{
  "status": "Illustrative acceptance plan, not an executable test suite or observed production result",
  "topic": "Exercise form feedback limitations",
  "date": "2026-11-04",
  "sourceArticle": "https://aptixlabs.com/insights/ai-exercise-form-tracking-limitations",
  "setup": [
    "Use synthetic accounts and records",
    "Record the environment and implementation version",
    "Agree the expected product contract before testing"
  ],
  "reviewSequence": [
    "Define the observable claim for each supported movement",
    "Test occlusion angle and unavailable-module states",
    "Provide an abstain state with useful capture guidance"
  ],
  "cases": [
    {
      "id": "1",
      "condition": "Person box exists but key landmarks are absent",
      "expectedBehavior": "No unsupported form conclusion is shown",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "2",
      "condition": "The camera angle is outside the tested setup",
      "expectedBehavior": "Explain the limitation",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "3",
      "condition": "The native detector fails",
      "expectedBehavior": "Offer a transparent fallback",
      "observedBehavior": null,
      "status": "not_run"
    }
  ],
  "tradeoff": "A narrower supported exercise and camera setup can be more useful than a broad promise of automatic correction. Independent validation is required before claims about accuracy, safety or injury prevention."
}