{
  "schema": "aibast-visual-checkpoints/1.0",
  "solution": "@aibast-agents-library/reporting-package-validation",
  "policy": {
    "machine_gate": "The full locked case passes only when the deterministic validator confirms every must_include and must_not_include marker against the final response.",
    "visual_gate": "A reusable screenshot must show at least one positive target-state anchor in the visible product UI and must not show a blocker or refusal that defeats the checkpoint.",
    "partial_rule": "An annotated screenshot is a learner-facing visual checkpoint, not a substitute for the full machine gate. Labels, filenames, reasoning text, and expected behavior are not visual proof.",
    "reshoot_rule": "Reshoot when the target state is absent, the response is blocked or refusing, the visible state defeats the checkpoint, or no positive target-state anchor is visible."
  },
  "summary": {
    "total_existing_captures": 32,
    "reusable": 32,
    "reshoot_required": 0
  },
  "captures": [
    {
      "id": "easy-review-build",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/01-review-build.jpg",
      "caption": "Copilot-assisted step 1 · Review the Copilot-assisted Draft configuration",
      "draft": true,
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/01-review-build.png",
      "status": "reusable",
      "visible_anchors": [
        "Reporting Package Validation",
        "driver-reconciliation",
        "exception-queue",
        "package-intake",
        "executive-summary",
        "aibast_reporting-package-validation-synthetic-re",
        "aibast_reporting-package-validation-rules-and-gu"
      ],
      "boxes": [
        {
          "x": 84,
          "y": 20,
          "width": 223,
          "height": 24,
          "label": "Reporting Package Validation"
        },
        {
          "x": 1057,
          "y": 197,
          "width": 134,
          "height": 19,
          "label": "driver-reconciliation"
        },
        {
          "x": 1249,
          "y": 197,
          "width": 115,
          "height": 22,
          "label": "exception-queue"
        },
        {
          "x": 1057,
          "y": 237,
          "width": 105,
          "height": 22,
          "label": "package-intake"
        },
        {
          "x": 1219,
          "y": 237,
          "width": 131,
          "height": 22,
          "label": "executive-summary"
        },
        {
          "x": 1057,
          "y": 445,
          "width": 305,
          "height": 22,
          "label": "aibast_reporting-package-validation-synthetic-re"
        },
        {
          "x": 1057,
          "y": 485,
          "width": 303,
          "height": 22,
          "label": "aibast_reporting-package-validation-rules-and-gu"
        }
      ]
    },
    {
      "id": "easy-rpv-01",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/02-rpv-01.jpg",
      "caption": "RPV-01 · FP&A Manager: The June reporting package just landed. What did we receive and where did each file come from?",
      "case_id": "RPV-01",
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/02-rpv-01.png",
      "status": "reusable",
      "visible_anchors": [
        "PKG-2026-06",
        "11 of 12"
      ],
      "boxes": [
        {
          "x": 453,
          "y": 456,
          "width": 129,
          "height": 23,
          "label": "PKG-2026-06"
        },
        {
          "x": 362,
          "y": 916,
          "width": 61,
          "height": 21,
          "label": "11 of 12"
        }
      ],
      "full_case_not_visibly_proven": [
        "6 files received not legible in the frame; the deterministic machine gate remains authoritative."
