{
  "01-welvet": {
    "exit_code": 0,
    "stdout": "pre 4 post 4\n",
    "stderr": "",
    "combined": "pre 4 post 4"
  },
  "02-tree": {
    "exit_code": 0,
    "stdout": "import github.com/openfluke/welvet/core/\u2026\nimport github.com/openfluke/welvet/weights/\u2026\nimport github.com/openfluke/welvet/quant/\u2026\nimport github.com/openfluke/welvet/simd/\u2026\nimport github.com/openfluke/welvet/webgpu/\u2026\nimport github.com/openfluke/welvet/tiling/\u2026\nimport github.com/openfluke/welvet/architecture/\u2026\nimport github.com/openfluke/welvet/fusedgpu/\u2026\nimport github.com/openfluke/welvet/layers/\u2026\nimport github.com/openfluke/welvet/runtime/\u2026\nimport github.com/openfluke/welvet/systems/\u2026\nimport github.com/openfluke/welvet/lucy/\u2026\nimport github.com/openfluke/welvet/model/\u2026\n",
    "stderr": "",
    "combined": "import github.com/openfluke/welvet/core/\u2026\nimport github.com/openfluke/welvet/weights/\u2026\nimport github.com/openfluke/welvet/quant/\u2026\nimport github.com/openfluke/welvet/simd/\u2026\nimport github.com/openfluke/welvet/webgpu/\u2026\nimport github.com/openfluke/welvet/tiling/\u2026\nimport github.com/openfluke/welvet/architecture/\u2026\nimport github.com/openfluke/welvet/fusedgpu/\u2026\nimport github.com/openfluke/welvet/layers/\u2026\nimport github.com/openfluke/welvet/runtime/\u2026\nimport github.com/openfluke/welvet/systems/\u2026\nimport github.com/openfluke/welvet/lucy/\u2026\nimport github.com/openfluke/welvet/model/\u2026"
  },
  "03-core": {
    "exit_code": 0,
    "stdout": "simd bfloat16 8\n",
    "stderr": "",
    "combined": "simd bfloat16 8"
  },
  "04-weights": {
    "exit_code": 0,
    "stdout": "[3 4]\n",
    "stderr": "",
    "combined": "[3 4]"
  },
  "05-quant": {
    "exit_code": 0,
    "stdout": "rows 2 cols 4 y [0.6857143 -1.4901161e-08]\n",
    "stderr": "",
    "combined": "rows 2 cols 4 y [0.6857143 -1.4901161e-08]"
  },
  "06-simd": {
    "exit_code": 0,
    "stdout": "10\n",
    "stderr": "",
    "combined": "10"
  },
  "07-webgpu": {
    "exit_code": 0,
    "stdout": "webgpu probe goos=linux goarch=amd64 WELVET_WGPU_BACKEND=\"\"\n  adapter high-perf: name=\"NVIDIA GeForce GTX 1650 SUPER\" vendor=\"NVIDIA\" arch=\"\" driver=\"610.57.04\" backend=vulkan type=discrete-gpu | maxBuf=1099511627776 maxSSBO=2147483644 maxSSBO/stage=524288 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  \u2192 selected high-perf\n  adapter low-power: name=\"Intel(R) UHD Graphics 630 (CML GT2)\" vendor=\"Intel open-source Mesa driver\" arch=\"\" driver=\"Mesa 26.1.8\" backend=vulkan type=integrated-gpu | maxBuf=2147483647 maxSSBO=2147483644 maxSSBO/stage=103 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  adapter force-fallback: name=\"llvmpipe (LLVM 22.1.8, 256 bits)\" vendor=\"llvmpipe\" arch=\"\" driver=\"Mesa 26.1.8 (LLVM 22.1.8)\" backend=vulkan type=cpu | maxBuf=2147483647 maxSSBO=134217728 maxSSBO/stage=48 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  adapter default: name=\"NVIDIA GeForce GTX 1650 SUPER\" vendor=\"NVIDIA\" arch=\"\" driver=\"610.57.04\" backend=vulkan type=discrete-gpu | maxBuf=1099511627776 maxSSBO=2147483644 maxSSBO/stage=524288 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  try RequestDevice inflated: maxBuf=2147483648 maxSSBO=1073741824 maxSSBO/stage=524288 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\nRESULT: OK via=inflated adapter=\"NVIDIA GeForce GTX 1650 SUPER\" backend=vulkan maxSSBO=2147483644 maxBuf=1099511627776\n[1.5 2.5] <nil> NVIDIA GeForce GTX 1650 SUPER\n",
