgeted" : [
+
+        ],
+        "overBudget" : [
+
+        ],
+        "pass" : true
+      }
+    },
+    "rules" : {
+      "marginThreshold" : 0.1,
+      "topN" : 5
+    },
+    "templateClocks" : [
+      {
+        "id" : "capital-france",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "sky-color",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "add-numbers",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "translate-spanish",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "primary-colors",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "largest-planet",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "boiling-point",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "reverse-word",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "pirate-system",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "multi-turn-name",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "json-object",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "python-square",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "haiku-sea",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "days-week",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "think-multiply",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "think-prime",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "think-mammal",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "tool-weather",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "tool-currency",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      }
+    ]
+  },
+  "env" : {
+    "arch" : "h17c",
+    "compute" : "target",
+    "hwModel" : "Mac17,6",
+    "osBuild" : "26A434",
+    "sdk" : {
+      "version" : "0.1.0-dev"
+    }
+  },
+  "fixture" : {
+    "id" : "adbdef8a32ca3c1b",
+    "sha256" : "d22a99746d9c97ae9add189f16dce3072793293daefb803cc03bdc4b8090b6e6"
+  },
+  "kind" : "verification",
+  "negativeControlRecordId" : "52dd928e-55fd-4548-bd5b-d5e0507a8718",
+  "recordId" : "693a2248-e253-41ad-af09-91738cfba6b5",
+  "result" : "pass",
+  "schema" : 1,
+  "subject" : {
+    "bundlePath" : "hf:aether-models/zamba2-1.2b-instruct/macos-any-gpu",
+    "bundleSha256" : "cd55c40a9019435639a008eccd55a1249201e8865bf8f02af81d5be8262fbc6e",
+    "catalogId" : "zamba2-1.2b-instruct",
+    "manifestSchema" : 1,
+    "quantScheme" : "int8-linear-perblock32",
+    "recipe" : "zamba2-1.2b-instruct@1",
+    "variant" : "macos-any-gpu"
+  },
+  "tier" : "T2"
+}