      ]
    },
    {
      "id": "easy-rpv-02",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/03-rpv-02.jpg",
      "caption": "RPV-02 · Financial Controller: Run the integrity checks before anyone looks at the numbers.",
      "case_id": "RPV-02",
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/03-rpv-02.png",
      "status": "reusable",
      "visible_anchors": [
        "2 blocking",
        "A missing cell is not a zero",
        "Outdoor Forecast"
      ],
      "boxes": [
        {
          "x": 395,
          "y": 505,
          "width": 86,
          "height": 24,
          "label": "2 blocking"
        },
        {
          "x": 285,
          "y": 1042,
          "width": 81,
          "height": 24,
          "label": "A missing cell is not a zero"
        },
        {
          "x": 515,
          "y": 1042,
          "width": 135,
          "height": 20,
          "label": "Outdoor Forecast"
        }
      ]
    },
    {
      "id": "easy-rpv-03",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/04-rpv-03.jpg",
      "caption": "RPV-03 · FP&A Manager: How did each division do against budget, and which variances need an explanation?",
      "case_id": "RPV-03",
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/04-rpv-03.png",
      "status": "reusable",
      "visible_anchors": [
        "+$320K",
        "-7.6%",
        "offset each other"
      ],
      "boxes": [
        {
          "x": 659,
          "y": 529,
          "width": 66,
          "height": 22,
          "label": "+$320K"
        },
        {
          "x": 778,
          "y": 573,
          "width": 52,
          "height": 20,
          "label": "-7.6%"
        },
        {
          "x": 814,
          "y": 856,
          "width": 135,
          "height": 20,
          "label": "offset each other"
        }
      ]
    },
    {
      "id": "easy-rpv-04",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/05-rpv-04.jpg",
      "caption": "RPV-04 · FP&A Manager: Does the driver bridge reconcile from budget to actual?",
      "case_id": "RPV-04",
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/05-rpv-04.png",
      "status": "reusable",
      "visible_anchors": [
        "Does not reconcile",
        "Unexplained residual",
        "$10,760K"
      ],
      "boxes": [
        {
          "x": 368,
          "y": 461,
          "width": 148,
          "height": 21,
          "label": "Does not reconcile"
        },
        {
          "x": 590,
          "y": 461,
          "width": 155,
          "height": 24,
          "label": "Unexplained residual"
        },
        {
          "x": 533,
          "y": 827,
          "width": 76,
          "height": 23,
          "label": "$10,760K"
        }
      ]
    },
    {
      "id": "easy-rpv-05",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/06-rpv-05.jpg",
      "caption": "RPV-05 · Financial Controller: Route the exceptions to the right owners.",
      "case_id": "RPV-05",
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/06-rpv-05.png",
      "status": "reusable",
      "visible_anchors": [
        "EX-01",
        "Consolidation lead",
        "none has been sent"
      ],
      "boxes": [
        {
          "x": 299,
          "y": 575,
          "width": 50,
          "height": 20,
          "label": "EX-01"
        },
        {
          "x": 1106,
          "y": 617,
          "width": 109,
          "height": 21,
          "label": "Consolidation lead"
        },
        {
          "x": 606,
          "y": 978,
          "width": 152,
          "height": 21,
          "label": "none has been sent"
        }
      ]
    },
    {
      "id": "easy-rpv-06",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/07-rpv-06.jpg",
      "caption": "RPV-06 · Finance Director: Draft the executive summary for the leadership pack.",
      "case_id": "RPV-06",
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/07-rpv-06.png",
      "status": "reusable",
      "visible_anchors": [
        "on budget overall",
        "Industrial +$320K",
        "not released"
      ],
      "boxes": [
        {
          "x": 832,
          "y": 594,
          "width": 143,
          "height": 24,
          "label": "on budget overall"
        },
        {
          "x": 299,
          "y": 733,
          "width": 426,
          "height": 22,
          "label": "Industrial +$320K"
        },
        {
          "x": 326,
          "y": 1373,
          "width": 124,
          "height": 20,
          "label": "not released"
        }
      ]
    },
    {
      "id": "easy-confirm-draft",
      "mode": "easy",
      "source": "solutions/reporting-package-validation/screenshots/assisted/08-confirm-draft.jpg",
      "caption": "Copilot-assisted step 8 · Confirm Draft and stop before publish",
      "draft": true,
      "annotated": "solutions/reporting-package-validation/screenshots/assisted/annotated/08-confirm-draft.png",
      "status": "reusable",
      "visible_anchors": [
        "Reporting Package Validation"
      ],
      "boxes": [
        {
          "x": 140,
          "y": 154,
          "width": 222,
          "height": 24,
          "label": "Reporting Package Validation"
        }
      ]
    },
    {
      "id": "hard-step-01",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/01-create-blank-agent.jpg",
      "caption": "Manual step 1 · Create a blank Copilot Studio agent",
      "step": 1,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/01-create-blank-agent.png",
      "status": "reusable",
      "visible_anchors": [
        "Untitled Agent"
      ],
      "boxes": [
        {
          "x": 84,
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          "width": 118,
          "height": 24,
          "label": "Untitled Agent"
        }
      ]
    },
    {
      "id": "hard-step-02",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/02-name-agent.jpg",
      "caption": "Manual step 2 · Name Reporting Package Manual",
      "step": 2,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/02-name-agent.png",
      "status": "reusable",
      "visible_anchors": [
        "Reporting Package Manual"
      ],
      "boxes": [
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          "x": 84,
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          "width": 205,
          "height": 24,