    "stderr": "",
    "combined": "webgpu probe goos=linux goarch=amd64 WELVET_WGPU_BACKEND=\"\"\n  adapter high-perf: name=\"NVIDIA GeForce GTX 1650 SUPER\" vendor=\"NVIDIA\" arch=\"\" driver=\"610.57.04\" backend=vulkan type=discrete-gpu | maxBuf=1099511627776 maxSSBO=2147483644 maxSSBO/stage=524288 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  \u2192 selected high-perf\n  adapter low-power: name=\"Intel(R) UHD Graphics 630 (CML GT2)\" vendor=\"Intel open-source Mesa driver\" arch=\"\" driver=\"Mesa 26.1.8\" backend=vulkan type=integrated-gpu | maxBuf=2147483647 maxSSBO=2147483644 maxSSBO/stage=103 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  adapter force-fallback: name=\"llvmpipe (LLVM 22.1.8, 256 bits)\" vendor=\"llvmpipe\" arch=\"\" driver=\"Mesa 26.1.8 (LLVM 22.1.8)\" backend=vulkan type=cpu | maxBuf=2147483647 maxSSBO=134217728 maxSSBO/stage=48 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  adapter default: name=\"NVIDIA GeForce GTX 1650 SUPER\" vendor=\"NVIDIA\" arch=\"\" driver=\"610.57.04\" backend=vulkan type=discrete-gpu | maxBuf=1099511627776 maxSSBO=2147483644 maxSSBO/stage=524288 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\n  try RequestDevice inflated: maxBuf=2147483648 maxSSBO=1073741824 maxSSBO/stage=524288 maxBindGroups=8 maxComputeWG=65535 maxInvoc/WG=1024\nRESULT: OK via=inflated adapter=\"NVIDIA GeForce GTX 1650 SUPER\" backend=vulkan maxSSBO=2147483644 maxBuf=1099511627776\n[1.5 2.5] <nil> NVIDIA GeForce GTX 1650 SUPER"
  },
  "08-tiling": {
    "exit_code": 0,
    "stdout": "32 true 16\n",
    "stderr": "",
    "combined": "32 true 16"
  },
  "09-architecture": {
    "exit_code": 0,
    "stdout": "cells 2\n",
    "stderr": "",
    "combined": "cells 2"
  },
  "10-fusedgpu": {
    "exit_code": 0,
    "stdout": "need an ENTITY file: open model.entity: no such file or directory\n",
    "stderr": "",
    "combined": "need an ENTITY file: open model.entity: no such file or directory"
  },
  "11-dense": {
    "exit_code": 0,
    "stdout": "8 32\n",
    "stderr": "",
    "combined": "8 32"
  },
  "12-mha": {
    "exit_code": 0,
    "stdout": "true 256 <nil>\n",
    "stderr": "",
    "combined": "true 256 <nil>"
  },
  "13-swiglu": {
    "exit_code": 0,
    "stdout": "64 <nil>\n",
    "stderr": "",
    "combined": "64 <nil>"
  },
  "14-rmsnorm": {
    "exit_code": 0,
    "stdout": "[0 0 0 0] <nil>\n",
    "stderr": "",
    "combined": "[0 0 0 0] <nil>"
  },
  "15-layernorm": {
    "exit_code": 0,
    "stdout": "8 <nil>\n",
    "stderr": "",
    "combined": "8 <nil>"
  },
  "16-embedding": {
    "exit_code": 0,
    "stdout": "[1 4 16] <nil>\n",
    "stderr": "",
    "combined": "[1 4 16] <nil>"
  },
  "17-softmax": {
    "exit_code": 0,
    "stdout": "[0.6380664 0.23473153 0.09543471 0.031767454] <nil>\n",
    "stderr": "",
    "combined": "[0.6380664 0.23473153 0.09543471 0.031767454] <nil>"
  },
  "18-sequential": {
    "exit_code": 0,
    "stdout": "16 <nil>\n",
    "stderr": "",
    "combined": "16 <nil>"
  },
  "19-residual": {
    "exit_code": 0,
    "stdout": "16 <nil>\n",