verification/8aefdd45-f00e-4a9d-b944-b291c0d05559.json

@@ -0,0 +1,511 @@
+{
+  "at" : "2026-10-01T01:10:21Z",
+  "details" : {
+    "accuracy" : 80,
+    "baseline" : {
+      "accuracy" : 80,
+      "recordId" : "68ce42e5-9033-4656-9147-5192e4b1bf08"
+    },
+    "compute" : "target",
+    "correct" : 40,
+    "drop" : 0,
+    "evalSet" : "copy-fidelity-v1",
+    "items" : [
+      {
+        "correct" : true,
+        "expected" : "15049169422564",
+        "extracted" : "15049169422564",
+        "id" : "copy-fidelity-v1-0000",
+        "output" : "15049169422564",
+        "stopped" : true,
+        "tokens" : 14
+      },
+      {
+        "correct" : true,
+        "expected" : "712534c8-8076-888f-edfd-c8e3cd3ed8ea",
+        "extracted" : "712534c8-8076-888f-edfd-c8e3cd3ed8ea",
+        "id" : "copy-fidelity-v1-0001",
+        "output" : "712534c8-8076-888f-edfd-c8e3cd3ed8ea",
+        "stopped" : true,
+        "tokens" : 31
+      },
+      {
+        "correct" : true,
+        "expected" : "AA6-MXFG-BV",
+        "extracted" : "AA6-MXFG-BV",
+        "id" : "copy-fidelity-v1-0002",
+        "output" : "AA6-MXFG-BV",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":45851,\"name\":\"fjord\",\"ok\":false}",
+        "extracted" : "fjord ok",
+        "id" : "copy-fidelity-v1-0003",
+        "output" : "fjord ok",
+        "stopped" : true,
+        "tokens" : 4
+      },
+      {
+        "correct" : true,
+        "expected" : "fjord 4736 cobalt EWECD4",
+        "extracted" : "fjord 4736 cobalt EWECD4",
+        "id" : "copy-fidelity-v1-0004",
+        "output" : "fjord 4736 cobalt EWECD4",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "2569722584",
+        "extracted" : "2569722584",
+        "id" : "copy-fidelity-v1-0005",
+        "output" : "2569722584",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : true,
+        "expected" : "b7519f40-90dc-2596-7eaa-480494187094",
+        "extracted" : "b7519f40-90dc-2596-7eaa-480494187094",
+        "id" : "copy-fidelity-v1-0006",
+        "output" : "b7519f40-90dc-2596-7eaa-480494187094",
+        "stopped" : true,
+        "tokens" : 34
+      },
+      {
+        "correct" : true,
+        "expected" : "5QY-37WK-PX",
+        "extracted" : "5QY-37WK-PX",
+        "id" : "copy-fidelity-v1-0007",
+        "output" : "5QY-37WK-PX",
+        "stopped" : true,
+        "tokens" : 11
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":66524,\"name\":\"ember\",\"ok\":true}",
+        "extracted" : "ember",
+        "id" : "copy-fidelity-v1-0008",
+        "output" : "ember",
+        "stopped" : true,
+        "tokens" : 1
+      },
+      {
+        "correct" : true,
+        "expected" : "delta 2466 ember MNQN4S",
+        "extracted" : "delta 2466 ember MNQN4S",
+        "id" : "copy-fidelity-v1-0009",
+        "output" : "delta 2466 ember MNQN4S",
+        "stopped" : true,
+        "tokens" : 14
+      },
+      {
+        "correct" : true,
+        "expected" : "4032708178056737",
+        "extracted" : "4032708178056737",
+        "id" : "copy-fidelity-v1-0010",
+        "output" : "4032708178056737",
+        "stopped" : true,
+        "tokens" : 16
+      },
+      {
+        "correct" : true,
+        "expected" : "753e756d-e779-e1a8-dc6a-d4e25871d1ab",
+        "extracted" : "753e756d-e779-e1a8-dc6a-d4e25871d1ab",
+        "id" : "copy-fidelity-v1-0011",
+        "output" : "753e756d-e779-e1a8-dc6a-d4e25871d1ab",
+        "stopped" : true,
+        "tokens" : 34
+      },
+      {
+        "correct" : true,
+        "expected" : "FZX-AN6Y-QJ",
+        "extracted" : "FZX-AN6Y-QJ",
+        "id" : "copy-fidelity-v1-0012",
+        "output" : "FZX-AN6Y-QJ",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":30273,\"name\":\"fjord\",\"ok\":false}",
+        "extracted" : "fjord ok",
+        "id" : "copy-fidelity-v1-0013",
+        "output" : "fjord ok",
+        "stopped" : true,
+        "tokens" : 4
+      },
+      {
+        "correct" : true,
+        "expected" : "bravo 9797 garnet WN452B",
+        "extracted" : "bravo 9797 garnet WN452B",
+        "id" : "copy-fidelity-v1-0014",
+        "output" : "bravo 9797 garnet WN452B",
+        "stopped" : true,
+        "tokens" : 16
+      },
+      {
+        "correct" : true,
+        "expected" : "88983386490283957910788",
+        "extracted" : "88983386490283957910788",
+        "id" : "copy-fidelity-v1-0015",
+        "output" : "88983386490283957910788",
+        "stopped" : true,
+        "tokens" : 23
+      },
+      {
+        "correct" : true,
+        "expected" : "fa84f6b1-c5b4-dc31-a553-17565c21cfc0",
+        "extracted" : "fa84f6b1-c5b4-dc31-a553-17565c21cfc0",
+        "id" : "copy-fidelity-v1-0016",
+        "output" : "fa84f6b1-c5b4-dc31-a553-17565c21cfc0",
+        "stopped" : true,
+        "tokens" : 33
+      },
+      {
+        "correct" : true,
+        "expected" : "WYP-WPF8-JY",
+        "extracted" : "WYP-WPF8-JY",
+        "id" : "copy-fidelity-v1-0017",