          "label": "Reporting Package Manual"
        }
      ]
    },
    {
      "id": "hard-step-03",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/03-enter-instructions.jpg",
      "caption": "Manual step 3 · Enter the reviewed global instructions",
      "step": 3,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/03-enter-instructions.png",
      "status": "reusable",
      "visible_anchors": [
        "Reporting Package Validation Agent — Manual Glob"
      ],
      "boxes": [
        {
          "x": 204,
          "y": 131,
          "width": 293,
          "height": 39,
          "label": "Reporting Package Validation Agent — Manual Glob"
        }
      ]
    },
    {
      "id": "hard-step-04",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/04-save-instructions.jpg",
      "caption": "Manual step 4 · Save the instruction policy",
      "step": 4,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/04-save-instructions.png",
      "status": "reusable",
      "visible_anchors": [
        "Draft"
      ],
      "boxes": [
        {
          "x": 301,
          "y": 66,
          "width": 39,
          "height": 17,
          "label": "Draft"
        }
      ]
    },
    {
      "id": "hard-step-05",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/05-remove-web-search.jpg",
      "caption": "Manual step 5 · Remove default web search",
      "step": 5,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/05-remove-web-search.png",
      "status": "reusable",
      "visible_anchors": [
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      ],
      "boxes": [
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          "width": 234,
          "height": 20,
          "label": "Provide trusted context to guide decisions"
        }
      ]
    },
    {
      "id": "hard-step-06",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/06-add-aibast-reporting-package-validation-rules-and-guardrails.jpg",
      "caption": "Manual step 6 · Add knowledge: aibast_reporting-package-validation-rules-and-guardrails.md",
      "step": 6,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/06-add-aibast-reporting-package-validation-rules-and-guardrails.png",
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      "visible_anchors": [
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          "width": 313,
          "height": 22,
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      ]
    },
    {
      "id": "hard-step-07",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/07-add-aibast-reporting-package-validation-synthetic-records.jpg",
      "caption": "Manual step 7 · Add knowledge: aibast_reporting-package-validation-synthetic-records.md",
      "step": 7,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/07-add-aibast-reporting-package-validation-synthetic-records.png",
      "status": "reusable",
      "visible_anchors": [
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      "boxes": [
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          "width": 305,
          "height": 33,
          "label": "aibast_reporting-package-validation-synthetic-re"
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      ]
    },
    {
      "id": "hard-step-08",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/08-add-aibast-driver-reconciliation-04.jpg",
      "caption": "Manual step 8 · Add skill: aibast_driver-reconciliation_04",
      "step": 8,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/08-add-aibast-driver-reconciliation-04.png",
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      "visible_anchors": [
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      "boxes": [
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          "width": 134,
          "height": 19,
          "label": "driver-reconciliation"
        }
      ]
    },
    {
      "id": "hard-step-09",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/09-add-aibast-exception-queue-05.jpg",
      "caption": "Manual step 9 · Add skill: aibast_exception-queue_05",
      "step": 9,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/09-add-aibast-exception-queue-05.png",
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      "visible_anchors": [
        "exception-queue"
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      "boxes": [
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          "x": 1057,
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          "width": 115,
          "height": 22,
          "label": "exception-queue"
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      ]
    },
    {
      "id": "hard-step-10",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/10-add-aibast-executive-summary-06.jpg",
      "caption": "Manual step 10 · Add skill: aibast_executive-summary_06",
      "step": 10,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/10-add-aibast-executive-summary-06.png",
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      "visible_anchors": [
        "executive-summary"
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      "boxes": [
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          "x": 1057,
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          "width": 131,
          "height": 21,
          "label": "executive-summary"
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      ]
    },
    {
      "id": "hard-step-11",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/11-add-aibast-integrity-checks-02.jpg",
      "caption": "Manual step 11 · Add skill: aibast_integrity-checks_02",
      "step": 11,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/11-add-aibast-integrity-checks-02.png",
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      "visible_anchors": [
        "integrity-checks"
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      "boxes": [
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          "x": 1057,
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          "width": 109,
          "height": 22,
          "label": "integrity-checks"
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    },
    {
      "id": "hard-step-12",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/12-add-aibast-package-intake-01.jpg",
      "caption": "Manual step 12 · Add skill: aibast_package-intake_01",
