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                {
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                {
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Check for amendment, successor program, changed terminology, or superseding policy."
                ],
                "evidence_paths": [
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                    "Check for amendment, successor program, changed terminology, or superseding policy.",
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                    "Confirm that the bounded support statement still matches the cited source.",
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                "evidence_paths": [
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                {
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            "type": "Manufacturer description",
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                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                {
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        {
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                {
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        {
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                {
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                "evidence_paths": [
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                {
                    "id": "anduril",
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                    "path": "/kill-chain-technology-providers/#provider-anduril"
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            ]
        },
        {
            "id": "army-anduril-ngc2",
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            "date": "Current official announcement",
            "url": "https://www.army.mil/article/287180/army_announces_next_generation_command_and_control_ngc2_prototype_award",
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                "verify_before_use": [
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                "evidence_paths": [
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                    "id": "anduril",
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                    "path": "/kill-chain-technology-providers/#provider-anduril"
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            ]
        },
        {
            "id": "auterion-platform",
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            "date": "Current company page",
            "url": "https://auterion.com/",
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        {
            "id": "hensoldt-ukraine-radars",
            "title": "HENSOLDT delivers further high-performance radars to Ukraine",
            "publisher": "HENSOLDT",
            "date": "Current company announcement",
            "url": "https://www.hensoldt.net/news/hensoldt-delivers-further-high-performance-radars-to-ukraine",
            "type": "Manufacturer / delivery announcement",
            "supports": "Company-reported delivery of radar systems for operational air-defense use; not independent performance validation.",
            "review": {
                "source_id": "hensoldt-ukraine-radars",
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                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                {
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                    "path": "/kill-chain-technology-providers/#relationship-hensoldt-trml4d"
                },
                {
                    "id": "hensoldt",
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                    "label": "HENSOLDT",
                    "path": "/kill-chain-technology-providers/#provider-hensoldt"
                }
            ]
        },
        {
            "id": "iai-elm2084",
            "title": "ELM-2084 Multi-Mission Radar",
            "publisher": "Israel Aerospace Industries / ELTA",
            "date": "Current product page",
            "url": "https://www.iai.co.il/product/elm-2084-mmr/",
            "type": "Manufacturer description",
            "supports": "Company-described multi-mission radar for detection, tracking, target acquisition, and fire-control support.",
            "review": {
                "source_id": "iai-elm2084",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
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                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
                    "data/sources.php",
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                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            "dependencies": [
                {
                    "id": "iai-elm2084",
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                    "label": "Israel Aerospace Industries / ELTA → ELM-2084 Multi-Mission Radar",
                    "path": "/kill-chain-technology-providers/#relationship-iai-elm2084"
                },
                {
                    "id": "iai",
                    "kind": "Technology provider",
                    "label": "Israel Aerospace Industries / ELTA",
                    "path": "/kill-chain-technology-providers/#provider-iai"
                }
            ]
        },
        {
            "id": "iai-barak-mx",
            "title": "BARAK MX air and missile defense system",
            "publisher": "Israel Aerospace Industries",
            "date": "Current product page",
            "url": "https://www.iai.co.il/product/barak-mx/",
            "type": "Manufacturer description",
            "supports": "Company-described networked air and missile defense, battle management, sensors, launchers, and interceptors.",
            "review": {
                "source_id": "iai-barak-mx",
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                "review_state": "current",
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                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
                    "data/sources.php",
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                {
                    "id": "iai-barak-mx",
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                    "path": "/kill-chain-technology-providers/#relationship-iai-barak-mx"
                },
                {
                    "id": "iai",
                    "kind": "Technology provider",
                    "label": "Israel Aerospace Industries / ELTA",
                    "path": "/kill-chain-technology-providers/#provider-iai"
                }
            ]
        },
        {
            "id": "kongsberg-nasams",
            "title": "NASAMS air-defense system",
            "publisher": "Kongsberg Defence & Aerospace",
            "date": "Current product page",
            "url": "https://www.kongsberg.com/what-we-do/defence-and-security/integrated-air-and-missile-defence/nasams-air-defence-system/",
            "type": "Manufacturer description",
            "supports": "Company-described distributed air-defense architecture connecting sensors, fire-distribution centers, launchers, and effectors.",
            "review": {
                "source_id": "kongsberg-nasams",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "retained_for_history": false,
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                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "data/sources.php",
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                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "kongsberg-nasams",
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                    "label": "Kongsberg Defence & Aerospace → NASAMS air-defense system",
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                },
                {
                    "id": "kongsberg",
                    "kind": "Technology provider",
                    "label": "Kongsberg Defence & Aerospace",
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                }
            ]
        },
        {
            "id": "kongsberg-fdc",
            "title": "NASAMS Fire Distribution Center",
            "publisher": "Kongsberg Defence & Aerospace",
            "date": "Current product page",
            "url": "https://www.kongsberg.com/what-we-do/defence-and-security/integrated-air-and-missile-defence/nasams-fire-distribution-center-fdc/",
            "type": "Manufacturer description",
            "supports": "Company-described command, control, communications, sensor fusion, threat evaluation, and weapon coordination.",
            "review": {
                "source_id": "kongsberg-fdc",
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                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
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                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "data/sources.php",
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            },
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                {
                    "id": "kongsberg-fdc",
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                    "path": "/kill-chain-technology-providers/#relationship-kongsberg-fdc"
                },
                {
                    "id": "kongsberg",
                    "kind": "Technology provider",
                    "label": "Kongsberg Defence & Aerospace",
                    "path": "/kill-chain-technology-providers/#provider-kongsberg"
                }
            ]
        },
        {
            "id": "l3harris-resilient-comms",
            "title": "Resilient communications and networks",
            "publisher": "L3Harris Technologies",
            "date": "Current capability page",
            "url": "https://www.l3harris.com/all-capabilities/resilient-communications-and-networks",
            "type": "Manufacturer description",
            "supports": "Company-described tactical communications, resilient networking, data exchange, and command connectivity.",
            "review": {
                "source_id": "l3harris-resilient-comms",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                {
                    "id": "l3harris-resilient-comms",
                    "kind": "Company-system relationship",
                    "label": "L3Harris Technologies → Resilient tactical communications and data links",
                    "path": "/kill-chain-technology-providers/#relationship-l3harris-resilient-comms"
                },
                {
                    "id": "l3harris",
                    "kind": "Technology provider",
                    "label": "L3Harris Technologies",
                    "path": "/kill-chain-technology-providers/#provider-l3harris"
                }
            ]
        },
        {
            "id": "leonardo-command-control",
            "title": "Command and control systems",
            "publisher": "Leonardo",
            "date": "Current capability page",
            "url": "https://electronics.leonardo.com/en/command-and-control",
            "type": "Manufacturer description",
            "supports": "Company-described command-and-control, mission management, information fusion, and decision-support capabilities.",
            "review": {
                "source_id": "leonardo-command-control",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "leonardo-command-control",
                    "kind": "Company-system relationship",
                    "label": "Leonardo → Leonardo command-and-control systems",
                    "path": "/kill-chain-technology-providers/#relationship-leonardo-command-control"
                },
                {
                    "id": "leonardo",
                    "kind": "Technology provider",
                    "label": "Leonardo",
                    "path": "/kill-chain-technology-providers/#provider-leonardo"
                }
            ]
        },
        {
            "id": "leonardo-radars-sensors",
            "title": "Radars and sensors",
            "publisher": "Leonardo",
            "date": "Current capability page",
            "url": "https://electronics.leonardo.com/en/radars-sensors",
            "type": "Manufacturer description",
            "supports": "Company-described radar, electro-optical, and sensor technologies for surveillance, tracking, fire control, and situational awareness.",
            "review": {
                "source_id": "leonardo-radars-sensors",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
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                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
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                    "id": "leonardo-radars",
                    "kind": "Company-system relationship",
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                    "path": "/kill-chain-technology-providers/#relationship-leonardo-radars"
                },
                {
                    "id": "leonardo",
                    "kind": "Technology provider",
                    "label": "Leonardo",
                    "path": "/kill-chain-technology-providers/#provider-leonardo"
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            ]
        },
        {
            "id": "lockheed-aegis",
            "title": "Aegis Combat System",
            "publisher": "Lockheed Martin",
            "date": "Current product page",
            "url": "https://www.lockheedmartin.com/en-us/products/aegis-combat-system.html",
            "type": "Manufacturer description",
            "supports": "Company-described naval combat-system integration of sensors, command and decision, fire control, and effectors.",
            "review": {
                "source_id": "lockheed-aegis",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
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                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "id": "lockheed-aegis",
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                    "path": "/kill-chain-technology-providers/#relationship-lockheed-aegis"
                },
                {
                    "id": "lockheed-martin",
                    "kind": "Technology provider",
                    "label": "Lockheed Martin",
                    "path": "/kill-chain-technology-providers/#provider-lockheed-martin"
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            ]
        },
        {
            "id": "usn-aegis",
            "title": "Aegis Weapon System fact file",
            "publisher": "U.S. Navy",
            "date": "Current fact file",
            "url": "https://www.navy.mil/Resources/Fact-Files/Display-FactFiles/Article/2166739/aegis-weapon-system/",
            "type": "Official program description",
            "supports": "Operator-described Aegis radar, command-and-decision, fire-control, and weapon-system integration.",
            "review": {
                "source_id": "usn-aegis",
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                "review_state": "current",
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                "reviewer_role": "KillChains.com editorial review",
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                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Check for amendment, successor program, changed terminology, or superseding policy."
                ],
                "evidence_paths": [
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                    "id": "lockheed-aegis",
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                },
                {
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                    "path": "/kill-chain-technology-providers/#provider-lockheed-martin"
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            ]
        },
        {
            "id": "mbda-sea-ceptor",
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            "date": "Current product page",
            "url": "https://www.mbda-systems.com/products/force-protection/camm-family/sea-ceptor",
            "type": "Manufacturer description",
            "supports": "Company-described naval local-area air defense and integration with ship combat-management and sensor systems.",
            "review": {
                "source_id": "mbda-sea-ceptor",
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                "review_state": "current",
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                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "id": "mbda-sea-ceptor",
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                {
                    "id": "mbda",
                    "kind": "Technology provider",
                    "label": "MBDA",
                    "path": "/kill-chain-technology-providers/#provider-mbda"
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            ]
        },
        {
            "id": "microsoft-sentinel",
            "title": "Microsoft Sentinel SIEM",
            "publisher": "Microsoft Security",
            "date": "Current product page",
            "url": "https://www.microsoft.com/en-us/security/business/siem-and-xdr/microsoft-sentinel-siem",
            "type": "Manufacturer description",
            "supports": "Company-described cloud-native SIEM, threat detection, investigation, automation, and response.",
            "review": {
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                "review_state": "current",
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                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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            "dependencies": [
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                    "path": "/kill-chain-technology-providers/#relationship-microsoft-sentinel"
                },
                {
                    "id": "microsoft-security",
                    "kind": "Technology provider",
                    "label": "Microsoft Security",
                    "path": "/kill-chain-technology-providers/#provider-microsoft-security"
                }
            ]
        },
        {
            "id": "milrem-themis-family",
            "title": "THeMIS uncrewed-ground-vehicle family",
            "publisher": "Milrem Robotics",
            "date": "Current product page",
            "url": "https://milremrobotics.com/themis-family/",
            "type": "Manufacturer description",
            "supports": "Company-described autonomous mobility, modular mission payloads, logistics, reconnaissance, and human-controlled weapon integration.",
            "review": {
                "source_id": "milrem-themis-family",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
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                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
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            },
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                {
                    "id": "milrem-themis",
                    "kind": "Company-system relationship",
                    "label": "Milrem Robotics → themis-combat-ugv",
                    "path": "/kill-chain-technology-providers/#relationship-milrem-themis"
                },
                {
                    "id": "milrem-robotics",
                    "kind": "Technology provider",
                    "label": "Milrem Robotics",
                    "path": "/kill-chain-technology-providers/#provider-milrem-robotics"
                }
            ]
        },
        {
            "id": "milrem-ukraine-themis",
            "title": "Milrem announces THeMIS deliveries to Ukraine",
            "publisher": "Milrem Robotics",
            "date": "Current company announcement",
            "url": "https://milremrobotics.com/milrem-robotics-to-deliver-a-record-number-of-themis-ugvs-to-ukraine-in-collaboration-with-an-eu-member-country/",
            "type": "Manufacturer / delivery announcement",
            "supports": "Company-reported delivery of uncrewed ground vehicles for operational support roles; not independent verification of every configuration.",
            "review": {
                "source_id": "milrem-ukraine-themis",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
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                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "milrem-themis",
                    "kind": "Company-system relationship",
                    "label": "Milrem Robotics → themis-combat-ugv",
                    "path": "/kill-chain-technology-providers/#relationship-milrem-themis"
                },
                {
                    "id": "milrem-robotics",
                    "kind": "Technology provider",
                    "label": "Milrem Robotics",
                    "path": "/kill-chain-technology-providers/#provider-milrem-robotics"
                }
            ]
        },
        {
            "id": "mprest-defense",
            "title": "mPrest defense solutions",
            "publisher": "mPrest Systems",
            "date": "Current capability page",
            "url": "https://mprest.com/mprest-industries/defense/",
            "type": "Manufacturer description",
            "supports": "Company-described command-and-control, sensor fusion, situational awareness, and battle-management software.",
            "review": {
                "source_id": "mprest-defense",
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                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "mprest-iron-dome-bmc",
                    "kind": "Company-system relationship",
                    "label": "mPrest Systems → Iron Dome battle-management and weapon-control software",
                    "path": "/kill-chain-technology-providers/#relationship-mprest-iron-dome-bmc"
                },
                {
                    "id": "mprest",
                    "kind": "Technology provider",
                    "label": "mPrest Systems",
                    "path": "/kill-chain-technology-providers/#provider-mprest"