+        "output" : "WYP-WPF8-JY",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":99260,\"name\":\"juniper\",\"ok\":false}",
+        "extracted" : "juniper ok false",
+        "id" : "copy-fidelity-v1-0018",
+        "output" : "juniper ok false",
+        "stopped" : true,
+        "tokens" : 5
+      },
+      {
+        "correct" : true,
+        "expected" : "garnet 5624 fjord AMULQR",
+        "extracted" : "garnet 5624 fjord AMULQR",
+        "id" : "copy-fidelity-v1-0019",
+        "output" : "garnet 5624 fjord AMULQR",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "3384263000",
+        "extracted" : "3384263000",
+        "id" : "copy-fidelity-v1-0020",
+        "output" : "3384263000",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : true,
+        "expected" : "4630a84c-e485-e817-d3c4-c98b37ea29b1",
+        "extracted" : "4630a84c-e485-e817-d3c4-c98b37ea29b1",
+        "id" : "copy-fidelity-v1-0021",
+        "output" : "4630a84c-e485-e817-d3c4-c98b37ea29b1",
+        "stopped" : true,
+        "tokens" : 35
+      },
+      {
+        "correct" : true,
+        "expected" : "5E4-L95U-P9",
+        "extracted" : "5E4-L95U-P9",
+        "id" : "copy-fidelity-v1-0022",
+        "output" : "5E4-L95U-P9",
+        "stopped" : true,
+        "tokens" : 11
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":30560,\"name\":\"garnet\",\"ok\":false}",
+        "extracted" : "garnet ok false",
+        "id" : "copy-fidelity-v1-0023",
+        "output" : "garnet ok false",
+        "stopped" : true,
+        "tokens" : 5
+      },
+      {
+        "correct" : true,
+        "expected" : "harbor 6492 garnet RZHKFT",
+        "extracted" : "harbor 6492 garnet RZHKFT",
+        "id" : "copy-fidelity-v1-0024",
+        "output" : "harbor 6492 garnet RZHKFT",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "58630756639800002113463",
+        "extracted" : "58630756639800002113463",
+        "id" : "copy-fidelity-v1-0025",
+        "output" : "58630756639800002113463",
+        "stopped" : true,
+        "tokens" : 23
+      },
+      {
+        "correct" : true,
+        "expected" : "ad30301e-c649-f11d-b6fc-49537158ef0c",
+        "extracted" : "ad30301e-c649-f11d-b6fc-49537158ef0c",
+        "id" : "copy-fidelity-v1-0026",
+        "output" : "ad30301e-c649-f11d-b6fc-49537158ef0c",
+        "stopped" : true,
+        "tokens" : 33
+      },
+      {
+        "correct" : true,
+        "expected" : "9SU-NF4Z-B9",
+        "extracted" : "9SU-NF4Z-B9",
+        "id" : "copy-fidelity-v1-0027",
+        "output" : "9SU-NF4Z-B9",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":64286,\"name\":\"harbor\",\"ok\":true}",
+        "extracted" : "harbor ok",
+        "id" : "copy-fidelity-v1-0028",
+        "output" : "harbor ok",
+        "stopped" : true,
+        "tokens" : 3
+      },
+      {
+        "correct" : true,
+        "expected" : "alpha 4098 indigo MJRGJZ",
+        "extracted" : "alpha 4098 indigo MJRGJZ",
+        "id" : "copy-fidelity-v1-0029",
+        "output" : "alpha 4098 indigo MJRGJZ",
+        "stopped" : true,
+        "tokens" : 13
+      },
+      {
+        "correct" : true,
+        "expected" : "8190586487248718806",
+        "extracted" : "8190586487248718806",
+        "id" : "copy-fidelity-v1-0030",
+        "output" : "8190586487248718806",
+        "stopped" : true,
+        "tokens" : 19
+      },
+      {
+        "correct" : true,
+        "expected" : "68bfe6ac-8448-9bd5-43ad-3489830e2cc2",
+        "extracted" : "68bfe6ac-8448-9bd5-43ad-3489830e2cc2",
+        "id" : "copy-fidelity-v1-0031",
+        "output" : "68bfe6ac-8448-9bd5-43ad-3489830e2cc2",
+        "stopped" : true,
+        "tokens" : 31
+      },
+      {
+        "correct" : true,
+        "expected" : "LS3-CF2C-PA",
+        "extracted" : "LS3-CF2C-PA",
+        "id" : "copy-fidelity-v1-0032",
+        "output" : "LS3-CF2C-PA",
+        "stopped" : true,
+        "tokens" : 8
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":76979,\"name\":\"fjord\",\"ok\":true}",
+        "extracted" : "fjord ok",
+        "id" : "copy-fidelity-v1-0033",
+        "output" : "fjord ok",
+        "stopped" : true,
+        "tokens" : 4
+      },
+      {
+        "correct" : true,
+        "expected" : "cobalt 5382 fjord JARNPU",
+        "extracted" : "cobalt 5382 fjord JARNPU",
+        "id" : "copy-fidelity-v1-0034",
+        "output" : "cobalt 5382 fjord JARNPU",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "6046622270613680450",
+        "extracted" : "6046622270613680450",
+        "id" : "copy-fidelity-v1-0035",
+        "output" : "6046622270613680450",
+        "stopped" : true,
+        "tokens" : 19
+      },
+      {
+        "correct" : true,
+        "expected" : "391ed6d7-f565-ee35-618e-02e8a5d123e2",
+        "extracted" : "391ed6d7-f565-ee35-618e-02e8a5d123e2",
+        "id" : "copy-fidelity-v1-0036",
+        "output" : "391ed6d7-f565-ee35-618e-02e8a5d123e2",
+        "stopped" : true,