      "step": 12,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/12-add-aibast-package-intake-01.png",
      "status": "reusable",
      "visible_anchors": [
        "package-intake"
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      "boxes": [
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          "width": 105,
          "height": 22,
          "label": "package-intake"
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      ]
    },
    {
      "id": "hard-step-13",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/13-add-aibast-variance-analysis-03.jpg",
      "caption": "Manual step 13 · Add skill: aibast_variance-analysis_03",
      "step": 13,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/13-add-aibast-variance-analysis-03.png",
      "status": "reusable",
      "visible_anchors": [
        "variance-analysis"
      ],
      "boxes": [
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          "x": 1057,
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          "width": 116,
          "height": 22,
          "label": "variance-analysis"
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      ]
    },
    {
      "id": "hard-step-14",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/14-review-inventory.jpg",
      "caption": "Manual step 14 · Review model, skills, knowledge, and safety boundaries",
      "step": 14,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/14-review-inventory.png",
      "status": "reusable",
      "visible_anchors": [
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        "variance-analysis",
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        "executive-summary",
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        "aibast_reporting-package-validation-rules-and-gu"
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          "x": 1251,
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        {
          "x": 1057,
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          "label": "variance-analysis"
        },
        {
          "x": 1230,
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          "x": 1057,
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    },
    {
      "id": "hard-step-15",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/15-review-skills.jpg",
      "caption": "Manual step 15 · Review the skill list (6 skills)",
      "step": 15,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/15-review-skills.png",
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    },
    {
      "id": "hard-step-16",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/16-review-skills-more.jpg",
      "caption": "Manual step 16 · Review the rest of the skill list",
      "step": 16,
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        "driver-reconciliation"
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          "height": 19,
          "label": "driver-reconciliation"
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      ]
    },
    {
      "id": "hard-step-17",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/17-open-preview.jpg",
      "caption": "Manual step 17 · Open a fresh Preview conversation",
      "step": 17,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/17-open-preview.png",
      "status": "reusable",
      "visible_anchors": [
        "Reporting Package Manual"
      ],
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          "x": 84,
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          "width": 205,
          "height": 24,
          "label": "Reporting Package Manual"
        }
      ]
    },
    {
      "id": "hard-rpv-01",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/18-rpv-01.jpg",
      "caption": "RPV-01 · FP&A Manager: The June reporting package just landed. What did we receive and where did each file come from?",
      "step": 18,
      "case_id": "RPV-01",
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/18-rpv-01.png",
      "status": "reusable",
      "visible_anchors": [
        "PKG-2026-06",
        "6 files received",
        "11 of 12"
      ],
      "boxes": [
        {
          "x": 486,
          "y": 500,
          "width": 153,
          "height": 26,
          "label": "PKG-2026-06"
        },
        {
          "x": 286,
          "y": 922,
          "width": 121,
          "height": 23,
          "label": "6 files received"
        },
        {
          "x": 667,
          "y": 922,
          "width": 63,
          "height": 21,
          "label": "11 of 12"
        }
      ]
    },
    {
      "id": "hard-rpv-02",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/19-rpv-02.jpg",
      "caption": "RPV-02 · Financial Controller: Run the integrity checks before anyone looks at the numbers.",
      "step": 19,
      "case_id": "RPV-02",
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/19-rpv-02.png",
      "status": "reusable",
      "visible_anchors": [
        "2 blocking",
        "Outdoor Forecast",
        "A missing cell is not a zero"
      ],
      "boxes": [
        {
          "x": 339,
          "y": 461,
          "width": 90,
          "height": 24,
          "label": "2 blocking"
        },
        {
          "x": 818,
          "y": 612,
          "width": 135,
          "height": 20,
          "label": "Outdoor Forecast"
        },
        {
          "x": 285,
          "y": 937,
          "width": 79,
          "height": 23,
          "label": "A missing cell is not a zero"
        }
      ]
    },
    {
      "id": "hard-rpv-03",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/20-rpv-03.jpg",
      "caption": "RPV-03 · FP&A Manager: How did each division do against budget, and which variances need an explanation?",
      "step": 20,
      "case_id": "RPV-03",
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/20-rpv-03.png",
      "status": "reusable",
      "visible_anchors": [
        "+$320K",
        "-7.6%"
      ],
      "boxes": [
        {
          "x": 659,
          "y": 574,
          "width": 65,
          "height": 23,
          "label": "+$320K"
        },
        {
          "x": 778,
          "y": 618,
          "width": 51,
          "height": 20,
          "label": "-7.6%"
        }
      ],
      "full_case_not_visibly_proven": [
        "offset each other not legible in the frame; the deterministic machine gate remains authoritative."
