{
  "title": "Computer training lab checkpoint data for AI",
  "source_page": "https://fiund.com/industries/computer-training-lab-checkpoint-data",
  "authorship": "Original fictional Fiund editorial exercise. No actual operating records or third-party source assets are included.",
  "example": {
    "title": "Match the output to the exercise and checkpoint, not its appearance",
    "context": "A self-contained computer-training packet uses dummy screenshots represented by written artifact records. No commands, credentials or production systems are included.",
    "records": [
      [
        "LC1",
        "Original exercise prompt",
        "Session S1 task A checkpoint 2 expects output label READY-A. Session S2 task B checkpoint 3 expects READY-B."
      ],
      [
        "LC2",
        "Reviewed artifact",
        "S1 / A / checkpoint 2: READY-A visible; instructor review confirms the match."
      ],
      [
        "LC3",
        "S2 submission folder",
        "Contains S1's READY-A artifact plus a written answer saying checkpoint 3 complete. No S2 task-B output supplied."
      ]
    ],
    "question": "What does the submitted artifact verify, and does the written completion claim establish S2's checkpoint result?",
    "answer": "LC2 verifies the specific S1 task-A checkpoint-2 artifact against LC1's prompt. Its presence in the S2 folder does not change that origin. LC3's written completion claim is an assertion, with no matching S2 task-B checkpoint-3 output or review. Report the verified S1 result and the missing S2 evidence separately rather than treating a plausible screenshot as proof of the requested checkpoint.",
    "failureModes": [
      "Using folder placement to rewrite the artifact's session and task identity.",
      "Treating an attempted step or written claim as a reviewer-confirmed output."
    ],
    "fields": [
      [
        "Session, task and checkpoint key",
        "Keeps similar exercises distinct."
      ],
      [
        "Artifact's actual output label",
        "Provides the observable result to compare."
      ],
      [
        "Attempt and review states",
        "Separates claimed completion from checked evidence."
      ]
    ],
    "holdout": "Supply READY-B from S2 checkpoint 1 while checkpoint 3 is requested. Test whether the model checks checkpoint identity even when the visible output label matches.",
    "boundary": "Use original prompts and fabricated artifacts. Include no tokens, credentials, private repositories, learner information, licensed course content or production-network access."
  }
}