+        "tokens" : 34
+      },
+      {
+        "correct" : true,
+        "expected" : "8TR-BQ6L-4R",
+        "extracted" : "8TR-BQ6L-4R",
+        "id" : "copy-fidelity-v1-0037",
+        "output" : "8TR-BQ6L-4R",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":32998,\"name\":\"bravo\",\"ok\":false}",
+        "extracted" : "bravo is not available in the system.",
+        "id" : "copy-fidelity-v1-0038",
+        "output" : "bravo is not available in the system.",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : true,
+        "expected" : "garnet 4759 harbor HY3T8D",
+        "extracted" : "garnet 4759 harbor HY3T8D",
+        "id" : "copy-fidelity-v1-0039",
+        "output" : "garnet 4759 harbor HY3T8D",
+        "stopped" : true,
+        "tokens" : 16
+      },
+      {
+        "correct" : true,
+        "expected" : "730990060521549377",
+        "extracted" : "730990060521549377",
+        "id" : "copy-fidelity-v1-0040",
+        "output" : "730990060521549377",
+        "stopped" : true,
+        "tokens" : 18
+      },
+      {
+        "correct" : true,
+        "expected" : "55467d32-7301-1081-857b-7c3f8cf04041",
+        "extracted" : "55467d32-7301-1081-857b-7c3f8cf04041",
+        "id" : "copy-fidelity-v1-0041",
+        "output" : "55467d32-7301-1081-857b-7c3f8cf04041",
+        "stopped" : true,
+        "tokens" : 35
+      },
+      {
+        "correct" : true,
+        "expected" : "QWN-A5S7-U8",
+        "extracted" : "QWN-A5S7-U8",
+        "id" : "copy-fidelity-v1-0042",
+        "output" : "QWN-A5S7-U8",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":87359,\"name\":\"bravo\",\"ok\":true}",
+        "extracted" : "bravo is an established brand in the industry with a strong reputation for quality and reliability.",
+        "id" : "copy-fidelity-v1-0043",
+        "output" : "bravo is an established brand in the industry with a strong reputation for quality and reliability.",
+        "stopped" : true,
+        "tokens" : 19
+      },
+      {
+        "correct" : true,
+        "expected" : "harbor 5675 alpha PVTFQ3",
+        "extracted" : "harbor 5675 alpha PVTFQ3",
+        "id" : "copy-fidelity-v1-0044",
+        "output" : "harbor 5675 alpha PVTFQ3",
+        "stopped" : true,
+        "tokens" : 13
+      },
+      {
+        "correct" : true,
+        "expected" : "026077672172414281421",
+        "extracted" : "026077672172414281421",
+        "id" : "copy-fidelity-v1-0045",
+        "output" : "026077672172414281421",
+        "stopped" : true,
+        "tokens" : 21
+      },
+      {
+        "correct" : true,
+        "expected" : "9954e594-112c-8a99-2a23-f03167181417",
+        "extracted" : "9954e594-112c-8a99-2a23-f03167181417",
+        "id" : "copy-fidelity-v1-0046",
+        "output" : "9954e594-112c-8a99-2a23-f03167181417",
+        "stopped" : true,
+        "tokens" : 36
+      },
+      {
+        "correct" : true,
+        "expected" : "P7C-TKRF-KV",
+        "extracted" : "P7C-TKRF-KV",
+        "id" : "copy-fidelity-v1-0047",
+        "output" : "P7C-TKRF-KV",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":26910,\"name\":\"bravo\",\"ok\":false}",
+        "extracted" : "bravo is not available in the system.",
+        "id" : "copy-fidelity-v1-0048",
+        "output" : "bravo is not available in the system.",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : true,
+        "expected" : "delta 8883 fjord LV8TXG",
+        "extracted" : "delta 8883 fjord LV8TXG",
+        "id" : "copy-fidelity-v1-0049",
+        "output" : "delta 8883 fjord LV8TXG",
+        "stopped" : true,
+        "tokens" : 14
+      }
+    ],
+    "maxDrop" : 3,
+    "paired" : {
+      "gained" : 0,
+      "identicalOutputs" : 50,
+      "items" : 50,
+      "lost" : 0
+    },
+    "protocol" : {
+      "budget" : 96,
+      "extractor" : "exact",
+      "items" : 50,
+      "prompt" : "Repeat the following text exactly. Reply with the text only: no quotes, no code block, no explanation.\n\n{input}",
+      "thinking" : false
+    },
+    "protocolId" : "1fb45a10f09e8938",
+    "role" : "candidate",
+    "unterminated" : 0
+  },
+  "env" : {
+    "arch" : "h18p",
+    "compute" : "target",
+    "hwModel" : "iPhone18,2",
+    "osBuild" : "24A446",
+    "sdk" : {
+      "version" : "0.1.0-dev"
+    }
+  },
+  "fixture" : {
+    "id" : "copy-fidelity-v1",
+    "sha256" : "generated"
+  },
+  "kind" : "verification",
+  "negativeControlRecordId" : "6a58bb62-43e6-407c-958f-8764f268e7cb",
+  "recordId" : "8aefdd45-f00e-4a9d-b944-b291c0d05559",
+  "result" : "pass",
+  "schema" : 1,
+  "subject" : {
+    "bundlePath" : "hf:aether-models/zamba2-1.2b-instruct/ios-any-gpu",
+    "bundleSha256" : "fe609d2c0a31aaa8595b2d2ba29ea6fd75d69bad31e45b3b3a80ff78a5a67d5c",
+    "catalogId" : "zamba2-1.2b-instruct",
+    "manifestSchema" : 1,
+    "quantScheme" : "int8-linear-perblock32",
+    "recipe" : "zamba2-1.2b-instruct@1",
+    "variant" : "ios-any-gpu"
+  },
+  "tier" : "T3"
+}