                }
            ]
        },
        {
            "id": "northrop-ibcs",
            "title": "Integrated Battle Command System",
            "publisher": "Northrop Grumman",
            "date": "Current product page",
            "url": "https://www.northropgrumman.com/what-we-do/missile-defense/integrated-battle-command-system-ibcs",
            "type": "Manufacturer description",
            "supports": "Company-described integration of sensors and effectors through a networked air-and-missile-defense battle-command system.",
            "review": {
                "source_id": "northrop-ibcs",
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                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "northrop-ibcs",
                    "kind": "Company-system relationship",
                    "label": "Northrop Grumman → Integrated Battle Command System",
                    "path": "/kill-chain-technology-providers/#relationship-northrop-ibcs"
                },
                {
                    "id": "northrop-grumman",
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                    "label": "Northrop Grumman",
                    "path": "/kill-chain-technology-providers/#provider-northrop-grumman"
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            ]
        },
        {
            "id": "army-ibcs-delivery",
            "title": "U.S. Army receives first complete IBCS delivery",
            "publisher": "U.S. Army",
            "date": "Current official announcement",
            "url": "https://www.army.mil/article/278092/us_army_receives_first_complete_ibcs_delivery",
            "type": "Official delivery announcement",
            "supports": "Government-described delivery and program status for IBCS; not a claim about every operational mode or software method.",
            "review": {
                "source_id": "army-ibcs-delivery",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
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                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Check for amendment, successor program, changed terminology, or superseding policy."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
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                {
                    "id": "northrop-ibcs",
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                    "label": "Northrop Grumman → Integrated Battle Command System",
                    "path": "/kill-chain-technology-providers/#relationship-northrop-ibcs"
                },
                {
                    "id": "northrop-grumman",
                    "kind": "Technology provider",
                    "label": "Northrop Grumman",
                    "path": "/kill-chain-technology-providers/#provider-northrop-grumman"
                }
            ]
        },
        {
            "id": "palantir-gotham",
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            "date": "Current platform page",
            "url": "https://www.palantir.com/platforms/gotham/",
            "type": "Manufacturer description",
            "supports": "Company-described data integration, operational workflows, decision support, and mission applications.",
            "review": {
                "source_id": "palantir-gotham",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "reviewer_role": "KillChains.com editorial review",
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                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
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                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
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                {
                    "id": "palantir-maven",
                    "kind": "Company-system relationship",
                    "label": "Palantir Technologies → maven-smart-system",
                    "path": "/kill-chain-technology-providers/#relationship-palantir-maven"
                },
                {
                    "id": "palantir",
                    "kind": "Technology provider",
                    "label": "Palantir Technologies",
                    "path": "/kill-chain-technology-providers/#provider-palantir"
                }
            ]
        },
        {
            "id": "palantir-titan",
            "title": "Army selects Palantir to deliver TITAN prototypes",
            "publisher": "Palantir Technologies",
            "date": "2024",
            "url": "https://investors.palantir.com/news-details/2024/Army-Selects-Palantir-to-Deliver-TITAN-Next-Generation-Deep-Sensing-Capability-in-Prototype-Maturation-Phase/",
            "type": "Manufacturer / contract announcement",
            "supports": "Company announcement of Army prototype selection for AI/ML-enabled deep sensing and decision support; developmental status remains material.",
            "review": {
                "source_id": "palantir-titan",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
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                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "palantir-titan",
                    "kind": "Company-system relationship",
                    "label": "Palantir Technologies → Tactical Intelligence Targeting Access Node",
                    "path": "/kill-chain-technology-providers/#relationship-palantir-titan"
                },
                {
                    "id": "palantir",
                    "kind": "Technology provider",
                    "label": "Palantir Technologies",
                    "path": "/kill-chain-technology-providers/#provider-palantir"
                }
            ]
        },
        {
            "id": "paloalto-xsiam",
            "title": "Cortex XSIAM",
            "publisher": "Palo Alto Networks",
            "date": "Current product page",
            "url": "https://www.paloaltonetworks.com/cortex/cortex-xsiam",
            "type": "Manufacturer description",
            "supports": "Company-described security operations, analytics, detection, investigation, automation, and response.",
            "review": {
                "source_id": "paloalto-xsiam",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "paloalto-xsiam",
                    "kind": "Company-system relationship",
                    "label": "Palo Alto Networks → Cortex XSIAM",
                    "path": "/kill-chain-technology-providers/#relationship-paloalto-xsiam"
                },
                {
                    "id": "palo-alto-networks",
                    "kind": "Technology provider",
                    "label": "Palo Alto Networks",
                    "path": "/kill-chain-technology-providers/#provider-palo-alto-networks"
                }
            ]
        },
        {
            "id": "quantum-vector-ai",
            "title": "Vector AI uncrewed aircraft",
            "publisher": "Quantum Systems",
            "date": "Current product page",
            "url": "https://quantum-systems.com/vector-ai/",
            "type": "Manufacturer description",
            "supports": "Company-described electric vertical-takeoff-and-landing reconnaissance platform, onboard processing, sensing, and mission support.",
            "review": {
                "source_id": "quantum-vector-ai",
                "last_reviewed_on": "2026-08-07",
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                "review_state": "current",
                "link_state": "not_checked_in_release",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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            "dependencies": [
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                    "id": "quantum-vector-ai",
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                    "label": "Quantum Systems → Vector AI reconnaissance UAS",
                    "path": "/kill-chain-technology-providers/#relationship-quantum-vector-ai"
                },
                {
                    "id": "quantum-systems",
                    "kind": "Technology provider",
                    "label": "Quantum Systems",
                    "path": "/kill-chain-technology-providers/#provider-quantum-systems"
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            ]
        },
        {
            "id": "quantum-ukraine-order",
            "title": "Third Vector order from Ukraine",
            "publisher": "Quantum Systems",
            "date": "Current company announcement",
            "url": "https://quantum-systems.com/news/third-vector-order-from-ukraine/",
            "type": "Manufacturer / order announcement",
            "supports": "Company-reported government order and operational-support context; not independent validation of mission outcomes.",
            "review": {
                "source_id": "quantum-ukraine-order",
                "last_reviewed_on": "2026-08-07",
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                "review_state": "current",
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                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            "dependencies": [
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                    "id": "quantum-vector-ai",
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                    "path": "/kill-chain-technology-providers/#relationship-quantum-vector-ai"
                },
                {
                    "id": "quantum-systems",
                    "kind": "Technology provider",
                    "label": "Quantum Systems",
                    "path": "/kill-chain-technology-providers/#provider-quantum-systems"
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            ]
        },
        {
            "id": "rtx-phalanx",
            "title": "Phalanx close-in weapon system",
            "publisher": "RTX / Raytheon",
            "date": "Current product page",
            "url": "https://www.rtx.com/raytheon/what-we-do/sea/phalanx-close-in-weapon-system",
            "type": "Manufacturer description",
            "supports": "Company-described self-contained terminal defense, search, tracking, engagement, and assessment functions.",
            "review": {
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                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                {
                    "id": "rtx-phalanx",
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                    "path": "/kill-chain-technology-providers/#relationship-rtx-phalanx"
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                {
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        },
        {
            "id": "rtx-searam",
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            "date": "Current product page",
            "url": "https://www.rtx.com/raytheon/what-we-do/sea/searam-ship-defense-system",
            "type": "Manufacturer description",
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                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
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                {
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        {
            "id": "rtx-nasams",
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            "date": "Current product page",
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                {
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                    "path": "/kill-chain-technology-providers/#provider-rtx"
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        {
            "id": "saab-giraffe-c4i",
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            "date": "Current product page",
            "url": "https://www.saab.com/products/giraffe-c4i",
            "type": "Manufacturer description",
            "supports": "Company-described radar command-and-control integration, air picture, tracking, and weapon coordination.",
            "review": {
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                "last_reviewed_on": "2026-08-07",
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                "link_state": "not_checked_in_release",
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                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
                ],
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                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
                ]
            },
            "dependencies": [
                {
                    "id": "saab-giraffe-c4i",
                    "kind": "Company-system relationship",
                    "label": "Saab → Giraffe radar and C4I family",
                    "path": "/kill-chain-technology-providers/#relationship-saab-giraffe-c4i"
                },
                {
                    "id": "saab",
                    "kind": "Technology provider",
                    "label": "Saab",
                    "path": "/kill-chain-technology-providers/#provider-saab"
                }
            ]
        },
        {
            "id": "saab-9air-c4i",
            "title": "9AIR C4I",
            "publisher": "Saab",
            "date": "Current product page",
            "url": "https://www.saab.com/products/9air-c4i",
            "type": "Manufacturer description",
            "supports": "Company-described ground-based air-defense command, control, coordination, and situational awareness.",
            "review": {
                "source_id": "saab-9air-c4i",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
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                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
                ]
            },
            "dependencies": [
                {
                    "id": "saab-9air-c4i",
                    "kind": "Company-system relationship",
                    "label": "Saab → 9AIR C4I",
                    "path": "/kill-chain-technology-providers/#relationship-saab-9air-c4i"
                },
                {
                    "id": "saab",
                    "kind": "Technology provider",
                    "label": "Saab",
                    "path": "/kill-chain-technology-providers/#provider-saab"
                }
            ]
        },
        {
            "id": "shield-vbat",
            "title": "V-BAT uncrewed aircraft",
            "publisher": "Shield AI",
            "date": "Current product page",
            "url": "https://shield.ai/v-bat/",
            "type": "Manufacturer description",
            "supports": "Company-described vertical-takeoff uncrewed aircraft, expeditionary ISR, communications, and autonomy.",
            "review": {
                "source_id": "shield-vbat",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
                ]
            },
            "dependencies": [
                {
                    "id": "shield-vbat",
                    "kind": "Company-system relationship",
                    "label": "Shield AI → V-BAT uncrewed aircraft",
                    "path": "/kill-chain-technology-providers/#relationship-shield-vbat"
                },
                {
                    "id": "shield-ai",
                    "kind": "Technology provider",
                    "label": "Shield AI",
                    "path": "/kill-chain-technology-providers/#provider-shield-ai"
                }
            ]
        },
        {
            "id": "shield-netherlands-vbat",
            "title": "Royal Netherlands Navy begins V-BAT operations",
            "publisher": "Shield AI",
            "date": "Current company announcement",
            "url": "https://shield.ai/royal-netherlands-navy-begins-v-bat-operations/",
            "type": "Manufacturer / operator-use announcement",
            "supports": "Company-reported naval operational use; mission-specific payloads, authority, and performance remain bounded by public evidence.",
            "review": {
                "source_id": "shield-netherlands-vbat",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
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                {
                    "id": "shield-vbat",
                    "kind": "Company-system relationship",
                    "label": "Shield AI → V-BAT uncrewed aircraft",
                    "path": "/kill-chain-technology-providers/#relationship-shield-vbat"
                },
                {
                    "id": "shield-ai",
                    "kind": "Technology provider",
                    "label": "Shield AI",
                    "path": "/kill-chain-technology-providers/#provider-shield-ai"
                }
            ]
        },
        {
            "id": "splunk-enterprise-security",
            "title": "Splunk Enterprise Security",
            "publisher": "Splunk",
            "date": "Current product page",
            "url": "https://www.splunk.com/en_us/products/enterprise-security.html",
            "type": "Manufacturer description",
            "supports": "Company-described SIEM, risk-based detection, investigation, orchestration, and response for security operations.",
            "review": {
                "source_id": "splunk-enterprise-security",
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                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
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            },
            "dependencies": [
                {
                    "id": "splunk-enterprise-security",
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                    "label": "Splunk → Splunk Enterprise Security",
                    "path": "/kill-chain-technology-providers/#relationship-splunk-enterprise-security"
                },
                {
                    "id": "splunk",
                    "kind": "Technology provider",
                    "label": "Splunk",
                    "path": "/kill-chain-technology-providers/#provider-splunk"
                }
            ]
        },
        {
            "id": "thales-tacticos",
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            "date": "Current product page",
            "url": "https://www.thalesgroup.com/en/solutions-catalogue/defence/naval/naval-combat-management-system",
            "type": "Manufacturer description",
            "supports": "Company-described naval combat-management, sensor integration, track management, command support, and weapon coordination.",
            "review": {
                "source_id": "thales-tacticos",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source.",
                    "Require independent corroboration before treating a capability or deployment claim as verified.",
                    "Recheck current product configuration, operator use, and human-control arrangement."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            },
            "dependencies": [
                {
                    "id": "thales-tacticos",
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                    "path": "/kill-chain-technology-providers/#relationship-thales-tacticos"
                },
                {
                    "id": "thales",
                    "kind": "Technology provider",
                    "label": "Thales",
                    "path": "/kill-chain-technology-providers/#provider-thales"
                }
            ]
        },
        {
            "id": "killwebs-home",
            "title": "KillWebs.com interactive explorer and public site overview",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/",
            "type": "First-party sister-site description",
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            "review": {
                "source_id": "killwebs-home",
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                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source."
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                    "data/sources.php",
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                ]
            },
            "dependencies": [
                {
                    "id": "killwebs",
                    "kind": "Ecosystem identity",
                    "label": "KillWebs.com",
                    "path": "/ecosystem.php#killwebs-role"
                },
                {
                    "id": "killchains-killwebs-evulgare-ecosystem",
                    "kind": "FAQ answer",
                    "label": "How do KillChains.com, KillWebs.com, and Evulgare.com fit together?",
                    "path": "/faq.php#killchains-killwebs-evulgare-ecosystem"
                },
                {
                    "id": "ecosystem-routing-boundary",
                    "kind": "Glossary term",
                    "label": "Ecosystem routing boundary",
                    "path": "/glossary.php#ecosystem-routing-boundary"
                },
                {
                    "id": "explorer",
                    "kind": "Sister-site statement",
                    "label": "Interactive Kill Web Explorer",
                    "path": "/kill-webs/#killwebs-experience-explorer"
                }
            ]
        },
        {
            "id": "killwebs-definition",
            "title": "What Is a Kill Web?",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/what-is-a-kill-web.php",
            "type": "First-party sister-site explanation",
            "supports": "KillWebs.com working definition of a governed option space, selective reachability, later binding, and the relation between a web and a selected mission chain.",
            "review": {
                "source_id": "killwebs-definition",
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                "next_review_due_on": "2026-11-05",
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                "link_state": "not_checked_in_release",
                "link_checked_on": null,
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                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                    "Confirm that the bounded support statement still matches the cited source."