    "stderr": "",
    "combined": "16 <nil>"
  },
  "20-cnn": {
    "exit_code": 0,
    "stdout": "[1 4 6 6] <nil>\n",
    "stderr": "",
    "combined": "[1 4 6 6] <nil>"
  },
  "21-rnn-lstm": {
    "exit_code": 0,
    "stdout": "64 64\n",
    "stderr": "",
    "combined": "64 64"
  },
  "22-seqmix": {
    "exit_code": 0,
    "stdout": "attention\n",
    "stderr": "",
    "combined": "attention"
  },
  "23-gdn": {
    "exit_code": 0,
    "stdout": "<nil>\n",
    "stderr": "",
    "combined": "<nil>"
  },
  "24-mamba": {
    "exit_code": 0,
    "stdout": "true <nil>\n",
    "stderr": "",
    "combined": "true <nil>"
  },
  "25-convt": {
    "exit_code": 0,
    "stdout": "[1 2 17] <nil>\n",
    "stderr": "",
    "combined": "[1 2 17] <nil>"
  },
  "26-kmeans": {
    "exit_code": 0,
    "stdout": "[1 4] <nil>\n",
    "stderr": "",
    "combined": "[1 4] <nil>"
  },
  "27-parallel": {
    "exit_code": 0,
    "stdout": "loss 0 err <nil>\n",
    "stderr": "",
    "combined": "loss 0 err <nil>"
  },
  "28-metacognition": {
    "exit_code": 0,
    "stdout": "16 <nil>\n",
    "stderr": "",
    "combined": "16 <nil>"
  },
  "29-forward": {
    "exit_code": 0,
    "stdout": "true <nil>\n",
    "stderr": "",
    "combined": "true <nil>"
  },
  "30-backward": {
    "exit_code": 0,
    "stdout": "true <nil>\n",
    "stderr": "",
    "combined": "true <nil>"
  },
  "31-training": {
    "exit_code": 0,
    "stdout": "0 <nil>\n",
    "stderr": "",
    "combined": "0 <nil>"
  },
  "32-step": {
    "exit_code": 0,
    "stdout": "<nil>\n",
    "stderr": "",
    "combined": "<nil>"
  },
  "65-cross-numeric": {
    "exit_code": 0,
    "stdout": "1.5 <nil> false\n",
    "stderr": "",
    "combined": "1.5 <nil> false"
  },
  "67-train-modes": {
    "exit_code": 0,
    "stdout": "named 31 linestep 11\nstepfastproxy Step[T][S][FP] <nil>\n[T]=Tween  [S]=Split  [FP]=FastProxy  [L]=Linear  [HP]=HeadProxy  [F]=Freeze  [Sh]=Shadow  [A]=Adv  [M]=Memory\n",
    "stderr": "",
    "combined": "named 31 linestep 11\nstepfastproxy Step[T][S][FP] <nil>\n[T]=Tween  [S]=Split  [FP]=FastProxy  [L]=Linear  [HP]=HeadProxy  [F]=Freeze  [Sh]=Shadow  [A]=Adv  [M]=Memory"
  },
  "33-dna": {
    "exit_code": 0,
    "stdout": "{1 map[0,0,0,0:1] []}\n",
    "stderr": "",
    "combined": "{1 map[0,0,0,0:1] []}"
  },
  "34-evolution": {
    "exit_code": 0,
    "stdout": "<nil>\n",
    "stderr": "",
    "combined": "<nil>"
  },
  "35-tween": {
    "exit_code": 0,
    "stdout": "forward: no op at {0 0 0 0} (type Dense)\n",
    "stderr": "",
    "combined": "forward: no op at {0 0 0 0} (type Dense)"
  },
  "36-tanhi": {
    "exit_code": 0,
    "stdout": "",
    "stderr": "",
    "combined": ""
  },
  "37-telemetry": {
    "exit_code": 0,
    "stdout": "{ID:demo TotalLayers:1 TotalParams:0 Layers:[{Z:0 Y:0 X:0 L:0 Type:Dense Activation:ReLU Parameters:0 InputShape:[] OutputShape:[] Branches:[] CombineMode:}]}\n",
    "stderr": "",
    "combined": "{ID:demo TotalLayers:1 TotalParams:0 Layers:[{Z:0 Y:0 X:0 L:0 Type:Dense Activation:ReLU Parameters:0 InputShape:[] OutputShape:[] Branches:[] CombineMode:}]}"
  },
  "66-lucy": {
    "exit_code": 0,
    "stdout": "soft=20.0 class=91.0 avail=80.0 score=7680\n",
    "stderr": "",
    "combined": "soft=20.0 class=91.0 avail=80.0 score=7680"
  },
  "69-lucy-density": {
    "exit_code": 0,