verification/b0bf808b-125b-48cd-9668-e52941021a84.json

@@ -0,0 +1,511 @@
+{
+  "at" : "2026-10-01T01:10:03Z",
+  "details" : {
+    "accuracy" : 80,
+    "baseline" : {
+      "accuracy" : 80,
+      "recordId" : "68ce42e5-9033-4656-9147-5192e4b1bf08"
+    },
+    "compute" : "target",
+    "correct" : 40,
+    "drop" : 0,
+    "evalSet" : "copy-fidelity-v1",
+    "items" : [
+      {
+        "correct" : true,
+        "expected" : "15049169422564",
+        "extracted" : "15049169422564",
+        "id" : "copy-fidelity-v1-0000",
+        "output" : "15049169422564",
+        "stopped" : true,
+        "tokens" : 14
+      },
+      {
+        "correct" : true,
+        "expected" : "712534c8-8076-888f-edfd-c8e3cd3ed8ea",
+        "extracted" : "712534c8-8076-888f-edfd-c8e3cd3ed8ea",
+        "id" : "copy-fidelity-v1-0001",
+        "output" : "712534c8-8076-888f-edfd-c8e3cd3ed8ea",
+        "stopped" : true,
+        "tokens" : 31
+      },
+      {
+        "correct" : true,
+        "expected" : "AA6-MXFG-BV",
+        "extracted" : "AA6-MXFG-BV",
+        "id" : "copy-fidelity-v1-0002",
+        "output" : "AA6-MXFG-BV",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":45851,\"name\":\"fjord\",\"ok\":false}",
+        "extracted" : "fjord ok",
+        "id" : "copy-fidelity-v1-0003",
+        "output" : "fjord ok",
+        "stopped" : true,
+        "tokens" : 4
+      },
+      {
+        "correct" : true,
+        "expected" : "fjord 4736 cobalt EWECD4",
+        "extracted" : "fjord 4736 cobalt EWECD4",
+        "id" : "copy-fidelity-v1-0004",
+        "output" : "fjord 4736 cobalt EWECD4",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "2569722584",
+        "extracted" : "2569722584",
+        "id" : "copy-fidelity-v1-0005",
+        "output" : "2569722584",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : true,
+        "expected" : "b7519f40-90dc-2596-7eaa-480494187094",
+        "extracted" : "b7519f40-90dc-2596-7eaa-480494187094",
+        "id" : "copy-fidelity-v1-0006",
+        "output" : "b7519f40-90dc-2596-7eaa-480494187094",
+        "stopped" : true,
+        "tokens" : 34
+      },
+      {
+        "correct" : true,
+        "expected" : "5QY-37WK-PX",
+        "extracted" : "5QY-37WK-PX",
+        "id" : "copy-fidelity-v1-0007",
+        "output" : "5QY-37WK-PX",
+        "stopped" : true,
+        "tokens" : 11
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":66524,\"name\":\"ember\",\"ok\":true}",
+        "extracted" : "ember",
+        "id" : "copy-fidelity-v1-0008",
+        "output" : "ember",
+        "stopped" : true,
+        "tokens" : 1
+      },
+      {
+        "correct" : true,
+        "expected" : "delta 2466 ember MNQN4S",
+        "extracted" : "delta 2466 ember MNQN4S",
+        "id" : "copy-fidelity-v1-0009",
+        "output" : "delta 2466 ember MNQN4S",
+        "stopped" : true,
+        "tokens" : 14
+      },
+      {
+        "correct" : true,
+        "expected" : "4032708178056737",
+        "extracted" : "4032708178056737",
+        "id" : "copy-fidelity-v1-0010",
+        "output" : "4032708178056737",
+        "stopped" : true,
+        "tokens" : 16
+      },
+      {
+        "correct" : true,
+        "expected" : "753e756d-e779-e1a8-dc6a-d4e25871d1ab",
+        "extracted" : "753e756d-e779-e1a8-dc6a-d4e25871d1ab",
+        "id" : "copy-fidelity-v1-0011",
+        "output" : "753e756d-e779-e1a8-dc6a-d4e25871d1ab",
+        "stopped" : true,
+        "tokens" : 34
+      },
+      {
+        "correct" : true,
+        "expected" : "FZX-AN6Y-QJ",
+        "extracted" : "FZX-AN6Y-QJ",
+        "id" : "copy-fidelity-v1-0012",
+        "output" : "FZX-AN6Y-QJ",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":30273,\"name\":\"fjord\",\"ok\":false}",
+        "extracted" : "fjord ok",
+        "id" : "copy-fidelity-v1-0013",
+        "output" : "fjord ok",
+        "stopped" : true,
+        "tokens" : 4
+      },
+      {
+        "correct" : true,
+        "expected" : "bravo 9797 garnet WN452B",
+        "extracted" : "bravo 9797 garnet WN452B",
+        "id" : "copy-fidelity-v1-0014",
+        "output" : "bravo 9797 garnet WN452B",
+        "stopped" : true,
+        "tokens" : 16
+      },
+      {
+        "correct" : true,
+        "expected" : "88983386490283957910788",
+        "extracted" : "88983386490283957910788",
+        "id" : "copy-fidelity-v1-0015",
+        "output" : "88983386490283957910788",
+        "stopped" : true,
+        "tokens" : 23
+      },