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                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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            "dependencies": [
                {
                    "id": "claim-killweb-governed-option-space",
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                },
                {
                    "id": "killwebs",
                    "kind": "Ecosystem identity",
                    "label": "KillWebs.com",
                    "path": "/ecosystem.php#killwebs-role"
                },
                {
                    "id": "definition",
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                    "label": "What Is a Kill Web?",
                    "path": "/kill-webs/#killwebs-experience-definition"
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            ]
        },
        {
            "id": "killwebs-comparison",
            "title": "Kill Chain versus Kill Web",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/kill-chain-vs-kill-web.php",
            "type": "First-party sister-site comparison",
            "supports": "Structural comparison of selected chains and wider kill-web option spaces, including topology, authority, data, testing, failure response, and the roles of both sister sites.",
            "review": {
                "source_id": "killwebs-comparison",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
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                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                    "Confirm that the bounded support statement still matches the cited source."
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            },
            "dependencies": [
                {
                    "id": "claim-killweb-governed-option-space",
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                    "path": "/claim-lineage.php#claim-killweb-governed-option-space"
                },
                {
                    "id": "killwebs",
                    "kind": "Ecosystem identity",
                    "label": "KillWebs.com",
                    "path": "/ecosystem.php#killwebs-role"
                },
                {
                    "id": "comparison",
                    "kind": "Sister-site statement",
                    "label": "Kill Chain versus Kill Web",
                    "path": "/kill-webs/#killwebs-experience-comparison"
                }
            ]
        },
        {
            "id": "killwebs-ack-lab",
            "title": "DARPA ACK Capability Marketplace Lab",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/ack-lab.php",
            "type": "First-party synthetic learning module",
            "supports": "Public description of a synthetic, non-operational capability-marketplace exercise that separates technical feasibility, constraints, comparison, authority, and execution.",
            "review": {
                "source_id": "killwebs-ack-lab",
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                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
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                "evidence_paths": [
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                ]
            },
            "dependencies": [
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                    "id": "killwebs",
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                },
                {
                    "id": "ack-lab",
                    "kind": "Sister-site statement",
                    "label": "ACK Capability Marketplace Lab",
                    "path": "/kill-webs/#killwebs-experience-ack-lab"
                }
            ]
        },
        {
            "id": "killwebs-atlas",
            "title": "Kill Web Evidence and Architecture Atlas",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/atlas.php",
            "type": "First-party public-safe evidence index",
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            "review": {
                "source_id": "killwebs-atlas",
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                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source."
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                "evidence_paths": [
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            },
            "dependencies": [
                {
                    "id": "killwebs",
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                    "path": "/ecosystem.php#killwebs-role"
                },
                {
                    "id": "atlas",
                    "kind": "Sister-site statement",
                    "label": "Kill Web Evidence Atlas",
                    "path": "/kill-webs/#killwebs-experience-atlas"
                }
            ]
        },
        {
            "id": "killwebs-human-authority",
            "title": "Human Authority and Autonomy Lab",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/human-authority.php",
            "type": "First-party synthetic learning module",
            "supports": "Public description of a synthetic lab examining evidence, time, authority, intervention, communications, lifecycle decisions, and reconstructable accountability.",
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                "source_id": "killwebs-human-authority",
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                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source."
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                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
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                ]
            },
            "dependencies": [
                {
                    "id": "killwebs",
                    "kind": "Ecosystem identity",
                    "label": "KillWebs.com",
                    "path": "/ecosystem.php#killwebs-role"
                },
                {
                    "id": "authority",
                    "kind": "Sister-site statement",
                    "label": "Human Authority Lab",
                    "path": "/kill-webs/#killwebs-experience-authority"
                }
            ]
        },
        {
            "id": "killwebs-operating-model",
            "title": "How Kill Webs Work",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/how-kill-webs-work.php",
            "type": "First-party sister-site explanation",
            "supports": "Public description of sensing, correlation, option composition, policy and trust checks, authorization, assessment, and controlled recomposition.",
            "review": {
                "source_id": "killwebs-operating-model",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "not_checked_in_release",
                "link_checked_on": null,
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source."
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                "evidence_paths": [
                    "data/sources.php",
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                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
                ]
            },
            "dependencies": [
                {
                    "id": "killwebs",
                    "kind": "Ecosystem identity",
                    "label": "KillWebs.com",
                    "path": "/ecosystem.php#killwebs-role"
                },
                {
                    "id": "operating-model",
                    "kind": "Sister-site statement",
                    "label": "How Kill Webs Work",
                    "path": "/kill-webs/#killwebs-experience-operating-model"
                }
            ]
        },
        {
            "id": "killwebs-scenarios",
            "title": "Synthetic Kill Web Resilience Scenarios",
            "publisher": "KillWebs.com",
            "date": "2026-08-01 review",
            "url": "https://killwebs.com/scenarios.php",
            "type": "First-party synthetic exercise catalog",
            "supports": "Seven deterministic public-safe scenarios covering relay loss, stale evidence, unavailable authority, timing integrity, common dependencies, and rejected provenance.",
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                    "id": "AEC-CT-08",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-08",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-08"
                },
                {
                    "id": "machine-answerability-evidence-contract",
                    "kind": "Machine Answerability Evidence Contract publication",
                    "label": "Machine Answerability Evidence Contract and Review Ownership Lab",
                    "path": "/answerability-contract.php"
                },
                {
                    "id": "AEC-CT-08",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-08",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "machine-answerability-evidence-gap-escalation",
                    "kind": "Machine Answerability Evidence-Gap Escalation publication",
                    "label": "Machine Answerability Evidence-Gap Remediation and Dispute Escalation Lab",
                    "path": "/answerability-escalation.php"
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                {
                    "id": "machine-answerability-monitoring-coverage",
                    "kind": "Machine Answerability Monitoring Coverage publication",
                    "label": "Machine Answerability Monitoring Coverage, Blind-Spot, and Alert Integrity Lab",
                    "path": "/answerability-coverage.php"
                },
                {
                    "id": "machine-answerability-remediation",
                    "kind": "Machine Answerability Remediation publication",
                    "label": "Machine Answerability Remediation and Prevention Lab",
                    "path": "/answerability-remediation.php"
                },
                {
                    "id": "MAR-SG-17",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Append-oriented causal evidence ledger",
                    "path": "/answerability-remediation.php#safeguard-append-only-causal-ledger"
                },
                {
                    "id": "MAR-SG-19",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Fluent generated explanation after the event",
                    "path": "/answerability-remediation.php#safeguard-generated-explanation"
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                {
                    "id": "MAR-SG-18",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Named correction, suspension, and retirement owner",
                    "path": "/answerability-remediation.php#safeguard-independent-reconstruction-correction-owner"
                },
                {
                    "id": "MAR-H-EV-ACCOUNTABILITY",
                    "kind": "Machine Answerability Replay handoff",
                    "label": "Evulgare Evulgare Accountability",
                    "path": "/answerability-replay.php#production-answerability-handoff"
                },
                {
                    "id": "machine-answerability-replay",
                    "kind": "Machine Answerability Replay publication",
                    "label": "Machine Answerability Replay and Causal Contribution Lab",
                    "path": "/answerability-replay.php"
                }
            ]
        },
        {
            "id": "evulgare-provenance",
            "title": "Decision Provenance",
            "publisher": "Evulgare",
            "date": "live page reviewed 2026-08-04",
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            "type": "First-party live product-area description",
            "supports": "The public provenance model for append-oriented histories connecting entities, activities, agents, transformations, versions, authority, interface state, and later invalidations. It does not independently establish a deployed integration.",
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                "next_review_due_on": "2026-11-05",
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                "review_state": "current",
                "link_state": "reachable_at_last_review",
                "link_checked_on": "2026-08-05",
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
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                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source."
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                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
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                    "id": "AH-E01",
                    "kind": "Accountability Handoff evidence requirement",
                    "label": "Raw sensor observation",
                    "path": "/accountability-handoff.php#evidence-AH-E01"
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                {
                    "id": "accountability-handoff-lab",
                    "kind": "Accountability Handoff publication",
                    "label": "Machine Answerability and Accountability Handoff Lab",
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                    "id": "evidence-provenance",
                    "kind": "Concept Matrix production handoff",
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                {
                    "id": "evulgare",
                    "kind": "Ecosystem identity",
                    "label": "Evulgare",
                    "path": "/ecosystem.php#evulgare-role"
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                {
                    "id": "changed-retest-fixture-comparability",
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                    "label": "Can a changed retest fixture be compared as though it were the original fixture?",
                    "path": "/faq.php#changed-retest-fixture-comparability"
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                {
                    "id": "correlation-versus-common-cause",
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                    "label": "Do correlated symptoms or a shared cohort prove a common cause?",
                    "path": "/faq.php#correlation-versus-common-cause"
                },
                {
                    "id": "closed-ticket-versus-effective-control",
                    "kind": "FAQ answer",
                    "label": "Does a closed ticket or human sign-off prove that a corrective action worked?",
                    "path": "/faq.php#closed-ticket-versus-effective-control"
                },
                {
                    "id": "monitoring-signal-versus-verified-regression",
                    "kind": "FAQ answer",
                    "label": "Does a monitoring alert prove that a corrective action regressed?",
                    "path": "/faq.php#monitoring-signal-versus-verified-regression"
                },
                {
                    "id": "synthetic-alert-test-production-safety",
                    "kind": "FAQ answer",
                    "label": "Does a passed synthetic alert-path test prove production safety or factual truth?",
                    "path": "/faq.php#synthetic-alert-test-production-safety"
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                {
                    "id": "safeguard-effect-classification",
                    "kind": "FAQ answer",
                    "label": "Does a safeguard labeled “prevent” prove that it will prevent a real incident?",
                    "path": "/faq.php#safeguard-effect-classification"
                },
                {
                    "id": "evidence-integrity-versus-support",
                    "kind": "FAQ answer",
                    "label": "Does a signed or hashed evidence record prove that an assurance claim is true?",
                    "path": "/faq.php#evidence-integrity-versus-support"
                },
                {
                    "id": "evidence-completeness-ground-truth",
                    "kind": "FAQ answer",
                    "label": "Does adding more evidence change what happened in the replay?",
                    "path": "/faq.php#evidence-completeness-ground-truth"
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                {
                    "id": "alert-delivery-review-verification",
                    "kind": "FAQ answer",
                    "label": "Does alert delivery prove that a regression was reviewed and verified?",
                    "path": "/faq.php#alert-delivery-review-verification"
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                {
                    "id": "corrective-action-versus-history",
                    "kind": "FAQ answer",
                    "label": "Does corrective action erase the earlier claim or review packet?",
                    "path": "/faq.php#corrective-action-versus-history"
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                {
                    "id": "recurrence-count-versus-rate",
                    "kind": "FAQ answer",
                    "label": "Does counting recurrence observations create a recurrence rate or risk estimate?",
                    "path": "/faq.php#recurrence-count-versus-rate"
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                {
                    "id": "monitoring-silence-versus-safety",
                    "kind": "FAQ answer",
                    "label": "Does monitoring silence prove that a corrective action remains safe or effective?",
                    "path": "/faq.php#monitoring-silence-versus-safety"
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                {
                    "id": "remediation-selected-versus-implemented",
                    "kind": "FAQ answer",
                    "label": "Does selecting or configuring a monitoring remediation prove that it was implemented and tested?",
                    "path": "/faq.php#remediation-selected-versus-implemented"
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                {
                    "id": "concept-to-production-handoff",
                    "kind": "FAQ answer",
                    "label": "How does a KillChains.com concept become a production-accountability requirement?",
                    "path": "/faq.php#concept-to-production-handoff"
                },
                {
                    "id": "alert-receipt-versus-competent-review",
                    "kind": "FAQ answer",
                    "label": "Is acknowledging an alert the same as competent review and independent verification?",
                    "path": "/faq.php#alert-receipt-versus-competent-review"
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                {
                    "id": "machine-answerability-assurance-case",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability assurance case?",
                    "path": "/faq.php#machine-answerability-assurance-case"
                },
                {
                    "id": "assurance-review-packet",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability assurance review packet?",
                    "path": "/faq.php#assurance-review-packet"
                },
                {
                    "id": "machine-answerability-dispute-record",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability dispute record?",
                    "path": "/faq.php#machine-answerability-dispute-record"
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                {
                    "id": "evidence-contract",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability evidence contract?",
                    "path": "/faq.php#evidence-contract"
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                {
                    "id": "evidence-gap-remediation",
                    "kind": "FAQ answer",
                    "label": "What is machine-answerability evidence-gap remediation?",
                    "path": "/faq.php#evidence-gap-remediation"
                },
                {
                    "id": "machine-answerability-replay",
                    "kind": "FAQ answer",
                    "label": "What is the Machine Answerability Replay?",
                    "path": "/faq.php#machine-answerability-replay"
                },
                {
                    "id": "why-normal-log-insufficient",
                    "kind": "FAQ answer",
                    "label": "Why is an ordinary event log not enough for an autonomous-system failure?",
                    "path": "/faq.php#why-normal-log-insufficient"
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                {
                    "id": "evidence-request-versus-production",
                    "kind": "FAQ answer",
                    "label": "Why is requesting evidence different from producing it?",
                    "path": "/faq.php#evidence-request-versus-production"
