{
  "project": "Assistant & Digital Twin",
  "status": "Local experimental prototype",
  "video": {
    "file": "/media/projects/assistant-digital-twin.webm",
    "durationSeconds": 229.6895833333333,
    "bytes": 6234295,
    "sha256": "caa606da4b2a8ebaa4b7f7eeb4caf2890ae4bde4386dbf58989a8440931315c0",
    "narration": "Brian HQ synthetic voice, ElevenLabs",
    "editing": "Recorded completed run; compute waits shortened; final successful answer shown; earlier imperfect replies retained in application history."
  },
  "hardware": {
    "manufacturer": "HP",
    "laptopModel": "EliteBook 845 G8 Notebook PC",
    "processor": "AMD Ryzen 5 PRO 5650U with Radeon Graphics",
    "cores": 6,
    "logicalProcessors": 12,
    "installedMemoryBytes": 34359738368,
    "usableMemoryBytes": 33622650880,
    "trainingSeconds": 83.813,
    "comparisonSeconds": 79.469,
    "modelId": "Qwen/Qwen3-0.6B",
    "method": "LoRA",
    "rank": 8,
    "trainableParameters": 1146880,
    "device": "CPU",
    "threads": 4,
    "memoryCapBytes": 8589934592
  },
  "dataset": {
    "trainingExamples": 12,
    "heldOutExamples": 4,
    "sourceDocuments": 3,
    "note": "Historical run; later UI defaults to an 80/20 target grouped by whole source document."
  },
  "training": {
    "elapsedSeconds": 83.813,
    "optimizerUpdates": 3,
    "tensorsChanged": true,
    "method": "LoRA",
    "rank": 8,
    "trainableParameters": 1146880
  },
  "comparison": {
    "elapsedSeconds": 79.469,
    "completedCases": 4,
    "totalCases": 4,
    "baseExactMatches": 0,
    "adapterExactMatches": 0,
    "normalization": "Case-fold and collapse whitespace before exact equality.",
    "qualityApproved": false,
    "context": "Evaluation questions did not include the uploaded-source excerpts supplied to chat."
  },
  "interpretation": "Completed cases measure execution, not accuracy. Chat uses relevant uploaded excerpts and a tailored overview prompt. This run does not demonstrate improvement over the base model; earlier probes included factual errors.",
  "websiteExample": {
    "url": "http://b-theory.com/",
    "status": "Public-page preview and downloadable draft only; not trained into the selected adapter."
  },
  "offlineScope": "After model dependencies and source documents are available locally, the local model worker can train and generate on the laptop. Website capture, initial downloads and this film’s voice generation require network access; the full hosted assistant application is not claimed to be entirely offline."
}