    "stdout": "lead=int8 band=gold LPD=5.11 trap=bin\n",
    "stderr": "",
    "combined": "lead=int8 band=gold LPD=5.11 trap=bin"
  },
  "38-entity": {
    "exit_code": 0,
    "stdout": "open model.entity: no such file or directory\n",
    "stderr": "",
    "combined": "open model.entity: no such file or directory"
  },
  "39-hf": {
    "exit_code": 0,
    "stdout": "hf: config.json: stat /path/to/hf-snapshot/config.json: no such file or directory\n",
    "stderr": "",
    "combined": "hf: config.json: stat /path/to/hf-snapshot/config.json: no such file or directory"
  },
  "40-tokenizer": {
    "exit_code": 0,
    "stdout": "failed to read tokenizer file: open tokenizer.json: no such file or directory\n",
    "stderr": "",
    "combined": "failed to read tokenizer file: open tokenizer.json: no such file or directory"
  },
  "41-sampling": {
    "exit_code": 0,
    "stdout": "1\n1\n",
    "stderr": "",
    "combined": "1\n1"
  },
  "42-transformer": {
    "exit_code": 0,
    "stdout": "open model.entity: no such file or directory\n",
    "stderr": "",
    "combined": "open model.entity: no such file or directory"
  },
  "43-apps": {
    "exit_code": 0,
    "stdout": "Apps import the engine \u2014 the engine never imports apps.\n  cd apps/octo && go run .\n  cd apps/flux2 && go run .\n  cd apps/mosstts && go run .\n",
    "stderr": "",
    "combined": "Apps import the engine \u2014 the engine never imports apps.\n  cd apps/octo && go run .\n  cd apps/flux2 && go run .\n  cd apps/mosstts && go run ."
  },
  "44-octo": {
    "exit_code": 0,
    "stdout": "Octo is its own module \u2014 the engine never imports it.\n  cd apps/octo && go run .\n  download -> convert -> .entity -> chat / serve / bench\n",
    "stderr": "",
    "combined": "Octo is its own module \u2014 the engine never imports it.\n  cd apps/octo && go run .\n  download -> convert -> .entity -> chat / serve / bench"
  },
  "68-cameral": {
    "exit_code": 0,
    "stdout": "mix loss 0 err <nil>\n",
    "stderr": "",
    "combined": "mix loss 0 err <nil>"
  },
  "70-cam-sync": {
    "exit_code": 0,
    "stdout": "cosine before=-0.0697 after=1.0000\n",
    "stderr": "",
    "combined": "cosine before=-0.0697 after=1.0000"
  },
  "45-stub-seed": {
    "exit_code": 0,
    "stdout": "0.4118750632366808\n",
    "stderr": "",
    "combined": "0.4118750632366808"
  },
  "46-stub-serialization": {
    "exit_code": 0,
    "stdout": "101 <nil>\n",
    "stderr": "",
    "combined": "101 <nil>"
  },
  "47-stub-memory": {
    "exit_code": 0,
    "stdout": "{HostWeightsMB:0 GPUWeightsMB:0 GPUKVMB:0}\n",
    "stderr": "",
    "combined": "{HostWeightsMB:0 GPUWeightsMB:0 GPUKVMB:0}"
  },
  "48-stub-donate": {
    "exit_code": 0,
    "stdout": "default port 17001\n",
    "stderr": "",
    "combined": "default port 17001"
  },
  "49-stub-fountain": {
    "exit_code": 0,
    "stdout": "*fountain.LTEncoder <nil>\n",
    "stderr": "",
    "combined": "*fountain.LTEncoder <nil>"
  },
  "50-stub-hardware": {
    "exit_code": 0,
    "stdout": "{Model:Intel(R) Core(TM) i5-10400 CPU @ 2.90GHz Logical:12 GOMAXPROCS:12}\nOS: linux | CPU: Intel(R) Core(TM) i5-10400 CPU @ 2.90GHz (12) | RAM: 31.12 GB | GPU: Unknown GPU (0.0 GB)\n",
    "stderr": "",