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                {
                    "id": "alert-integrity",
                    "kind": "Glossary term",
                    "label": "Alert integrity",
                    "path": "/glossary.php#alert-integrity"
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                {
                    "id": "assurance-review-packet",
                    "kind": "Glossary term",
                    "label": "Assurance review packet",
                    "path": "/glossary.php#assurance-review-packet"
                },
                {
                    "id": "bounded-pattern-cohort",
                    "kind": "Glossary term",
                    "label": "Bounded pattern cohort",
                    "path": "/glossary.php#bounded-pattern-cohort"
                },
                {
                    "id": "corrective-action-ledger",
                    "kind": "Glossary term",
                    "label": "Corrective action ledger",
                    "path": "/glossary.php#corrective-action-ledger"
                },
                {
                    "id": "coverage-remediation-validation-drill",
                    "kind": "Glossary term",
                    "label": "Coverage remediation validation drill",
                    "path": "/glossary.php#coverage-remediation-validation-drill"
                },
                {
                    "id": "effectiveness-unknown",
                    "kind": "Glossary term",
                    "label": "Effectiveness unknown",
                    "path": "/glossary.php#effectiveness-unknown"
                },
                {
                    "id": "evidence-integrity-versus-factual-support",
                    "kind": "Glossary term",
                    "label": "Evidence integrity versus factual support",
                    "path": "/glossary.php#evidence-integrity-versus-factual-support"
                },
                {
                    "id": "evidence-request-versus-production",
                    "kind": "Glossary term",
                    "label": "Evidence request versus production",
                    "path": "/glossary.php#evidence-request-versus-production"
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                {
                    "id": "evidence-deficiency-report",
                    "kind": "Glossary term",
                    "label": "Evidence-deficiency report",
                    "path": "/glossary.php#evidence-deficiency-report"
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                {
                    "id": "evidence-gap-remediation",
                    "kind": "Glossary term",
                    "label": "Evidence-gap remediation",
                    "path": "/glossary.php#evidence-gap-remediation"
                },
                {
                    "id": "immutable-audit-reopening",
                    "kind": "Glossary term",
                    "label": "Immutable audit reopening",
                    "path": "/glossary.php#immutable-audit-reopening"
                },
                {
                    "id": "answerability-replay",
                    "kind": "Glossary term",
                    "label": "Machine answerability replay",
                    "path": "/glossary.php#answerability-replay"
                },
                {
                    "id": "machine-answerability-dispute-record",
                    "kind": "Glossary term",
                    "label": "Machine-answerability dispute record",
                    "path": "/glossary.php#machine-answerability-dispute-record"
                },
                {
                    "id": "evidence-contract",
                    "kind": "Glossary term",
                    "label": "Machine-answerability evidence contract",
                    "path": "/glossary.php#evidence-contract"
                },
                {
                    "id": "monitoring-coverage",
                    "kind": "Glossary term",
                    "label": "Monitoring coverage",
                    "path": "/glossary.php#monitoring-coverage"
                },
                {
                    "id": "production-accountability-handoff",
                    "kind": "Glossary term",
                    "label": "Production-accountability handoff",
                    "path": "/glossary.php#production-accountability-handoff"
                },
                {
                    "id": "same-fixture-retest",
                    "kind": "Glossary term",
                    "label": "Same-fixture retest",
                    "path": "/glossary.php#same-fixture-retest"
                },
                {
                    "id": "typed-recurrence-event-count",
                    "kind": "Glossary term",
                    "label": "Typed recurrence event count",
                    "path": "/glossary.php#typed-recurrence-event-count"
                },
                {
                    "id": "validation-exception-branch",
                    "kind": "Glossary term",
                    "label": "Validation exception branch",
                    "path": "/glossary.php#validation-exception-branch"
                },
                {
                    "id": "AAC-CL-06",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Configuration is identified and revalidated",
                    "path": "/answerability-assurance.php#assurance-claim-configuration"
                },
                {
                    "id": "AAC-CL-08",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Incident is reconstructable and correctable",
                    "path": "/answerability-assurance.php#assurance-claim-reconstructable"
                },
                {
                    "id": "AAC-CL-01",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Independent, traceable evidence",
                    "path": "/answerability-assurance.php#assurance-claim-source-independence"
                },
                {
                    "id": "machine-answerability-assurance",
                    "kind": "Machine Answerability Assurance publication",
                    "label": "Machine Answerability Assurance Case and Invalidation Lab",
                    "path": "/answerability-assurance.php"
                },
                {
                    "id": "machine-answerability-assurance-review",
                    "kind": "Machine Answerability Assurance Review publication",
                    "label": "Machine Answerability Assurance Review Packet and Version-Diff Lab",
                    "path": "/answerability-review.php"
                },
                {
                    "id": "AARP-SNAP-005",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Authority gap",
                    "path": "/answerability-review.php#snapshot-aarp-snap-005"
                },
                {
                    "id": "AARP-SNAP-001",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Baseline",
                    "path": "/answerability-review.php#snapshot-aarp-snap-001"
                },
                {
                    "id": "AARP-SNAP-003",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Configuration change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-003"
                },
                {
                    "id": "AARP-SNAP-004",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Interface change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-004"
                },
                {
                    "id": "AARP-SNAP-002",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Model change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-002"
                },
                {
                    "id": "AARP-SNAP-006",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Revalidated",
                    "path": "/answerability-review.php#snapshot-aarp-snap-006"
                },
                {
                    "id": "MAE-AUD-010",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Append-oriented custody independently verified for the corrected packet",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-010"
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                {
                    "id": "MAE-AUD-007",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Corrected configuration claim invalidated by a later threshold change",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-007"
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                {
                    "id": "MAE-AUD-011",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Independent-review action remains unowned",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-011"
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                {
                    "id": "MAE-AUD-009",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Provenance dispute closed with continuing exposure",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-009"
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                {
                    "id": "machine-answerability-effectiveness",
                    "kind": "Machine Answerability Corrective Action Effectiveness publication",
                    "label": "Machine Answerability Corrective Action Effectiveness and Closure Audit Lab",
                    "path": "/answerability-effectiveness.php"
                },
                {
                    "id": "MAM-BR-013",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Custody control remains current after scheduled verification",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-013"
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                    "id": "MAM-BR-012",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Evidence-access loss reopens a provenance closure",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-012"
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                {
                    "id": "MAM-BR-010",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Threshold mismatch verifies the need to reopen the corrected configuration",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-010"
                },
                {
                    "id": "MAM-BR-014",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Unowned monitoring duty remains no authority to infer",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-014"
                },
                {
                    "id": "machine-answerability-monitoring",
                    "kind": "Machine Answerability Corrective Action Monitoring publication",
                    "label": "Machine Answerability Corrective Action Monitoring, Regression, and Reopening Lab",
                    "path": "/answerability-monitoring.php"
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                {
                    "id": "MAVD-RESULT-C93BE5527E82",
                    "kind": "Machine Answerability Coverage Validation drill",
                    "label": "Ceremonial acknowledgment failure",
                    "path": "/answerability-validation.php?preset=MAVD-PRESET-CEREMONIAL-ACKNOWLEDGMENT"
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                {
                    "id": "machine-answerability-coverage-validation",
                    "kind": "Machine Answerability Coverage Validation publication",
                    "label": "Machine Answerability Monitoring Coverage Remediation Validation and Alert Path Drill",
                    "path": "/answerability-validation.php"
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                {
                    "id": "machine-answerability-dispute-ledger",
                    "kind": "Machine Answerability Dispute Ledger publication",
                    "label": "Machine Answerability Dispute Record and Corrective Action Ledger Lab",
                    "path": "/answerability-disputes.php"
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                {
                    "id": "MAD-DSP-005",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Configuration claim corrected without erasing the earlier packet",
                    "path": "/answerability-disputes.php?record=MAD-DSP-005"
                },
                {
                    "id": "MAD-DSP-008",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Producer-controlled verification challenge remains unresolved",
                    "path": "/answerability-disputes.php?record=MAD-DSP-008"
                },
                {
                    "id": "MAD-DSP-007",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Revalidated provenance claim closed with residual unknowns",
                    "path": "/answerability-disputes.php?record=MAD-DSP-007"
                },
                {
                    "id": "AEC-CT-01",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-01",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-01"
                },
                {
                    "id": "AEC-CT-06",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-06",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-06"
                },
                {
                    "id": "AEC-CT-08",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-08",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-08"
                },
                {
                    "id": "machine-answerability-evidence-contract",
                    "kind": "Machine Answerability Evidence Contract publication",
                    "label": "Machine Answerability Evidence Contract and Review Ownership Lab",
                    "path": "/answerability-contract.php"
                },
                {
                    "id": "AEC-CT-01",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-01",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "AEC-CT-06",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-06",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
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                {
                    "id": "AEC-CT-08",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-08",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "machine-answerability-evidence-gap-escalation",
                    "kind": "Machine Answerability Evidence-Gap Escalation publication",
                    "label": "Machine Answerability Evidence-Gap Remediation and Dispute Escalation Lab",
                    "path": "/answerability-escalation.php"
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                {
                    "id": "MAPR-RESULT-B9AA7DDDFF63",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "Correlated transport symptoms with common cause unproven",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-CORRELATED-TRANSPORT-COMMON-CAUSE-UNPROVEN"
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                {
                    "id": "MAPR-RESULT-F503CEC14915",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "No observed recurrence in a sparse selected sample",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-SPARSE-NO-OBSERVED-RECURRENCE"
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                {
                    "id": "MAPR-RESULT-9DD2829BDCC2",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "Repeated same-stage, same-fixture recurrence",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-SAME-STAGE-SAME-FIXTURE-RECURRENCE"
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                {
                    "id": "machine-answerability-exception-recurrence-pattern-review",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review publication",
                    "label": "Machine Answerability Exception Recurrence, Cohort, and Systemic Pattern Review",
                    "path": "/answerability-patterns.php"
                },
                {
                    "id": "MAC-BR-012",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Alert reviewed without access to underlying evidence",
                    "path": "/answerability-coverage.php?branch=MAC-BR-012"
                },
                {
                    "id": "MAC-BR-010",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Configuration changed outside the monitored component",
                    "path": "/answerability-coverage.php?branch=MAC-BR-010"
                },
                {
                    "id": "MAC-BR-014",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Monitoring duties have no competent institutional owner",
                    "path": "/answerability-coverage.php?branch=MAC-BR-014"
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                {
                    "id": "MAC-BR-013",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Producer-controlled verification leaves independence unresolved",
                    "path": "/answerability-coverage.php?branch=MAC-BR-013"
                },
                {
                    "id": "machine-answerability-monitoring-coverage",
                    "kind": "Machine Answerability Monitoring Coverage publication",
                    "label": "Machine Answerability Monitoring Coverage, Blind-Spot, and Alert Integrity Lab",
                    "path": "/answerability-coverage.php"
                },
                {
                    "id": "machine-answerability-remediation",
                    "kind": "Machine Answerability Remediation publication",
                    "label": "Machine Answerability Remediation and Prevention Lab",
                    "path": "/answerability-remediation.php"
                },
                {
                    "id": "MAR-SG-17",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Append-oriented causal evidence ledger",
                    "path": "/answerability-remediation.php#safeguard-append-only-causal-ledger"
                },
                {
                    "id": "MAR-SG-15",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Exact software and configuration manifest",
                    "path": "/answerability-remediation.php#safeguard-exact-artifact-manifest"
                },
                {
                    "id": "MAR-SG-19",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Fluent generated explanation after the event",
                    "path": "/answerability-remediation.php#safeguard-generated-explanation"
                },
                {
                    "id": "MAR-SG-01",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Independent-source quorum",
                    "path": "/answerability-remediation.php#safeguard-independent-source-gate"
                },
                {
                    "id": "MAR-SG-02",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Shared-dependency alarm",
                    "path": "/answerability-remediation.php#safeguard-dependency-alarm"
                },
                {
                    "id": "MAR-SG-03",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Signed source and transformation lineage",
                    "path": "/answerability-remediation.php#safeguard-provenance-completeness-gate"
                },
                {
                    "id": "MAR-H-EV-PROVENANCE",
                    "kind": "Machine Answerability Replay handoff",
                    "label": "Evulgare Decision Provenance",
                    "path": "/answerability-replay.php#production-answerability-handoff"
                },
                {
                    "id": "machine-answerability-replay",
                    "kind": "Machine Answerability Replay publication",
                    "label": "Machine Answerability Replay and Causal Contribution Lab",
                    "path": "/answerability-replay.php"
                },
                {
                    "id": "MAER-RESULT-3AC98EAF1C6B",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Ownerless exception escalation",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-OWNERLESS-ESCALATION"
                },
                {
                    "id": "MAER-RESULT-9748DE4E576B",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Recurring transport and deduplication failure",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-RECURRING-TRANSPORT-DEDUP"
                },
                {
                    "id": "MAER-RESULT-034FF9A56113",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Successful independent same-fixture retest",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-SUCCESSFUL-SAME-FIXTURE"
                },
                {
                    "id": "machine-answerability-validation-exception-retest",
                    "kind": "Machine Answerability Validation Exception and Retest publication",
                    "label": "Machine Answerability Validation Exception, Retest, and Escalation Ledger",
                    "path": "/answerability-retest.php"
                }
            ]
        },
        {
            "id": "evulgare-assurance",
            "title": "Continuous Assurance",
            "publisher": "Evulgare",
            "date": "live page reviewed 2026-08-04",
            "url": "https://evulgare.com/platform/assurance",
