{
  "title": "Lamp manufacturing data for AI output and label fields",
  "source_page": "https://fiund.com/industries/lamp-output-power-color-fields-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Equal power does not match the requested output and color",
    "context": "Original neutral mock labels use separate arbitrary power, output and color keys.",
    "records": [
      [
        "1",
        "Request",
        "Power class P4, output class L2, color code C1."
      ],
      [
        "2",
        "Variant A",
        "P4, L2, C2."
      ],
      [
        "3",
        "Variant B",
        "P4, L3, C1."
      ]
    ],
    "question": "Which variant meets all three keys?",
    "answer": "Neither. A meets power and output but differs in color; B meets power and color but differs in output. Records 2 and 3 each supply partial matches to record 1. Keep the three field roles distinct instead of treating power as a proxy for light.",
    "failureModes": [
      "Filtering by power only",
      "Combining A's output with B's color into a nonexistent variant"
    ],
    "fields": [
      [
        "power_class",
        "Identifies the input category"
      ],
      [
        "output_class",
        "Preserves the independent output field"
      ],
      [
        "color_code",
        "Checks the requested appearance variant"
      ]
    ],
    "holdout": "Provide a variant with all three keys and a separately labeled dimming condition; limit the match to the requested fields.",
    "boundary": "No actual lamp ratings, energy claims, fixture selection or compatibility advice."
  }
}