    "combined": "{Model:Intel(R) Core(TM) i5-10400 CPU @ 2.90GHz Logical:12 GOMAXPROCS:12}\nOS: linux | CPU: Intel(R) Core(TM) i5-10400 CPU @ 2.90GHz (12) | RAM: 31.12 GB | GPU: Unknown GPU (0.0 GB)"
  },
  "51-stub-accel": {
    "exit_code": 0,
    "stdout": "",
    "stderr": "",
    "combined": ""
  },
  "52-stub-clustering": {
    "exit_code": 0,
    "stdout": "2 [0 1]\n",
    "stderr": "",
    "combined": "2 [0 1]"
  },
  "53-stub-ensemble": {
    "exit_code": 0,
    "stdout": "[0 1 1]\n",
    "stderr": "",
    "combined": "[0 1 1]"
  },
  "54-stub-evaluation": {
    "exit_code": 0,
    "stdout": "<nil> evaluation: length mismatch inputs=1 expected=4\n",
    "stderr": "",
    "combined": "<nil> evaluation: length mismatch inputs=1 expected=4"
  },
  "55-stub-grafting": {
    "exit_code": 0,
    "stdout": "false grafting: no valid branches\n",
    "stderr": "",
    "combined": "false grafting: no valid branches"
  },
  "56-stub-grouping": {
    "exit_code": 0,
    "stdout": "true {MultiHeadAttention 64 4}\n",
    "stderr": "",
    "combined": "true {MultiHeadAttention 64 4}"
  },
  "57-stub-introspection": {
    "exit_code": 0,
    "stdout": "9 <nil>\n",
    "stderr": "",
    "combined": "9 <nil>"
  },
  "58-stub-observer": {
    "exit_code": 0,
    "stdout": "*observer.ConsoleObserver\n",
    "stderr": "",
    "combined": "*observer.ConsoleObserver"
  },
  "59-stub-pipeline": {
    "exit_code": 0,
    "stdout": "{PipelineTicks:0 SubLayerOps:0 MaxActiveJobs:0 MaxBlockSpread:0 MaxDistinctBlocks:0 MaxPendingTokens:0 StallFallback:false TokenDoneTick:[]}\n",
    "stderr": "",
    "combined": "{PipelineTicks:0 SubLayerOps:0 MaxActiveJobs:0 MaxBlockSpread:0 MaxDistinctBlocks:0 MaxPendingTokens:0 StallFallback:false TokenDoneTick:[]}"
  },
  "60-stub-templates": {
    "exit_code": 0,
    "stdout": "<|im_start|>system\nYou are helpful.\n<|im_start|>user\nSay hi\n<|im_start|>assistant\n\n",
    "stderr": "",
    "combined": "<|im_start|>system\nYou are helpful.\n<|im_start|>user\nSay hi\n<|im_start|>assistant"
  },
  "61-stub-universal": {
    "exit_code": 0,
    "stdout": "false universal: \"/path/to/snapshot\": open /path/to/snapshot: no such file or directory\n",
    "stderr": "",
    "combined": "false universal: \"/path/to/snapshot\": open /path/to/snapshot: no such file or directory"
  },
  "62-w2a": {
    "exit_code": 0,
    "stdout": "w2a is a separate module \u2014 engine packages never contain tests.\n\n  cd w2a\n  go run .                                      # interactive; [0] = ALL\n  go test ./tests/dense -v\n  go test ./tests/parallel -run Test49AllTrainModesCubes -count=1 -v\n",
    "stderr": "",
    "combined": "w2a is a separate module \u2014 engine packages never contain tests.\n\n  cd w2a\n  go run .                                      # interactive; [0] = ALL\n  go test ./tests/dense -v\n  go test ./tests/parallel -run Test49AllTrainModesCubes -count=1 -v"
  },
  "63-validation": {
    "exit_code": 0,
    "stdout": "w2a [0] ALL: 246032 cells  FAIL 0  RESULT PASS\nGAP = declared skip (GDN non-f32, AffinePacked, \u2026) \u2014 not a fail\n",
    "stderr": "",
    "combined": "w2a [0] ALL: 246032 cells  FAIL 0  RESULT PASS\nGAP = declared skip (GDN non-f32, AffinePacked, \u2026) \u2014 not a fail"
  },
  "64-scorecard": {
    "exit_code": 0,
    "stdout": "v1.1.1\nscorecard 100/100\n",
    "stderr": "",
    "combined": "v1.1.1\nscorecard 100/100"
  }
}