{
  "id": "AIBD-0154",
  "title": "Ho Chi Minh City street AI cameras identify a masked burglar by gait, build, clothing and face; Tân Hưng ward police detain him within two days",
  "summary": "HCMC street AI cameras identified a masked burglar who took two laptops and 14 million VND on 23 December 2025; police held him on 24 Dec.",
  "date_observed": "2025-12-24",
  "date_basis": "unassessed",
  "date_precision": "unassessed",
  "benefit_status": null,
  "source_collection": null,
  "source_entry": null,
  "account": "Early on 23 December 2025 an intruder entered a rented room at 62 Street 51, Tân Hưng ward, Ho Chi Minh City. He took two laptops and the wallet, identity papers and bank card of the tenant, H.A.T., 33. From his account, 14 million VND was withdrawn. He reported it that morning. Tân Hưng Ward Police and the Criminal Police Division used the street AI camera system. It analyzed the masked man's gait, build, clothing, movement and facial data, identified him and reconstructed his route. At 11 p.m. on 24 December officers found Phạm Ngọc Huy, 23, of Ninh Bình, at an internet café on Tô Ký street. He was a convicted thief. He confessed. Property recovery is not reported.",
  "category": "benefit created",
  "unexpected": false,
  "purpose": "Ho Chi Minh City's street AI cameras are run by the police for security and investigation. VnExpress describes the technology analyzing and matching biometric features. Identifying a suspect from footage is the use the police describe. The system and its vendor are not named.",
  "system": "Ho Chi Minh City police street AI camera system (unnamed): facial recognition with gait, body-shape, clothing and movement analysis",
  "model_version": null,
  "developer": null,
  "deployer": "Ho Chi Minh City Police (Tân Hưng Ward Police with the Criminal Police Division, PC02)",
  "location": "Ho Chi Minh City, Vietnam",
  "domain": "Policing / burglary investigation",
  "segment": "Public-space surveillance with facial and gait recognition",
  "benefit_type": "Reduced Violence",
  "taxonomy_note": null,
  "registry_ids": {
    "oecd_aim": "2025-12-24-ee38"
  },
  "ratings": [
    {
      "group": "personal",
      "depth": 1,
      "reason": "H.A.T. had the intruder who took his laptops, papers and 14 million VND identified, detained and confessing within two days. No source reports recovery of the property or the money. So the benefit to him is resolution, not restitution."
    },
    {
      "group": "organizational",
      "depth": 2,
      "reason": "Tân Hưng Ward Police and PC02 cleared a masked-intruder burglary in under 72 hours. Seven outlets carried the case as the police's demonstration of the AI camera system."
    }
  ],
  "ai_role": {
    "status": "assessed",
    "statement": "The system's contribution was identification. It matched the masked intruder's gait, body shape, clothing, movement and facial data and reconstructed his route. That pointed police to him. The detention, confession and case-building were police work. The system and its vendor are not named. No official is quoted by name. Every report draws on the police account. The OECD Monitor tags the entry under privacy and data governance and respect of human rights, the concerns that come with public facial recognition."
  },
  "evidence": [
    {
      "kind": "news report",
      "citation": "Quốc Thắng / VnExpress (2025). Camera AI giúp cảnh sát nhận dạng kẻ đột nhập phòng trọ. VnExpress, 25 December 2025.",
      "title": "Camera AI giúp cảnh sát nhận dạng kẻ đột nhập phòng trọ",
      "url": "https://vnexpress.net/camera-ai-giup-canh-sat-nhan-dang-ke-dot-nhap-phong-tro-4998114.html",
      "date": "2025-12-25",
      "written_by": "independent",
      "quote": "Công nghệ AI đã phân tích, đối sánh các đặc điểm sinh trắc học"
    },
    {
      "kind": "news report",
      "citation": "Minh Hòa / Tuổi Trẻ Online (2025). Ứng dụng camera AI, Công an phường Tân Hưng bắt nhanh kẻ trộm đeo khẩu trang. Tuổi Trẻ, 25 December 2025.",
      "title": "Ứng dụng camera AI, Công an phường Tân Hưng bắt nhanh kẻ trộm đeo khẩu trang",
      "url": "https://tuoitre.vn/ung-dung-camera-ai-cong-an-phuong-tan-hung-bat-nhanh-ke-trom-deo-khau-trang-20251225112926111.htm",
      "date": "2025-12-25",
      "written_by": "independent",
      "quote": "Đến 23h ngày 24-12, Tổ truy xét Công an phường Tân Hưng phối hợp Đội 2 PC02 và Công an phường Trung Mỹ Tây kiểm tra tụ điểm net"
    },
    {
      "kind": "news report",
      "citation": "Trần Duy Khánh and Ngọc Lê / Thanh Niên (2025). Công an TP.HCM làm rõ vụ trộm cắp chỉ sau 72 giờ nhờ camera AI. Thanh Niên, 25 December 2025.",
      "title": "Công an TP.HCM làm rõ vụ trộm cắp chỉ sau 72 giờ nhờ camera AI",
      "url": "https://thanhnien.vn/cong-an-tphcm-lam-ro-vu-trom-cap-chi-sau-72-gio-nho-camera-ai-185251225111822364.htm",
      "date": "2025-12-25",
      "written_by": "independent",
      "quote": "phân tích dáng đi, đặc điểm hình thể, trang phục, hành vi di chuyển và dữ liệu khuôn mặt, hệ thống đã hỗ trợ lực lượng công an"
    },
    {
      "kind": "news report",
      "citation": "Đàm Đệ / VietNamNet (2025). Bắt nhanh kẻ trộm đeo khẩu trang nhờ camera AI đường phố ở TPHCM. VietNamNet, 25 December 2025.",