+      {
+        "correct" : true,
+        "expected" : "fa84f6b1-c5b4-dc31-a553-17565c21cfc0",
+        "extracted" : "fa84f6b1-c5b4-dc31-a553-17565c21cfc0",
+        "id" : "copy-fidelity-v1-0016",
+        "output" : "fa84f6b1-c5b4-dc31-a553-17565c21cfc0",
+        "stopped" : true,
+        "tokens" : 33
+      },
+      {
+        "correct" : true,
+        "expected" : "WYP-WPF8-JY",
+        "extracted" : "WYP-WPF8-JY",
+        "id" : "copy-fidelity-v1-0017",
+        "output" : "WYP-WPF8-JY",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":99260,\"name\":\"juniper\",\"ok\":false}",
+        "extracted" : "juniper ok false",
+        "id" : "copy-fidelity-v1-0018",
+        "output" : "juniper ok false",
+        "stopped" : true,
+        "tokens" : 5
+      },
+      {
+        "correct" : true,
+        "expected" : "garnet 5624 fjord AMULQR",
+        "extracted" : "garnet 5624 fjord AMULQR",
+        "id" : "copy-fidelity-v1-0019",
+        "output" : "garnet 5624 fjord AMULQR",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "3384263000",
+        "extracted" : "3384263000",
+        "id" : "copy-fidelity-v1-0020",
+        "output" : "3384263000",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : true,
+        "expected" : "4630a84c-e485-e817-d3c4-c98b37ea29b1",
+        "extracted" : "4630a84c-e485-e817-d3c4-c98b37ea29b1",
+        "id" : "copy-fidelity-v1-0021",
+        "output" : "4630a84c-e485-e817-d3c4-c98b37ea29b1",
+        "stopped" : true,
+        "tokens" : 35
+      },
+      {
+        "correct" : true,
+        "expected" : "5E4-L95U-P9",
+        "extracted" : "5E4-L95U-P9",
+        "id" : "copy-fidelity-v1-0022",
+        "output" : "5E4-L95U-P9",
+        "stopped" : true,
+        "tokens" : 11
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":30560,\"name\":\"garnet\",\"ok\":false}",
+        "extracted" : "garnet ok false",
+        "id" : "copy-fidelity-v1-0023",
+        "output" : "garnet ok false",
+        "stopped" : true,
+        "tokens" : 5
+      },
+      {
+        "correct" : true,
+        "expected" : "harbor 6492 garnet RZHKFT",
+        "extracted" : "harbor 6492 garnet RZHKFT",
+        "id" : "copy-fidelity-v1-0024",
+        "output" : "harbor 6492 garnet RZHKFT",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "58630756639800002113463",
+        "extracted" : "58630756639800002113463",
+        "id" : "copy-fidelity-v1-0025",
+        "output" : "58630756639800002113463",
+        "stopped" : true,
+        "tokens" : 23
+      },
+      {
+        "correct" : true,
+        "expected" : "ad30301e-c649-f11d-b6fc-49537158ef0c",
+        "extracted" : "ad30301e-c649-f11d-b6fc-49537158ef0c",
+        "id" : "copy-fidelity-v1-0026",
+        "output" : "ad30301e-c649-f11d-b6fc-49537158ef0c",
+        "stopped" : true,
+        "tokens" : 33
+      },
+      {
+        "correct" : true,
+        "expected" : "9SU-NF4Z-B9",
+        "extracted" : "9SU-NF4Z-B9",
+        "id" : "copy-fidelity-v1-0027",
+        "output" : "9SU-NF4Z-B9",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":64286,\"name\":\"harbor\",\"ok\":true}",
+        "extracted" : "harbor ok",
+        "id" : "copy-fidelity-v1-0028",
+        "output" : "harbor ok",
+        "stopped" : true,
+        "tokens" : 3
+      },
+      {
+        "correct" : true,
+        "expected" : "alpha 4098 indigo MJRGJZ",
+        "extracted" : "alpha 4098 indigo MJRGJZ",
+        "id" : "copy-fidelity-v1-0029",
+        "output" : "alpha 4098 indigo MJRGJZ",
+        "stopped" : true,
+        "tokens" : 13
+      },
+      {
+        "correct" : true,
+        "expected" : "8190586487248718806",
+        "extracted" : "8190586487248718806",
+        "id" : "copy-fidelity-v1-0030",
+        "output" : "8190586487248718806",
+        "stopped" : true,
+        "tokens" : 19
+      },
+      {
+        "correct" : true,
+        "expected" : "68bfe6ac-8448-9bd5-43ad-3489830e2cc2",
+        "extracted" : "68bfe6ac-8448-9bd5-43ad-3489830e2cc2",
+        "id" : "copy-fidelity-v1-0031",
+        "output" : "68bfe6ac-8448-9bd5-43ad-3489830e2cc2",
+        "stopped" : true,
+        "tokens" : 31
+      },
+      {
+        "correct" : true,
+        "expected" : "LS3-CF2C-PA",
+        "extracted" : "LS3-CF2C-PA",
+        "id" : "copy-fidelity-v1-0032",
+        "output" : "LS3-CF2C-PA",
+        "stopped" : true,
+        "tokens" : 8
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":76979,\"name\":\"fjord\",\"ok\":true}",