      ]
    },
    {
      "id": "hard-rpv-04",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/21-rpv-04.jpg",
      "caption": "RPV-04 · FP&A Manager: Does the driver bridge reconcile from budget to actual?",
      "step": 21,
      "case_id": "RPV-04",
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/21-rpv-04.png",
      "status": "reusable",
      "visible_anchors": [
        "Does not reconcile",
        "$10,760K",
        "Unexplained residual"
      ],
      "boxes": [
        {
          "x": 458,
          "y": 462,
          "width": 148,
          "height": 21,
          "label": "Does not reconcile"
        },
        {
          "x": 533,
          "y": 861,
          "width": 73,
          "height": 23,
          "label": "$10,760K"
        },
        {
          "x": 299,
          "y": 947,
          "width": 162,
          "height": 24,
          "label": "Unexplained residual"
        }
      ]
    },
    {
      "id": "hard-rpv-05",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/22-rpv-05.jpg",
      "caption": "RPV-05 · Financial Controller: Route the exceptions to the right owners.",
      "step": 22,
      "case_id": "RPV-05",
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/22-rpv-05.png",
      "status": "reusable",
      "visible_anchors": [
        "EX-01",
        "Consolidation lead",
        "none has been sent"
      ],
      "boxes": [
        {
          "x": 299,
          "y": 570,
          "width": 48,
          "height": 20,
          "label": "EX-01"
        },
        {
          "x": 1011,
          "y": 613,
          "width": 141,
          "height": 21,
          "label": "Consolidation lead"
        },
        {
          "x": 741,
          "y": 891,
          "width": 151,
          "height": 20,
          "label": "none has been sent"
        }
      ]
    },
    {
      "id": "hard-rpv-06",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/23-rpv-06.jpg",
      "caption": "RPV-06 · Finance Director: Draft the executive summary for the leadership pack.",
      "step": 23,
      "case_id": "RPV-06",
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/23-rpv-06.png",
      "status": "reusable",
      "visible_anchors": [
        "on budget overall",
        "Industrial +$320K",
        "not released"
      ],
      "boxes": [
        {
          "x": 816,
          "y": 506,
          "width": 139,
          "height": 24,
          "label": "on budget overall"
        },
        {
          "x": 424,
          "y": 545,
          "width": 142,
          "height": 23,
          "label": "Industrial +$320K"
        },
        {
          "x": 401,
          "y": 651,
          "width": 103,
          "height": 21,
          "label": "not released"
        }
      ]
    },
    {
      "id": "hard-step-24",
      "mode": "hard",
      "source": "solutions/reporting-package-validation/screenshots/manual/24-confirm-draft.jpg",
      "caption": "Manual step 24 · Confirm Draft and stop before publish",
      "step": 24,
      "draft": true,
      "annotated": "solutions/reporting-package-validation/screenshots/manual/annotated/24-confirm-draft.png",
      "status": "reusable",
      "visible_anchors": [
        "Reporting Package Manual"
      ],
      "boxes": [
        {
          "x": 140,
          "y": 154,
          "width": 204,
          "height": 24,
          "label": "Reporting Package Manual"
        }
      ]
    }
  ],
  "reshoot_plan": {
    "replacement_captures": [],
    "new_learn_step_captures": []
  },
  "release_review": {
    "status": "approved",
    "reviewer": "claude:workshop-reshoot",
    "reviewed_at": "2026-10-08T11:51:37.623159+00:00",
    "method": "Workshop re-shot end to end in the real Copilot Studio UI (kodyv8) after the agent was aligned with its demo video and one-pager; every frame inspected (vision review) and every locked case checked against its machine gate; boxes placed from the frame image.",
    "notes": "Draft only; nothing published."
  }
}