            "type": "First-party live product-area description",
            "supports": "The public assurance model connecting claims, evidence, assumptions, counterclaims, defeaters, reviewers, configurations, and invalidating changes. It does not certify any external system or claim.",
            "review": {
                "source_id": "evulgare-assurance",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "reachable_at_last_review",
                "link_checked_on": "2026-08-05",
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
                ]
            },
            "dependencies": [
                {
                    "id": "AH-E11",
                    "kind": "Accountability Handoff evidence requirement",
                    "label": "Assurance claim after a material update",
                    "path": "/accountability-handoff.php#evidence-AH-E11"
                },
                {
                    "id": "accountability-handoff-lab",
                    "kind": "Accountability Handoff publication",
                    "label": "Machine Answerability and Accountability Handoff Lab",
                    "path": "/accountability-handoff.php"
                },
                {
                    "id": "machine-execution",
                    "kind": "Concept Matrix production handoff",
                    "label": "Machine execution",
                    "path": "/concept-matrix.php#concept-machine-execution"
                },
                {
                    "id": "evulgare",
                    "kind": "Ecosystem identity",
                    "label": "Evulgare",
                    "path": "/ecosystem.php#evulgare-role"
                },
                {
                    "id": "changed-retest-fixture-comparability",
                    "kind": "FAQ answer",
                    "label": "Can a changed retest fixture be compared as though it were the original fixture?",
                    "path": "/faq.php#changed-retest-fixture-comparability"
                },
                {
                    "id": "correlation-versus-common-cause",
                    "kind": "FAQ answer",
                    "label": "Do correlated symptoms or a shared cohort prove a common cause?",
                    "path": "/faq.php#correlation-versus-common-cause"
                },
                {
                    "id": "closed-ticket-versus-effective-control",
                    "kind": "FAQ answer",
                    "label": "Does a closed ticket or human sign-off prove that a corrective action worked?",
                    "path": "/faq.php#closed-ticket-versus-effective-control"
                },
                {
                    "id": "operational-release-authority",
                    "kind": "FAQ answer",
                    "label": "Does a complete assurance review packet authorize real-world operation?",
                    "path": "/faq.php#operational-release-authority"
                },
                {
                    "id": "monitor-health-versus-monitor-scope",
                    "kind": "FAQ answer",
                    "label": "Does a healthy monitor prove that it watches the right system state?",
                    "path": "/faq.php#monitor-health-versus-monitor-scope"
                },
                {
                    "id": "monitoring-signal-versus-verified-regression",
                    "kind": "FAQ answer",
                    "label": "Does a monitoring alert prove that a corrective action regressed?",
                    "path": "/faq.php#monitoring-signal-versus-verified-regression"
                },
                {
                    "id": "synthetic-alert-test-production-safety",
                    "kind": "FAQ answer",
                    "label": "Does a passed synthetic alert-path test prove production safety or factual truth?",
                    "path": "/faq.php#synthetic-alert-test-production-safety"
                },
                {
                    "id": "safeguard-effect-classification",
                    "kind": "FAQ answer",
                    "label": "Does a safeguard labeled “prevent” prove that it will prevent a real incident?",
                    "path": "/faq.php#safeguard-effect-classification"
                },
                {
                    "id": "evidence-integrity-versus-support",
                    "kind": "FAQ answer",
                    "label": "Does a signed or hashed evidence record prove that an assurance claim is true?",
                    "path": "/faq.php#evidence-integrity-versus-support"
                },
                {
                    "id": "validation-exception-acknowledgment-versus-ownership",
                    "kind": "FAQ answer",
                    "label": "Does acknowledging a validation exception mean an institution owns it?",
                    "path": "/faq.php#validation-exception-acknowledgment-versus-ownership"
                },
                {
                    "id": "evidence-completeness-ground-truth",
                    "kind": "FAQ answer",
                    "label": "Does adding more evidence change what happened in the replay?",
                    "path": "/faq.php#evidence-completeness-ground-truth"
                },
                {
                    "id": "alert-delivery-review-verification",
                    "kind": "FAQ answer",
                    "label": "Does alert delivery prove that a regression was reviewed and verified?",
                    "path": "/faq.php#alert-delivery-review-verification"
                },
                {
                    "id": "dispute-closure-versus-certainty",
                    "kind": "FAQ answer",
                    "label": "Does closing a dispute establish certainty, legal responsibility, or operational release?",
                    "path": "/faq.php#dispute-closure-versus-certainty"
                },
                {
                    "id": "effectiveness-closure-residual-exposure",
                    "kind": "FAQ answer",
                    "label": "Does closing an effectiveness audit eliminate residual exposure or authorize a real system?",
                    "path": "/faq.php#effectiveness-closure-residual-exposure"
                },
                {
                    "id": "recurrence-count-versus-rate",
                    "kind": "FAQ answer",
                    "label": "Does counting recurrence observations create a recurrence rate or risk estimate?",
                    "path": "/faq.php#recurrence-count-versus-rate"
                },
                {
                    "id": "monitoring-silence-versus-safety",
                    "kind": "FAQ answer",
                    "label": "Does monitoring silence prove that a corrective action remains safe or effective?",
                    "path": "/faq.php#monitoring-silence-versus-safety"
                },
                {
                    "id": "no-observed-recurrence-versus-disproof",
                    "kind": "FAQ answer",
                    "label": "Does no observed recurrence in a selected sample disprove recurrence?",
                    "path": "/faq.php#no-observed-recurrence-versus-disproof"
                },
                {
                    "id": "one-retest-pass-versus-durable-nonrecurrence",
                    "kind": "FAQ answer",
                    "label": "Does one successful same-fixture retest prove durable non-recurrence?",
                    "path": "/faq.php#one-retest-pass-versus-durable-nonrecurrence"
                },
                {
                    "id": "reopened-audit-versus-erased-history",
                    "kind": "FAQ answer",
                    "label": "Does reopening and revalidating an audit erase the earlier invalidation or assign responsibility?",
                    "path": "/faq.php#reopened-audit-versus-erased-history"
                },
                {
                    "id": "remediation-selected-versus-implemented",
                    "kind": "FAQ answer",
                    "label": "Does selecting or configuring a monitoring remediation prove that it was implemented and tested?",
                    "path": "/faq.php#remediation-selected-versus-implemented"
                },
                {
                    "id": "alert-receipt-versus-competent-review",
                    "kind": "FAQ answer",
                    "label": "Is acknowledging an alert the same as competent review and independent verification?",
                    "path": "/faq.php#alert-receipt-versus-competent-review"
                },
                {
                    "id": "review-ownership",
                    "kind": "FAQ answer",
                    "label": "What does review ownership mean for a consequential machine decision?",
                    "path": "/faq.php#review-ownership"
                },
                {
                    "id": "machine-answerability-remediation",
                    "kind": "FAQ answer",
                    "label": "What does the Machine Answerability Remediation Lab test?",
                    "path": "/faq.php#machine-answerability-remediation"
                },
                {
                    "id": "no-authority-to-infer",
                    "kind": "FAQ answer",
                    "label": "What does “no authority to infer” mean?",
                    "path": "/faq.php#no-authority-to-infer"
                },
                {
                    "id": "corrective-action-effectiveness-audit",
                    "kind": "FAQ answer",
                    "label": "What is a corrective-action effectiveness audit?",
                    "path": "/faq.php#corrective-action-effectiveness-audit"
                },
                {
                    "id": "machine-answerability-assurance-case",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability assurance case?",
                    "path": "/faq.php#machine-answerability-assurance-case"
                },
                {
                    "id": "assurance-review-packet",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability assurance review packet?",
                    "path": "/faq.php#assurance-review-packet"
                },
                {
                    "id": "machine-answerability-dispute-record",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability dispute record?",
                    "path": "/faq.php#machine-answerability-dispute-record"
                },
                {
                    "id": "evidence-contract",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability evidence contract?",
                    "path": "/faq.php#evidence-contract"
                },
                {
                    "id": "corrective-action-monitoring-regression-reopening",
                    "kind": "FAQ answer",
                    "label": "What is corrective-action monitoring, regression, and reopening?",
                    "path": "/faq.php#corrective-action-monitoring-regression-reopening"
                },
                {
                    "id": "evidence-gap-remediation",
                    "kind": "FAQ answer",
                    "label": "What is machine-answerability evidence-gap remediation?",
                    "path": "/faq.php#evidence-gap-remediation"
                },
                {
                    "id": "assurance-invalidation",
                    "kind": "FAQ answer",
                    "label": "When should an assurance claim be suspended or withdrawn?",
                    "path": "/faq.php#assurance-invalidation"
                },
                {
                    "id": "assurance-version-diff",
                    "kind": "FAQ answer",
                    "label": "Why compare version-bound assurance snapshots?",
                    "path": "/faq.php#assurance-version-diff"
                },
                {
                    "id": "alert-integrity",
                    "kind": "Glossary term",
                    "label": "Alert integrity",
                    "path": "/glossary.php#alert-integrity"
                },
                {
                    "id": "assurance-case",
                    "kind": "Glossary term",
                    "label": "Assurance case",
                    "path": "/glossary.php#assurance-case"
                },
                {
                    "id": "assurance-defeater",
                    "kind": "Glossary term",
                    "label": "Assurance defeater",
                    "path": "/glossary.php#assurance-defeater"
                },
                {
                    "id": "assurance-invalidation-gate",
                    "kind": "Glossary term",
                    "label": "Assurance invalidation gate",
                    "path": "/glossary.php#assurance-invalidation-gate"
                },
                {
                    "id": "assurance-review-packet",
                    "kind": "Glossary term",
                    "label": "Assurance review packet",
                    "path": "/glossary.php#assurance-review-packet"
                },
                {
                    "id": "assurance-snapshot",
                    "kind": "Glossary term",
                    "label": "Assurance snapshot",
                    "path": "/glossary.php#assurance-snapshot"
                },
                {
                    "id": "assurance-state",
                    "kind": "Glossary term",
                    "label": "Assurance state",
                    "path": "/glossary.php#assurance-state"
                },
                {
                    "id": "assurance-version-diff",
                    "kind": "Glossary term",
                    "label": "Assurance version diff",
                    "path": "/glossary.php#assurance-version-diff"
                },
                {
                    "id": "bounded-pattern-cohort",
                    "kind": "Glossary term",
                    "label": "Bounded pattern cohort",
                    "path": "/glossary.php#bounded-pattern-cohort"
                },
                {
                    "id": "ceremonial-alert-acknowledgment",
                    "kind": "Glossary term",
                    "label": "Ceremonial alert acknowledgment",
                    "path": "/glossary.php#ceremonial-alert-acknowledgment"
                },
                {
                    "id": "closure-with-residual-unknowns",
                    "kind": "Glossary term",
                    "label": "Closure with residual unknowns",
                    "path": "/glossary.php#closure-with-residual-unknowns"
                },
                {
                    "id": "corrective-action-effectiveness-audit",
                    "kind": "Glossary term",
                    "label": "Corrective-action effectiveness audit",
                    "path": "/glossary.php#corrective-action-effectiveness-audit"
                },
                {
                    "id": "corrective-action-monitoring",
                    "kind": "Glossary term",
                    "label": "Corrective-action monitoring",
                    "path": "/glossary.php#corrective-action-monitoring"
                },
                {
                    "id": "coverage-remediation-validation-drill",
                    "kind": "Glossary term",
                    "label": "Coverage remediation validation drill",
                    "path": "/glossary.php#coverage-remediation-validation-drill"
                },
                {
                    "id": "effectiveness-unknown",
                    "kind": "Glossary term",
                    "label": "Effectiveness unknown",
                    "path": "/glossary.php#effectiveness-unknown"
                },
                {
                    "id": "evidence-integrity-versus-factual-support",
                    "kind": "Glossary term",
                    "label": "Evidence integrity versus factual support",
                    "path": "/glossary.php#evidence-integrity-versus-factual-support"
                },
                {
                    "id": "evidence-deficiency-report",
                    "kind": "Glossary term",
                    "label": "Evidence-deficiency report",
                    "path": "/glossary.php#evidence-deficiency-report"
                },
                {
                    "id": "evidence-gap-remediation",
                    "kind": "Glossary term",
                    "label": "Evidence-gap remediation",
                    "path": "/glossary.php#evidence-gap-remediation"
                },
                {
                    "id": "answerability-remediation",
                    "kind": "Glossary term",
                    "label": "Machine answerability remediation",
                    "path": "/glossary.php#answerability-remediation"
                },
                {
                    "id": "machine-answerability-dispute-record",
                    "kind": "Glossary term",
                    "label": "Machine-answerability dispute record",
                    "path": "/glossary.php#machine-answerability-dispute-record"
                },
                {
                    "id": "evidence-contract",
                    "kind": "Glossary term",
                    "label": "Machine-answerability evidence contract",
                    "path": "/glossary.php#evidence-contract"
                },
                {
                    "id": "monitoring-blind-spot",
                    "kind": "Glossary term",
                    "label": "Monitoring blind spot",
                    "path": "/glossary.php#monitoring-blind-spot"
                },
                {
                    "id": "monitoring-coverage",
                    "kind": "Glossary term",
                    "label": "Monitoring coverage",
                    "path": "/glossary.php#monitoring-coverage"
                },
                {
                    "id": "operational-release-authority",
                    "kind": "Glossary term",
                    "label": "Operational release authority",
                    "path": "/glossary.php#operational-release-authority"
                },
                {
                    "id": "recurrence-classification",
                    "kind": "Glossary term",
                    "label": "Recurrence classification",
                    "path": "/glossary.php#recurrence-classification"
                },
                {
                    "id": "regression-signal",
                    "kind": "Glossary term",
                    "label": "Regression signal",
                    "path": "/glossary.php#regression-signal"
                },
                {
                    "id": "residual-exposure",
                    "kind": "Glossary term",
                    "label": "Residual exposure",
                    "path": "/glossary.php#residual-exposure"
                },
                {
                    "id": "review-ownership",
                    "kind": "Glossary term",
                    "label": "Review ownership",
                    "path": "/glossary.php#review-ownership"
                },
                {
                    "id": "same-fixture-retest",
                    "kind": "Glossary term",
                    "label": "Same-fixture retest",
                    "path": "/glossary.php#same-fixture-retest"
                },
                {
                    "id": "separation-of-duties",
                    "kind": "Glossary term",
                    "label": "Separation of duties",
                    "path": "/glossary.php#separation-of-duties"
                },
                {
                    "id": "synthetic-alert-path-mechanics",
                    "kind": "Glossary term",
                    "label": "Synthetic alert-path mechanics",
                    "path": "/glossary.php#synthetic-alert-path-mechanics"
                },
                {
                    "id": "systemic-pattern-support",
                    "kind": "Glossary term",
                    "label": "Systemic-pattern support",
                    "path": "/glossary.php#systemic-pattern-support"
                },
                {
                    "id": "typed-recurrence-event-count",
                    "kind": "Glossary term",
                    "label": "Typed recurrence event count",
                    "path": "/glossary.php#typed-recurrence-event-count"
                },
                {
                    "id": "validation-exception-branch",
                    "kind": "Glossary term",
                    "label": "Validation exception branch",
                    "path": "/glossary.php#validation-exception-branch"
                },
                {
                    "id": "AAC-CL-06",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Configuration is identified and revalidated",
                    "path": "/answerability-assurance.php#assurance-claim-configuration"
                },
                {
                    "id": "AAC-CL-02",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Model remains inside envelope",
                    "path": "/answerability-assurance.php#assurance-claim-model-envelope"