      "title": "Bắt nhanh kẻ trộm đeo khẩu trang nhờ camera AI đường phố ở TPHCM",
      "url": "https://vietnamnet.vn/bat-nhanh-ke-trom-deo-khau-trang-nho-camera-ai-duong-pho-o-tphcm-2475850.html",
      "date": "2025-12-25",
      "written_by": "independent",
      "quote": "dáng đi, đặc điểm hình thể, trang phục, hành vi di chuyển và dữ liệu khuôn mặt"
    },
    {
      "kind": "news report",
      "citation": "M.Đ / Công an nhân dân (2025). Từ dữ liệu của camera AI, bắt đối tượng trộm sau 72 giờ gây án. Báo Công an nhân dân điện tử, 25 December 2025.",
      "title": "Từ dữ liệu của camera AI, bắt đối tượng trộm sau 72 giờ gây án",
      "url": "https://cand.com.vn/Ban-tin-113/tu-du-lieu-cua-camera-ai-bat-doi-tuong-trom-sau-72-gio-gay-an-i792189/",
      "date": "2025-12-25",
      "written_by": "deployer",
      "quote": "qua phân tích, đối chiếu, khuôn mặt (kể cả đeo khẩu trang) dáng đi, hình thể, trang phục, hành vi, hệ thống đã nhận dạng được đối tượng"
    }
  ],
  "replication": {
    "produced_by": [
      "Street AI cameras covering the route the intruder took, with footage retained for police review.",
      "A model that matches people on gait, body shape, clothing and movement as well as face, so a mask does not defeat identification.",
      "A prompt police report, the morning of the burglary, and a ward investigation team able to act on the match within hours."
    ],
    "must_hold": [
      "The suspect passes through camera coverage and can be found at a fixed location afterwards, here an internet café.",
      "Identification is confirmed by police work and a confession. The sources report no independent check of the match.",
      "The system and vendor are unnamed, so performance beyond this case cannot be checked."
    ],
    "echoes": []
  },
  "paired_incident": null,
  "headline": "HCMC AI cameras identify a masked burglar; police detain him",
  "metric": null,
  "comparator": null,
  "later": {
    "status": "unknown",
    "date": null,
    "note": "The 25 December 2025 reports end with the suspect's confession and the ward police consolidating the file; no prosecution or trial report was found.",
    "quote": null,
    "url": null
  },
  "value": null,
  "developer_country": null,
  "deployer_country": "Vietnam",
  "unrated_because": null,
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-20",
      "change": "Record drafted from the OECD Monitor entry and five Vietnamese reports of 25 December 2025. Benefit created or restored as the classifier proposed: a post-hoc investigation that resolved a burglary, not a prevented harm. The detention time differs between outlets: Tuổi Trẻ gives 23h on 24–12, Công an nhân dân the night of 24 to 25 December, VnExpress and VietNamNet date the arrest 25 December, and Thanh Niên prints “23 giờ ngày 25.12”, which postdates its own 11:52 publication and is treated as a misprint; the date observed is 24 December. The Monitor's Pháp Luật TP.HCM link resolved only to a headline stub and is not cited; the Công an nhân dân link redirected from cand.com.vn to cand.vn when read. The victim's year of birth is 1992 (VietNamNet, CAND); the suspect's is 2002. Property recovery is not mentioned in any source; the suspect is reported to have sold the items.",
      "source": "https://oecd.ai/en/incidents/2025-12-24-ee38",
      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Benefit type set to Reduced Violence under Trustible's full taxonomy of 23 types; it was Improved Organizational Efficiency among the six first used.",
      "source": "https://trustible.ai/post/a-framework-for-measuring-the-benefits-of-ai/",
      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Country of the deployer added from the organization's own site or a registry.",
      "source": "https://vi.wikipedia.org/wiki/Công_an_Thành_phố_Hồ_Chí_Minh",
      "editor": "AIBD"
    },
    {
      "date": "2026-10-21",
      "change": "Prose pass: a rating reason, account, purpose, the replication conditions, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.",
      "source": null,
      "editor": "AIBD"
    }
  ],
  "confidence": "reported",
  "shade": "medium",
  "claim_status": "Independently reported",
  "claim_basis": "Sources: four independent news reports and the deployer's news report. The cited evidence includes no independent study or report and no finding by a regulator or court.",
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        "family": "evaluations"
      },
      "evaluations[].measurement_method": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].metric": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].reproduction_materials": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].setting_sample": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "evaluations[].uncertainty_limitations": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "evaluations"
      },
      "external_references[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "registry_ids": {
              "oecd_aim": "2025-12-24-ee38"
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "registry_ids"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "follow_up[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "later": {
              "status": "unknown",