+        "extracted" : "fjord ok",
+        "id" : "copy-fidelity-v1-0033",
+        "output" : "fjord ok",
+        "stopped" : true,
+        "tokens" : 4
+      },
+      {
+        "correct" : true,
+        "expected" : "cobalt 5382 fjord JARNPU",
+        "extracted" : "cobalt 5382 fjord JARNPU",
+        "id" : "copy-fidelity-v1-0034",
+        "output" : "cobalt 5382 fjord JARNPU",
+        "stopped" : true,
+        "tokens" : 15
+      },
+      {
+        "correct" : true,
+        "expected" : "6046622270613680450",
+        "extracted" : "6046622270613680450",
+        "id" : "copy-fidelity-v1-0035",
+        "output" : "6046622270613680450",
+        "stopped" : true,
+        "tokens" : 19
+      },
+      {
+        "correct" : true,
+        "expected" : "391ed6d7-f565-ee35-618e-02e8a5d123e2",
+        "extracted" : "391ed6d7-f565-ee35-618e-02e8a5d123e2",
+        "id" : "copy-fidelity-v1-0036",
+        "output" : "391ed6d7-f565-ee35-618e-02e8a5d123e2",
+        "stopped" : true,
+        "tokens" : 34
+      },
+      {
+        "correct" : true,
+        "expected" : "8TR-BQ6L-4R",
+        "extracted" : "8TR-BQ6L-4R",
+        "id" : "copy-fidelity-v1-0037",
+        "output" : "8TR-BQ6L-4R",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":32998,\"name\":\"bravo\",\"ok\":false}",
+        "extracted" : "bravo is not available in the system.",
+        "id" : "copy-fidelity-v1-0038",
+        "output" : "bravo is not available in the system.",
+        "stopped" : true,
+        "tokens" : 9
+      },
+      {
+        "correct" : true,
+        "expected" : "garnet 4759 harbor HY3T8D",
+        "extracted" : "garnet 4759 harbor HY3T8D",
+        "id" : "copy-fidelity-v1-0039",
+        "output" : "garnet 4759 harbor HY3T8D",
+        "stopped" : true,
+        "tokens" : 16
+      },
+      {
+        "correct" : true,
+        "expected" : "730990060521549377",
+        "extracted" : "730990060521549377",
+        "id" : "copy-fidelity-v1-0040",
+        "output" : "730990060521549377",
+        "stopped" : true,
+        "tokens" : 18
+      },
+      {
+        "correct" : true,
+        "expected" : "55467d32-7301-1081-857b-7c3f8cf04041",
+        "extracted" : "55467d32-7301-1081-857b-7c3f8cf04041",
+        "id" : "copy-fidelity-v1-0041",
+        "output" : "55467d32-7301-1081-857b-7c3f8cf04041",
+        "stopped" : true,
+        "tokens" : 35
+      },
+      {
+        "correct" : true,
+        "expected" : "QWN-A5S7-U8",
+        "extracted" : "QWN-A5S7-U8",
+        "id" : "copy-fidelity-v1-0042",
+        "output" : "QWN-A5S7-U8",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":87359,\"name\":\"bravo\",\"ok\":true}",
+        "extracted" : "bravo is an established brand in the industry with a strong reputation for quality and reliability.",
+        "id" : "copy-fidelity-v1-0043",
+        "output" : "bravo is an established brand in the industry with a strong reputation for quality and reliability.",
+        "stopped" : true,
+        "tokens" : 19
+      },
+      {
+        "correct" : true,
+        "expected" : "harbor 5675 alpha PVTFQ3",
+        "extracted" : "harbor 5675 alpha PVTFQ3",
+        "id" : "copy-fidelity-v1-0044",
+        "output" : "harbor 5675 alpha PVTFQ3",
+        "stopped" : true,
+        "tokens" : 13
+      },
+      {
+        "correct" : true,
+        "expected" : "026077672172414281421",
+        "extracted" : "026077672172414281421",
+        "id" : "copy-fidelity-v1-0045",
+        "output" : "026077672172414281421",
+        "stopped" : true,
+        "tokens" : 21
+      },
+      {
+        "correct" : true,
+        "expected" : "9954e594-112c-8a99-2a23-f03167181417",
+        "extracted" : "9954e594-112c-8a99-2a23-f03167181417",
+        "id" : "copy-fidelity-v1-0046",
+        "output" : "9954e594-112c-8a99-2a23-f03167181417",
+        "stopped" : true,
+        "tokens" : 36
+      },
+      {
+        "correct" : true,
+        "expected" : "P7C-TKRF-KV",
+        "extracted" : "P7C-TKRF-KV",
+        "id" : "copy-fidelity-v1-0047",
+        "output" : "P7C-TKRF-KV",
+        "stopped" : true,
+        "tokens" : 10
+      },
+      {
+        "correct" : false,
+        "expected" : "{\"id\":26910,\"name\":\"bravo\",\"ok\":false}",
+        "extracted" : "bravo is not available in the system.",
+        "id" : "copy-fidelity-v1-0048",
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verification/cc6fad7c-93cf-4229-a19e-ef537c2713f3.json