                },
                {
                    "id": "AAC-CL-07",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Stale assurance is automatically suspended",
                    "path": "/answerability-assurance.php#assurance-claim-continuous-invalidation"
                },
                {
                    "id": "machine-answerability-assurance",
                    "kind": "Machine Answerability Assurance publication",
                    "label": "Machine Answerability Assurance Case and Invalidation Lab",
                    "path": "/answerability-assurance.php"
                },
                {
                    "id": "machine-answerability-assurance-review",
                    "kind": "Machine Answerability Assurance Review publication",
                    "label": "Machine Answerability Assurance Review Packet and Version-Diff Lab",
                    "path": "/answerability-review.php"
                },
                {
                    "id": "AARP-SNAP-005",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Authority gap",
                    "path": "/answerability-review.php#snapshot-aarp-snap-005"
                },
                {
                    "id": "AARP-SNAP-001",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Baseline",
                    "path": "/answerability-review.php#snapshot-aarp-snap-001"
                },
                {
                    "id": "AARP-SNAP-003",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Configuration change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-003"
                },
                {
                    "id": "AARP-SNAP-004",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Interface change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-004"
                },
                {
                    "id": "AARP-SNAP-002",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Model change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-002"
                },
                {
                    "id": "AARP-SNAP-006",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Revalidated",
                    "path": "/answerability-review.php#snapshot-aarp-snap-006"
                },
                {
                    "id": "MAE-AUD-010",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Append-oriented custody independently verified for the corrected packet",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-010"
                },
                {
                    "id": "MAE-AUD-003",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Changed-model records produced but not independently verified",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-003"
                },
                {
                    "id": "MAE-AUD-007",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Corrected configuration claim invalidated by a later threshold change",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-007"
                },
                {
                    "id": "MAE-AUD-002",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Custody restoration marked implemented without technical proof",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-002"
                },
                {
                    "id": "MAE-AUD-001",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Evidence request exists only as a plan",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-001"
                },
                {
                    "id": "MAE-AUD-006",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Produced evidence found ineffective for the calibration gap",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-006"
                },
                {
                    "id": "MAE-AUD-004",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Suspension gate independently verified for the changed-model branch",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-004"
                },
                {
                    "id": "machine-answerability-effectiveness",
                    "kind": "Machine Answerability Corrective Action Effectiveness publication",
                    "label": "Machine Answerability Corrective Action Effectiveness and Closure Audit Lab",
                    "path": "/answerability-effectiveness.php"
                },
                {
                    "id": "MAM-BR-017",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "A closed ticket cannot supply a monitoring baseline",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-017"
                },
                {
                    "id": "MAM-BR-016",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "A planned action has no effectiveness baseline to monitor",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-016"
                },
                {
                    "id": "MAM-BR-005",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Assurance monitor failure forces suspension and reopening",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-005"
                },
                {
                    "id": "MAM-BR-003",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Calibration drift signal observed but not independently verified",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-003"
                },
                {
                    "id": "MAM-BR-004",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Calibration regression independently verified",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-004"
                },
                {
                    "id": "MAM-BR-013",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Custody control remains current after scheduled verification",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-013"
                },
                {
                    "id": "MAM-BR-009",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Monitoring cannot rescue an action already shown ineffective",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-009"
                },
                {
                    "id": "MAM-BR-006",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Monitoring restored; independent revalidation still pending",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-006"
                },
                {
                    "id": "MAM-BR-018",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Producer records remain insufficient for durable monitoring without independent verification",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-018"
                },
                {
                    "id": "MAM-BR-007",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Remediated suspension gate independently revalidated and reclosed",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-007"
                },
                {
                    "id": "MAM-BR-002",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Scheduled monitoring completed without a regression signal",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-002"
                },
                {
                    "id": "MAM-BR-001",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Suspension gate reaches its scheduled review date",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-001"
                },
                {
                    "id": "MAM-BR-010",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Threshold mismatch verifies the need to reopen the corrected configuration",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-010"
                },
                {
                    "id": "machine-answerability-monitoring",
                    "kind": "Machine Answerability Corrective Action Monitoring publication",
                    "label": "Machine Answerability Corrective Action Monitoring, Regression, and Reopening Lab",
                    "path": "/answerability-monitoring.php"
                },
                {
                    "id": "MAVD-RESULT-4E98173EEB2E",
                    "kind": "Machine Answerability Coverage Validation drill",
                    "label": "End-to-end alert-path validation",
                    "path": "/answerability-validation.php?preset=MAVD-PRESET-END-TO-END"
                },
                {
                    "id": "machine-answerability-coverage-validation",
                    "kind": "Machine Answerability Coverage Validation publication",
                    "label": "Machine Answerability Monitoring Coverage Remediation Validation and Alert Path Drill",
                    "path": "/answerability-validation.php"
                },
                {
                    "id": "machine-answerability-dispute-ledger",
                    "kind": "Machine Answerability Dispute Ledger publication",
                    "label": "Machine Answerability Dispute Record and Corrective Action Ledger Lab",
                    "path": "/answerability-disputes.php"
                },
                {
                    "id": "MAD-DSP-002",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Changed model evidence produced and reliance suspended",
                    "path": "/answerability-disputes.php?record=MAD-DSP-002"
                },
                {
                    "id": "MAD-DSP-005",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Configuration claim corrected without erasing the earlier packet",
                    "path": "/answerability-disputes.php?record=MAD-DSP-005"
                },
                {
                    "id": "MAD-DSP-001",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Model-change evidence request remains open",
                    "path": "/answerability-disputes.php?record=MAD-DSP-001"
                },
                {
                    "id": "AEC-CT-02",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-02",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-02"
                },
                {
                    "id": "AEC-CT-06",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-06",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-06"
                },
                {
                    "id": "AEC-CT-07",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-07",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-07"
                },
                {
                    "id": "machine-answerability-evidence-contract",
                    "kind": "Machine Answerability Evidence Contract publication",
                    "label": "Machine Answerability Evidence Contract and Review Ownership Lab",
                    "path": "/answerability-contract.php"
                },
                {
                    "id": "AEC-CT-02",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-02",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "AEC-CT-06",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-06",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "AEC-CT-07",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-07",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "machine-answerability-evidence-gap-escalation",
                    "kind": "Machine Answerability Evidence-Gap Escalation publication",
                    "label": "Machine Answerability Evidence-Gap Remediation and Dispute Escalation Lab",
                    "path": "/answerability-escalation.php"
                },
                {
                    "id": "MAPR-RESULT-B9AA7DDDFF63",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "Correlated transport symptoms with common cause unproven",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-CORRELATED-TRANSPORT-COMMON-CAUSE-UNPROVEN"
                },
                {
                    "id": "MAPR-RESULT-F503CEC14915",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "No observed recurrence in a sparse selected sample",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-SPARSE-NO-OBSERVED-RECURRENCE"
                },
                {
                    "id": "MAPR-RESULT-9DD2829BDCC2",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "Repeated same-stage, same-fixture recurrence",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-SAME-STAGE-SAME-FIXTURE-RECURRENCE"
                },
                {
                    "id": "machine-answerability-exception-recurrence-pattern-review",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review publication",
                    "label": "Machine Answerability Exception Recurrence, Cohort, and Systemic Pattern Review",
                    "path": "/answerability-patterns.php"
                },
                {
                    "id": "MAC-BR-002",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Bounded coverage verified and no regression alert recorded",
                    "path": "/answerability-coverage.php?branch=MAC-BR-002"
                },
                {
                    "id": "MAC-BR-010",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Configuration changed outside the monitored component",
                    "path": "/answerability-coverage.php?branch=MAC-BR-010"
                },
                {
                    "id": "MAC-BR-007",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Coverage remediated and alert path independently tested",
                    "path": "/answerability-coverage.php?branch=MAC-BR-007"
                },
                {
                    "id": "MAC-BR-005",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Disabled monitor creates false silence",
                    "path": "/answerability-coverage.php?branch=MAC-BR-005"
                },
                {
                    "id": "MAC-BR-003",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Drift alert delivered but not reviewed",
                    "path": "/answerability-coverage.php?branch=MAC-BR-003"
                },
                {
                    "id": "MAC-BR-018",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Drift alert lost during deduplication",
                    "path": "/answerability-coverage.php?branch=MAC-BR-018"
                },
                {
                    "id": "MAC-BR-004",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Drift alert reviewed and regression independently verified",
                    "path": "/answerability-coverage.php?branch=MAC-BR-004"
                },
                {
                    "id": "MAC-BR-006",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Monitor restored against a stale baseline",
                    "path": "/answerability-coverage.php?branch=MAC-BR-006"
                },
                {
                    "id": "MAC-BR-016",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Monitoring compares an unknown source state with a stale baseline",
                    "path": "/answerability-coverage.php?branch=MAC-BR-016"
                },
                {
                    "id": "MAC-BR-013",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Producer-controlled verification leaves independence unresolved",
                    "path": "/answerability-coverage.php?branch=MAC-BR-013"
                },
                {
                    "id": "MAC-BR-009",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Quiet monitoring cannot convert an ineffective action into an effective control",
                    "path": "/answerability-coverage.php?branch=MAC-BR-009"
                },
                {
                    "id": "MAC-BR-001",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Scheduled monitoring has no performed coverage record",
                    "path": "/answerability-coverage.php?branch=MAC-BR-001"
                },
                {
                    "id": "MAC-BR-017",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Silent provenance monitor misses a shared source dependency",
                    "path": "/answerability-coverage.php?branch=MAC-BR-017"
                },
                {
                    "id": "machine-answerability-monitoring-coverage",
                    "kind": "Machine Answerability Monitoring Coverage publication",
                    "label": "Machine Answerability Monitoring Coverage, Blind-Spot, and Alert Integrity Lab",
                    "path": "/answerability-coverage.php"
                },
                {
                    "id": "machine-answerability-remediation",
                    "kind": "Machine Answerability Remediation publication",
                    "label": "Machine Answerability Remediation and Prevention Lab",
                    "path": "/answerability-remediation.php"
                },
                {
                    "id": "MAR-SG-05",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Calibration and envelope monitor",
                    "path": "/answerability-remediation.php#safeguard-calibration-drift-monitor"
                },
                {
                    "id": "MAR-SG-16",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Continuous assurance invalidation",
                    "path": "/answerability-remediation.php#safeguard-material-change-assurance-invalidation"
                },
                {
                    "id": "MAR-SG-06",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Deterministic authority precondition gate",
                    "path": "/answerability-remediation.php#safeguard-deterministic-authority-envelope"
                },
                {
                    "id": "MAR-SG-04",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Distribution-shift abstention gate",
                    "path": "/answerability-remediation.php#safeguard-uncertainty-distribution-hold"
                },
                {
                    "id": "MAR-SG-14",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Material-change revalidation gate",
                    "path": "/answerability-remediation.php#safeguard-material-change-revalidation"
                },
                {
                    "id": "MAR-H-EV-ASSURANCE",
                    "kind": "Machine Answerability Replay handoff",
                    "label": "Evulgare Continuous Assurance",
                    "path": "/answerability-replay.php#production-answerability-handoff"
                },
                {
                    "id": "machine-answerability-replay",
                    "kind": "Machine Answerability Replay publication",
                    "label": "Machine Answerability Replay and Causal Contribution Lab",
                    "path": "/answerability-replay.php"
                },
                {
                    "id": "MAER-RESULT-3AC98EAF1C6B",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Ownerless exception escalation",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-OWNERLESS-ESCALATION"
                },
                {
                    "id": "MAER-RESULT-9748DE4E576B",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Recurring transport and deduplication failure",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-RECURRING-TRANSPORT-DEDUP"
                },
                {
                    "id": "MAER-RESULT-034FF9A56113",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Successful independent same-fixture retest",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-SUCCESSFUL-SAME-FIXTURE"
                },
                {
                    "id": "machine-answerability-validation-exception-retest",
                    "kind": "Machine Answerability Validation Exception and Retest publication",
                    "label": "Machine Answerability Validation Exception, Retest, and Escalation Ledger",
                    "path": "/answerability-retest.php"
                }
            ]
        },
        {
            "id": "evulgare-authority",
            "title": "Authority Boundaries",
            "publisher": "Evulgare",
            "date": "live page reviewed 2026-08-04",
            "url": "https://evulgare.com/platform/authority",
            "type": "First-party live product-area description",
            "supports": "The public distinction among technical capability, trusted data, delegated authority, permitted purpose, and contextual permission. It does not establish the actual authority state of a third-party system.",
            "review": {
                "source_id": "evulgare-authority",
                "last_reviewed_on": "2026-08-07",
                "next_review_due_on": "2026-11-05",
                "review_interval_days": 90,
                "review_state": "current",
                "link_state": "reachable_at_last_review",
                "link_checked_on": "2026-08-05",
                "retained_for_history": false,
                "superseded_by": null,
                "correction_notice_id": null,
                "reviewer_role": "KillChains.com editorial review",
                "review_note": "The registry record was reviewed for attribution, source class, date, and bounded support. External reachability was not tested in this release.",
                "verify_before_use": [
                    "Confirm that the bounded support statement still matches the cited source."
                ],
                "evidence_paths": [
                    "data/sources.php",
                    "tests/source-review-audit.py",
                    "docs/long-term-memory/implementation-history/source-review-center-v1.14.0.md"
                ]
            },
            "dependencies": [
                {
                    "id": "AH-E05",
                    "kind": "Accountability Handoff evidence requirement",
                    "label": "Delegated authority envelope",
                    "path": "/accountability-handoff.php#evidence-AH-E05"
                },
                {
                    "id": "AH-E08",
                    "kind": "Accountability Handoff evidence requirement",
                    "label": "Effective override path",
                    "path": "/accountability-handoff.php#evidence-AH-E08"
                },
                {
                    "id": "accountability-handoff-lab",
                    "kind": "Accountability Handoff publication",
                    "label": "Machine Answerability and Accountability Handoff Lab",
                    "path": "/accountability-handoff.php"
                },
                {
                    "id": "human-authorization",
                    "kind": "Concept Matrix production handoff",
                    "label": "Human authorization",
                    "path": "/concept-matrix.php#concept-human-authorization"
                },
                {
                    "id": "institutional-authority",
                    "kind": "Concept Matrix production handoff",
                    "label": "Institutional authority",
                    "path": "/concept-matrix.php#concept-institutional-authority"
                },
                {
                    "id": "preauthorization",
                    "kind": "Concept Matrix production handoff",
                    "label": "Preauthorization",
                    "path": "/concept-matrix.php#concept-preauthorization"
                },
                {
                    "id": "evulgare",
                    "kind": "Ecosystem identity",
                    "label": "Evulgare",
                    "path": "/ecosystem.php#evulgare-role"
                },
                {
                    "id": "operational-release-authority",
                    "kind": "FAQ answer",
                    "label": "Does a complete assurance review packet authorize real-world operation?",
                    "path": "/faq.php#operational-release-authority"
                },
                {
                    "id": "validation-exception-acknowledgment-versus-ownership",
                    "kind": "FAQ answer",
                    "label": "Does acknowledging a validation exception mean an institution owns it?",
                    "path": "/faq.php#validation-exception-acknowledgment-versus-ownership"
                },
                {
                    "id": "dispute-closure-versus-certainty",
                    "kind": "FAQ answer",
                    "label": "Does closing a dispute establish certainty, legal responsibility, or operational release?",
                    "path": "/faq.php#dispute-closure-versus-certainty"
                },
                {
                    "id": "effectiveness-closure-residual-exposure",
                    "kind": "FAQ answer",
                    "label": "Does closing an effectiveness audit eliminate residual exposure or authorize a real system?",
                    "path": "/faq.php#effectiveness-closure-residual-exposure"
                },
                {
                    "id": "concept-to-production-handoff",
                    "kind": "FAQ answer",
                    "label": "How does a KillChains.com concept become a production-accountability requirement?",
                    "path": "/faq.php#concept-to-production-handoff"
                },
                {
                    "id": "review-ownership",
                    "kind": "FAQ answer",
                    "label": "What does review ownership mean for a consequential machine decision?",
                    "path": "/faq.php#review-ownership"
                },
                {
                    "id": "machine-answerability-remediation",
                    "kind": "FAQ answer",
                    "label": "What does the Machine Answerability Remediation Lab test?",
                    "path": "/faq.php#machine-answerability-remediation"
                },
                {
                    "id": "no-authority-to-infer",
                    "kind": "FAQ answer",
                    "label": "What does “no authority to infer” mean?",
                    "path": "/faq.php#no-authority-to-infer"
                },
                {
                    "id": "ceremonial-human-review",
                    "kind": "FAQ answer",
                    "label": "What is ceremonial human review?",
                    "path": "/faq.php#ceremonial-human-review"
                },
                {
                    "id": "ceremonial-human-review",
                    "kind": "Glossary term",
                    "label": "Ceremonial human review",
                    "path": "/glossary.php#ceremonial-human-review"
                },
                {
                    "id": "no-authority-to-infer",
                    "kind": "Glossary term",
                    "label": "No authority to infer",
                    "path": "/glossary.php#no-authority-to-infer"
                },
                {
                    "id": "operational-release-authority",
                    "kind": "Glossary term",
                    "label": "Operational release authority",
                    "path": "/glossary.php#operational-release-authority"
                },
                {
                    "id": "review-ownership",
                    "kind": "Glossary term",
                    "label": "Review ownership",
                    "path": "/glossary.php#review-ownership"
                },
                {
                    "id": "AAC-CL-03",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Authority is current and enforced",
                    "path": "/answerability-assurance.php#assurance-claim-authority"
                },
                {
                    "id": "machine-answerability-assurance",
                    "kind": "Machine Answerability Assurance publication",
                    "label": "Machine Answerability Assurance Case and Invalidation Lab",
                    "path": "/answerability-assurance.php"
                },
                {
                    "id": "machine-answerability-assurance-review",
                    "kind": "Machine Answerability Assurance Review publication",
                    "label": "Machine Answerability Assurance Review Packet and Version-Diff Lab",
                    "path": "/answerability-review.php"
                },
                {
                    "id": "AARP-SNAP-005",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Authority gap",
                    "path": "/answerability-review.php#snapshot-aarp-snap-005"
                },
                {
                    "id": "AARP-SNAP-001",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Baseline",
                    "path": "/answerability-review.php#snapshot-aarp-snap-001"
                },
                {
                    "id": "AARP-SNAP-003",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Configuration change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-003"
                },
                {
                    "id": "AARP-SNAP-004",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Interface change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-004"
                },
                {
                    "id": "AARP-SNAP-002",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Model change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-002"
                },
                {
                    "id": "AARP-SNAP-006",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Revalidated",
                    "path": "/answerability-review.php#snapshot-aarp-snap-006"
                },
                {
                    "id": "MAE-AUD-008",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Retired authority claim preserved with its replacement record",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-008"
                },
                {
                    "id": "machine-answerability-effectiveness",
                    "kind": "Machine Answerability Corrective Action Effectiveness publication",
                    "label": "Machine Answerability Corrective Action Effectiveness and Closure Audit Lab",
                    "path": "/answerability-effectiveness.php"
                },
                {
                    "id": "MAM-BR-011",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Retired authority claim remains retired after replacement monitoring",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-011"
                },
                {
                    "id": "machine-answerability-monitoring",
                    "kind": "Machine Answerability Corrective Action Monitoring publication",
                    "label": "Machine Answerability Corrective Action Monitoring, Regression, and Reopening Lab",
                    "path": "/answerability-monitoring.php"
                },
                {
                    "id": "MAVD-RESULT-15F2D804DB85",
                    "kind": "Machine Answerability Coverage Validation drill",
                    "label": "Blind-spot remediation challenge",
                    "path": "/answerability-validation.php?preset=MAVD-PRESET-BLIND-SPOT-CHALLENGE"
                },
                {
                    "id": "machine-answerability-coverage-validation",
                    "kind": "Machine Answerability Coverage Validation publication",
                    "label": "Machine Answerability Monitoring Coverage Remediation Validation and Alert Path Drill",
                    "path": "/answerability-validation.php"
                },
                {
                    "id": "machine-answerability-dispute-ledger",
                    "kind": "Machine Answerability Dispute Ledger publication",
                    "label": "Machine Answerability Dispute Record and Corrective Action Ledger Lab",
                    "path": "/answerability-disputes.php"
                },
                {
                    "id": "MAD-DSP-006",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Authority claim retired after the governing mandate changed",
                    "path": "/answerability-disputes.php?record=MAD-DSP-006"
                },
                {
                    "id": "AEC-CT-03",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-03",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-03"
                },
                {
                    "id": "machine-answerability-evidence-contract",
                    "kind": "Machine Answerability Evidence Contract publication",
                    "label": "Machine Answerability Evidence Contract and Review Ownership Lab",
                    "path": "/answerability-contract.php"
                },
                {
                    "id": "AEC-CT-03",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-03",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "machine-answerability-evidence-gap-escalation",
                    "kind": "Machine Answerability Evidence-Gap Escalation publication",
                    "label": "Machine Answerability Evidence-Gap Remediation and Dispute Escalation Lab",
                    "path": "/answerability-escalation.php"
                },
                {
                    "id": "MAPR-RESULT-B9AA7DDDFF63",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "Correlated transport symptoms with common cause unproven",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-CORRELATED-TRANSPORT-COMMON-CAUSE-UNPROVEN"
                },
                {
                    "id": "MAPR-RESULT-F503CEC14915",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
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                    "id": "machine-answerability-replay",
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            "id": "evulgare-uncertainty",
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                    "kind": "FAQ answer",
                    "label": "Does one successful same-fixture retest prove durable non-recurrence?",
                    "path": "/faq.php#one-retest-pass-versus-durable-nonrecurrence"
                },
                {
                    "id": "reopened-audit-versus-erased-history",
                    "kind": "FAQ answer",
                    "label": "Does reopening and revalidating an audit erase the earlier invalidation or assign responsibility?",
                    "path": "/faq.php#reopened-audit-versus-erased-history"
                },
                {
                    "id": "remediation-selected-versus-implemented",
                    "kind": "FAQ answer",
                    "label": "Does selecting or configuring a monitoring remediation prove that it was implemented and tested?",
                    "path": "/faq.php#remediation-selected-versus-implemented"
                },
                {
                    "id": "concept-to-production-handoff",
                    "kind": "FAQ answer",
                    "label": "How does a KillChains.com concept become a production-accountability requirement?",
                    "path": "/faq.php#concept-to-production-handoff"
                },
                {
                    "id": "review-ownership",
                    "kind": "FAQ answer",
                    "label": "What does review ownership mean for a consequential machine decision?",
                    "path": "/faq.php#review-ownership"
                },
                {
                    "id": "machine-answerability-remediation",
                    "kind": "FAQ answer",
                    "label": "What does the Machine Answerability Remediation Lab test?",
                    "path": "/faq.php#machine-answerability-remediation"
                },
                {
                    "id": "corrective-action-effectiveness-audit",
                    "kind": "FAQ answer",
                    "label": "What is a corrective-action effectiveness audit?",
                    "path": "/faq.php#corrective-action-effectiveness-audit"
                },
                {
                    "id": "machine-answerability-assurance-case",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability assurance case?",
                    "path": "/faq.php#machine-answerability-assurance-case"
                },
                {
                    "id": "assurance-review-packet",
                    "kind": "FAQ answer",
                    "label": "What is a machine-answerability assurance review packet?",
                    "path": "/faq.php#assurance-review-packet"
                },
                {
                    "id": "corrective-action-monitoring-regression-reopening",
                    "kind": "FAQ answer",
                    "label": "What is corrective-action monitoring, regression, and reopening?",
                    "path": "/faq.php#corrective-action-monitoring-regression-reopening"
                },
                {
                    "id": "machine-answerability-replay",
                    "kind": "FAQ answer",
                    "label": "What is the Machine Answerability Replay?",
                    "path": "/faq.php#machine-answerability-replay"
                },
                {
                    "id": "assurance-invalidation",
                    "kind": "FAQ answer",
                    "label": "When should an assurance claim be suspended or withdrawn?",
                    "path": "/faq.php#assurance-invalidation"
                },
                {
                    "id": "assurance-version-diff",
                    "kind": "FAQ answer",
                    "label": "Why compare version-bound assurance snapshots?",
                    "path": "/faq.php#assurance-version-diff"
                },
                {
                    "id": "assurance-defeater",
                    "kind": "Glossary term",
                    "label": "Assurance defeater",
                    "path": "/glossary.php#assurance-defeater"
                },
                {
                    "id": "assurance-invalidation-gate",
                    "kind": "Glossary term",
                    "label": "Assurance invalidation gate",
                    "path": "/glossary.php#assurance-invalidation-gate"
                },
                {
                    "id": "assurance-snapshot",
                    "kind": "Glossary term",
                    "label": "Assurance snapshot",
                    "path": "/glossary.php#assurance-snapshot"
                },
                {
                    "id": "assurance-state",
                    "kind": "Glossary term",
                    "label": "Assurance state",
                    "path": "/glossary.php#assurance-state"
                },
                {
                    "id": "assurance-version-diff",
                    "kind": "Glossary term",
                    "label": "Assurance version diff",
                    "path": "/glossary.php#assurance-version-diff"
                },
                {
                    "id": "corrective-action-ledger",
                    "kind": "Glossary term",
                    "label": "Corrective action ledger",
                    "path": "/glossary.php#corrective-action-ledger"
                },
                {
                    "id": "corrective-action-effectiveness-audit",
                    "kind": "Glossary term",
                    "label": "Corrective-action effectiveness audit",
                    "path": "/glossary.php#corrective-action-effectiveness-audit"
                },
                {
                    "id": "corrective-action-monitoring",
                    "kind": "Glossary term",
                    "label": "Corrective-action monitoring",
                    "path": "/glossary.php#corrective-action-monitoring"
                },
                {
                    "id": "coverage-remediation-validation-drill",
                    "kind": "Glossary term",
                    "label": "Coverage remediation validation drill",
                    "path": "/glossary.php#coverage-remediation-validation-drill"
                },
                {
                    "id": "evidence-deficiency-report",
                    "kind": "Glossary term",
                    "label": "Evidence-deficiency report",
                    "path": "/glossary.php#evidence-deficiency-report"
                },
                {
                    "id": "immutable-audit-reopening",
                    "kind": "Glossary term",
                    "label": "Immutable audit reopening",
                    "path": "/glossary.php#immutable-audit-reopening"
                },
                {
                    "id": "answerability-remediation",
                    "kind": "Glossary term",
                    "label": "Machine answerability remediation",
                    "path": "/glossary.php#answerability-remediation"
                },
                {
                    "id": "monitoring-blind-spot",
                    "kind": "Glossary term",
                    "label": "Monitoring blind spot",
                    "path": "/glossary.php#monitoring-blind-spot"
                },
                {
                    "id": "monitoring-coverage",
                    "kind": "Glossary term",
                    "label": "Monitoring coverage",
                    "path": "/glossary.php#monitoring-coverage"
                },
                {
                    "id": "recurrence-classification",
                    "kind": "Glossary term",
                    "label": "Recurrence classification",
                    "path": "/glossary.php#recurrence-classification"
                },
                {
                    "id": "residual-exposure",
                    "kind": "Glossary term",
                    "label": "Residual exposure",
                    "path": "/glossary.php#residual-exposure"
                },
                {
                    "id": "review-ownership",
                    "kind": "Glossary term",
                    "label": "Review ownership",
                    "path": "/glossary.php#review-ownership"
                },
                {
                    "id": "synthetic-alert-path-mechanics",
                    "kind": "Glossary term",