@@ -0,0 +1,65 @@
+{
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verification/dd9e2cec-1159-45ad-b364-b22fb2c7a3b2.json

@@ -0,0 +1,423 @@
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verification/f11695a8-cb73-4e07-9dd1-1eb6feaae714.json

@@ -0,0 +1,34 @@
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verification/negative-control/3960b0e0-2d34-4663-a339-bdfd5f5a7ba2.json

@@ -0,0 +1,37 @@
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verification/negative-control/39af8913-aab4-4baf-aac2-00641b09e7ce.json

@@ -0,0 +1,35 @@
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verification/negative-control/52dd928e-55fd-4548-bd5b-d5e0507a8718.json

@@ -0,0 +1,38 @@
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+    "osBuild" : "26A434",
+    "sdk" : {
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+  "fixture" : {
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+    "quantScheme" : "int8-linear-perblock32",
+    "recipe" : "zamba2-1.2b-instruct@1",
+    "variant" : "macos-any-gpu"
+  },
+  "tier" : "T2"
+}

verification/negative-control/6a58bb62-43e6-407c-958f-8764f268e7cb.json

@@ -0,0 +1,35 @@
+{
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+  "details" : {
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+    "poisonedAccuracy" : 0,
+    "protocolId" : "1fb45a10f09e8938"
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+  "recordId" : "6a58bb62-43e6-407c-958f-8764f268e7cb",
+  "result" : "fail",
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+  "subject" : {
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+    "manifestSchema" : 1,
+    "quantScheme" : "int8-linear-perblock32",
+    "recipe" : "zamba2-1.2b-instruct@1",
+    "variant" : "ios-any-gpu"
+  },
+  "tier" : "T3"
+}

verification/negative-control/e52e82b0-3e94-44d4-bbd5-b6720e4fb9a5.json

@@ -0,0 +1,35 @@
+{
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+    "poisonedAccuracy" : 0,
+    "protocolId" : "1fb45a10f09e8938"
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+    "osBuild" : "26A434",
+    "sdk" : {
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+  },
+  "fixture" : {
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+    "sha256" : "generated"
+  },
+  "kind" : "negative-control",
+  "recordId" : "e52e82b0-3e94-44d4-bbd5-b6720e4fb9a5",
+  "result" : "fail",
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+  "subject" : {
+    "bundlePath" : "hf:aether-models/zamba2-1.2b-instruct/macos-any-gpu",
+    "bundleSha256" : "cd55c40a9019435639a008eccd55a1249201e8865bf8f02af81d5be8262fbc6e",
+    "catalogId" : "zamba2-1.2b-instruct",
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+    "quantScheme" : "int8-linear-perblock32",
+    "recipe" : "zamba2-1.2b-instruct@1",
+    "variant" : "macos-any-gpu"
+  },
+  "tier" : "T3"
+}

verification/negative-control/f35522e7-015a-4098-a236-c6ec7691190b.json

@@ -0,0 +1,37 @@
+{
+  "at" : "2026-10-01T00:10:24Z",
+  "details" : {
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+  "env" : {
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+    "osBuild" : "24A446",
+    "sdk" : {
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+  "fixture" : {
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+  "result" : "fail",
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+  "subject" : {
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+    "bundleSha256" : "fe609d2c0a31aaa8595b2d2ba29ea6fd75d69bad31e45b3b3a80ff78a5a67d5c",
+    "catalogId" : "zamba2-1.2b-instruct",
+    "manifestSchema" : 1,
+    "quantScheme" : "int8-linear-perblock32",
+    "recipe" : "zamba2-1.2b-instruct@1",
+    "variant" : "ios-any-gpu"
+  },
+  "tier" : "T2"
+}

verification/reference/b307cd38-c45c-4556-b027-62ad6a326928.json

@@ -0,0 +1,667 @@
+{
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+  "details" : {
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+            "pass" : true,
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+          },
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+          },
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+    },
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+
+      ],
+      "name" : "strict"
+    },
+    "profileResults" : {
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+        "budgeted" : [
+
+        ],
+        "overBudget" : [
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+        ],
+        "pass" : true
+      },
+      "target" : {
+        "budgeted" : [
+
+        ],
+        "overBudget" : [
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+        ],
+        "pass" : true
+      }
+    },
+    "rules" : {
+      "marginThreshold" : 0.1,
+      "topN" : 5
+    },
+    "templateClocks" : [
+      {
+        "id" : "capital-france",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "sky-color",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "add-numbers",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "translate-spanish",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "primary-colors",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "largest-planet",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "boiling-point",
+        "source" : "fixture",
+        "timestamp" : "2000-01-01T00:00:00Z"
+      },
+      {
+        "id" : "reverse-word",
+        "source" : "fixture",
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