                    "label": "Synthetic alert-path mechanics",
                    "path": "/glossary.php#synthetic-alert-path-mechanics"
                },
                {
                    "id": "validation-exception-branch",
                    "kind": "Glossary term",
                    "label": "Validation exception branch",
                    "path": "/glossary.php#validation-exception-branch"
                },
                {
                    "id": "AAC-CL-06",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Configuration is identified and revalidated",
                    "path": "/answerability-assurance.php#assurance-claim-configuration"
                },
                {
                    "id": "AAC-CL-07",
                    "kind": "Machine Answerability Assurance claim",
                    "label": "Stale assurance is automatically suspended",
                    "path": "/answerability-assurance.php#assurance-claim-continuous-invalidation"
                },
                {
                    "id": "machine-answerability-assurance",
                    "kind": "Machine Answerability Assurance publication",
                    "label": "Machine Answerability Assurance Case and Invalidation Lab",
                    "path": "/answerability-assurance.php"
                },
                {
                    "id": "machine-answerability-assurance-review",
                    "kind": "Machine Answerability Assurance Review publication",
                    "label": "Machine Answerability Assurance Review Packet and Version-Diff Lab",
                    "path": "/answerability-review.php"
                },
                {
                    "id": "AARP-SNAP-005",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Authority gap",
                    "path": "/answerability-review.php#snapshot-aarp-snap-005"
                },
                {
                    "id": "AARP-SNAP-001",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Baseline",
                    "path": "/answerability-review.php#snapshot-aarp-snap-001"
                },
                {
                    "id": "AARP-SNAP-003",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Configuration change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-003"
                },
                {
                    "id": "AARP-SNAP-004",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Interface change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-004"
                },
                {
                    "id": "AARP-SNAP-002",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Model change",
                    "path": "/answerability-review.php#snapshot-aarp-snap-002"
                },
                {
                    "id": "AARP-SNAP-006",
                    "kind": "Machine Answerability Assurance Review snapshot",
                    "label": "Revalidated",
                    "path": "/answerability-review.php#snapshot-aarp-snap-006"
                },
                {
                    "id": "MAE-AUD-010",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Append-oriented custody independently verified for the corrected packet",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-010"
                },
                {
                    "id": "MAE-AUD-003",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Changed-model records produced but not independently verified",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-003"
                },
                {
                    "id": "MAE-AUD-007",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Corrected configuration claim invalidated by a later threshold change",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-007"
                },
                {
                    "id": "MAE-AUD-002",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Custody restoration marked implemented without technical proof",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-002"
                },
                {
                    "id": "MAE-AUD-001",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Evidence request exists only as a plan",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-001"
                },
                {
                    "id": "MAE-AUD-006",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Produced evidence found ineffective for the calibration gap",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-006"
                },
                {
                    "id": "MAE-AUD-004",
                    "kind": "Machine Answerability Corrective Action Effectiveness audit",
                    "label": "Suspension gate independently verified for the changed-model branch",
                    "path": "/answerability-effectiveness.php?audit=MAE-AUD-004"
                },
                {
                    "id": "machine-answerability-effectiveness",
                    "kind": "Machine Answerability Corrective Action Effectiveness publication",
                    "label": "Machine Answerability Corrective Action Effectiveness and Closure Audit Lab",
                    "path": "/answerability-effectiveness.php"
                },
                {
                    "id": "MAM-BR-017",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "A closed ticket cannot supply a monitoring baseline",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-017"
                },
                {
                    "id": "MAM-BR-016",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "A planned action has no effectiveness baseline to monitor",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-016"
                },
                {
                    "id": "MAM-BR-005",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Assurance monitor failure forces suspension and reopening",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-005"
                },
                {
                    "id": "MAM-BR-003",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Calibration drift signal observed but not independently verified",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-003"
                },
                {
                    "id": "MAM-BR-004",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Calibration regression independently verified",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-004"
                },
                {
                    "id": "MAM-BR-013",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Custody control remains current after scheduled verification",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-013"
                },
                {
                    "id": "MAM-BR-009",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Monitoring cannot rescue an action already shown ineffective",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-009"
                },
                {
                    "id": "MAM-BR-006",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Monitoring restored; independent revalidation still pending",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-006"
                },
                {
                    "id": "MAM-BR-018",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Producer records remain insufficient for durable monitoring without independent verification",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-018"
                },
                {
                    "id": "MAM-BR-007",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Remediated suspension gate independently revalidated and reclosed",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-007"
                },
                {
                    "id": "MAM-BR-002",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Scheduled monitoring completed without a regression signal",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-002"
                },
                {
                    "id": "MAM-BR-001",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Suspension gate reaches its scheduled review date",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-001"
                },
                {
                    "id": "MAM-BR-010",
                    "kind": "Machine Answerability Corrective Action Monitoring branch",
                    "label": "Threshold mismatch verifies the need to reopen the corrected configuration",
                    "path": "/answerability-monitoring.php?branch=MAM-BR-010"
                },
                {
                    "id": "machine-answerability-monitoring",
                    "kind": "Machine Answerability Corrective Action Monitoring publication",
                    "label": "Machine Answerability Corrective Action Monitoring, Regression, and Reopening Lab",
                    "path": "/answerability-monitoring.php"
                },
                {
                    "id": "MAVD-RESULT-4E98173EEB2E",
                    "kind": "Machine Answerability Coverage Validation drill",
                    "label": "End-to-end alert-path validation",
                    "path": "/answerability-validation.php?preset=MAVD-PRESET-END-TO-END"
                },
                {
                    "id": "machine-answerability-coverage-validation",
                    "kind": "Machine Answerability Coverage Validation publication",
                    "label": "Machine Answerability Monitoring Coverage Remediation Validation and Alert Path Drill",
                    "path": "/answerability-validation.php"
                },
                {
                    "id": "machine-answerability-dispute-ledger",
                    "kind": "Machine Answerability Dispute Ledger publication",
                    "label": "Machine Answerability Dispute Record and Corrective Action Ledger Lab",
                    "path": "/answerability-disputes.php"
                },
                {
                    "id": "MAD-DSP-002",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Changed model evidence produced and reliance suspended",
                    "path": "/answerability-disputes.php?record=MAD-DSP-002"
                },
                {
                    "id": "MAD-DSP-005",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Configuration claim corrected without erasing the earlier packet",
                    "path": "/answerability-disputes.php?record=MAD-DSP-005"
                },
                {
                    "id": "MAD-DSP-001",
                    "kind": "Machine Answerability Dispute Ledger record",
                    "label": "Model-change evidence request remains open",
                    "path": "/answerability-disputes.php?record=MAD-DSP-001"
                },
                {
                    "id": "AEC-CT-06",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-06",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-06"
                },
                {
                    "id": "AEC-CT-07",
                    "kind": "Machine Answerability Evidence Contract",
                    "label": "AAC-CL-07",
                    "path": "/answerability-contract.php#evidence-contract-aec-ct-07"
                },
                {
                    "id": "machine-answerability-evidence-contract",
                    "kind": "Machine Answerability Evidence Contract publication",
                    "label": "Machine Answerability Evidence Contract and Review Ownership Lab",
                    "path": "/answerability-contract.php"
                },
                {
                    "id": "AEC-CT-06",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-06",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "AEC-CT-07",
                    "kind": "Machine Answerability Evidence-Gap Escalation contract",
                    "label": "AAC-CL-07",
                    "path": "/answerability-escalation.php#evidence-gap-workspace"
                },
                {
                    "id": "machine-answerability-evidence-gap-escalation",
                    "kind": "Machine Answerability Evidence-Gap Escalation publication",
                    "label": "Machine Answerability Evidence-Gap Remediation and Dispute Escalation Lab",
                    "path": "/answerability-escalation.php"
                },
                {
                    "id": "MAPR-RESULT-B9AA7DDDFF63",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "Correlated transport symptoms with common cause unproven",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-CORRELATED-TRANSPORT-COMMON-CAUSE-UNPROVEN"
                },
                {
                    "id": "MAPR-RESULT-F503CEC14915",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "No observed recurrence in a sparse selected sample",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-SPARSE-NO-OBSERVED-RECURRENCE"
                },
                {
                    "id": "MAPR-RESULT-9DD2829BDCC2",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review branch",
                    "label": "Repeated same-stage, same-fixture recurrence",
                    "path": "/answerability-patterns.php?preset=MAPR-PRESET-SAME-STAGE-SAME-FIXTURE-RECURRENCE"
                },
                {
                    "id": "machine-answerability-exception-recurrence-pattern-review",
                    "kind": "Machine Answerability Exception Recurrence Pattern Review publication",
                    "label": "Machine Answerability Exception Recurrence, Cohort, and Systemic Pattern Review",
                    "path": "/answerability-patterns.php"
                },
                {
                    "id": "MAC-BR-002",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Bounded coverage verified and no regression alert recorded",
                    "path": "/answerability-coverage.php?branch=MAC-BR-002"
                },
                {
                    "id": "MAC-BR-010",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Configuration changed outside the monitored component",
                    "path": "/answerability-coverage.php?branch=MAC-BR-010"
                },
                {
                    "id": "MAC-BR-007",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Coverage remediated and alert path independently tested",
                    "path": "/answerability-coverage.php?branch=MAC-BR-007"
                },
                {
                    "id": "MAC-BR-005",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Disabled monitor creates false silence",
                    "path": "/answerability-coverage.php?branch=MAC-BR-005"
                },
                {
                    "id": "MAC-BR-003",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Drift alert delivered but not reviewed",
                    "path": "/answerability-coverage.php?branch=MAC-BR-003"
                },
                {
                    "id": "MAC-BR-018",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Drift alert lost during deduplication",
                    "path": "/answerability-coverage.php?branch=MAC-BR-018"
                },
                {
                    "id": "MAC-BR-004",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Drift alert reviewed and regression independently verified",
                    "path": "/answerability-coverage.php?branch=MAC-BR-004"
                },
                {
                    "id": "MAC-BR-006",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Monitor restored against a stale baseline",
                    "path": "/answerability-coverage.php?branch=MAC-BR-006"
                },
                {
                    "id": "MAC-BR-016",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Monitoring compares an unknown source state with a stale baseline",
                    "path": "/answerability-coverage.php?branch=MAC-BR-016"
                },
                {
                    "id": "MAC-BR-013",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Producer-controlled verification leaves independence unresolved",
                    "path": "/answerability-coverage.php?branch=MAC-BR-013"
                },
                {
                    "id": "MAC-BR-009",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Quiet monitoring cannot convert an ineffective action into an effective control",
                    "path": "/answerability-coverage.php?branch=MAC-BR-009"
                },
                {
                    "id": "MAC-BR-001",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Scheduled monitoring has no performed coverage record",
                    "path": "/answerability-coverage.php?branch=MAC-BR-001"
                },
                {
                    "id": "MAC-BR-017",
                    "kind": "Machine Answerability Monitoring Coverage branch",
                    "label": "Silent provenance monitor misses a shared source dependency",
                    "path": "/answerability-coverage.php?branch=MAC-BR-017"
                },
                {
                    "id": "machine-answerability-monitoring-coverage",
                    "kind": "Machine Answerability Monitoring Coverage publication",
                    "label": "Machine Answerability Monitoring Coverage, Blind-Spot, and Alert Integrity Lab",
                    "path": "/answerability-coverage.php"
                },
                {
                    "id": "machine-answerability-remediation",
                    "kind": "Machine Answerability Remediation publication",
                    "label": "Machine Answerability Remediation and Prevention Lab",
                    "path": "/answerability-remediation.php"
                },
                {
                    "id": "MAR-SG-16",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Continuous assurance invalidation",
                    "path": "/answerability-remediation.php#safeguard-material-change-assurance-invalidation"
                },
                {
                    "id": "MAR-SG-15",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Exact software and configuration manifest",
                    "path": "/answerability-remediation.php#safeguard-exact-artifact-manifest"
                },
                {
                    "id": "MAR-SG-14",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Material-change revalidation gate",
                    "path": "/answerability-remediation.php#safeguard-material-change-revalidation"
                },
                {
                    "id": "MAR-SG-18",
                    "kind": "Machine Answerability Remediation safeguard",
                    "label": "Named correction, suspension, and retirement owner",
                    "path": "/answerability-remediation.php#safeguard-independent-reconstruction-correction-owner"
                },
                {
                    "id": "MAR-H-EV-CHANGE_IMPACT",
                    "kind": "Machine Answerability Replay handoff",
                    "label": "Evulgare Change Impact",
                    "path": "/answerability-replay.php#production-answerability-handoff"
                },
                {
                    "id": "machine-answerability-replay",
                    "kind": "Machine Answerability Replay publication",
                    "label": "Machine Answerability Replay and Causal Contribution Lab",
                    "path": "/answerability-replay.php"
                },
                {
                    "id": "MAER-RESULT-3AC98EAF1C6B",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Ownerless exception escalation",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-OWNERLESS-ESCALATION"
                },
                {
                    "id": "MAER-RESULT-9748DE4E576B",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Recurring transport and deduplication failure",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-RECURRING-TRANSPORT-DEDUP"
                },
                {
                    "id": "MAER-RESULT-034FF9A56113",
                    "kind": "Machine Answerability Validation Exception and Retest branch",
                    "label": "Successful independent same-fixture retest",
                    "path": "/answerability-retest.php?preset=MAER-PRESET-SUCCESSFUL-SAME-FIXTURE"
                },
                {
                    "id": "machine-answerability-validation-exception-retest",
                    "kind": "Machine Answerability Validation Exception and Retest publication",
                    "label": "Machine Answerability Validation Exception, Retest, and Escalation Ledger",
                    "path": "/answerability-retest.php"
                }
            ]
        }
    ]
}