              "note": "The 25 December 2025 reports end with the suspect's confession and the ward police consolidating the file; no prosecution or trial report was found."
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "later"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "human_oversight": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "id": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "id": "AIBD-0154"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "id"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "infrastructure_dependencies[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].beneficiaries": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].beneficiary_count": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].benefit_type": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "benefit_type": "Reduced Violence"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "benefit_type"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].claim": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "account": "Early on 23 December 2025 an intruder entered a rented room at 62 Street 51, Tân Hưng ward, Ho Chi Minh City. He took two laptops and the wallet, identity papers and bank card of the tenant, H.A.T., 33. From his account, 14 million VND was withdrawn. He reported it that morning. Tân Hưng Ward Police and the Criminal Police Division used the street AI camera system. It analyzed the masked man's gait, build, clothing, movement and facial data, identified him and reconstructed his route. At 11 p.m. on 24 December officers found Phạm Ngọc Huy, 23, of Ninh Bình, at an internet café on Tô Ký street. He was a convicted thief. He confessed. Property recovery is not reported.",
            "benefit_type": "Reduced Violence"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "account",
            "benefit_type"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].distribution": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].duration": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].id": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].stakeholder_group": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "ratings": [
              {
                "group": "personal",
                "depth": 1,
                "reason": "H.A.T. had the intruder who took his laptops, papers and 14 million VND identified, detained and confessing within two days. No source reports recovery of the property or the money. So the benefit to him is resolution, not restitution."
              },
              {
                "group": "organizational",
                "depth": 2,
                "reason": "Tân Hưng Ward Police and PC02 cleared a masked-intruder burglary in under 72 hours. Seven outlets carried the case as the police's demonstration of the AI camera system."
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "ratings"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].status": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].tradeoffs": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].unexpected": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "unexpected": false,
            "purpose": "Ho Chi Minh City's street AI cameras are run by the police for security and investigation. VnExpress describes the technology analyzing and matching biometric features. Identifying a suspect from footage is the use the police describe. The system and its vendor are not named."
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "unexpected",
            "purpose"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "places[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "location": "Ho Chi Minh City, Vietnam",
            "deployer_country": "Vietnam"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "location",
            "deployer_country"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "purpose": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "purpose": "Ho Chi Minh City's street AI cameras are run by the police for security and investigation. VnExpress describes the technology analyzing and matching biometric features. Identifying a suspect from footage is the use the police describe. The system and its vendor are not named."
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "purpose"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "record_dates": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "date_observed": "2025-12-24",
            "revisions": [
              {
                "date": "2026-10-20",
                "change": "Record drafted from the OECD Monitor entry and five Vietnamese reports of 25 December 2025. Benefit created or restored as the classifier proposed: a post-hoc investigation that resolved a burglary, not a prevented harm. The detention time differs between outlets: Tuổi Trẻ gives 23h on 24–12, Công an nhân dân the night of 24 to 25 December, VnExpress and VietNamNet date the arrest 25 December, and Thanh Niên prints “23 giờ ngày 25.12”, which postdates its own 11:52 publication and is treated as a misprint; the date observed is 24 December. The Monitor's Pháp Luật TP.HCM link resolved only to a headline stub and is not cited; the Công an nhân dân link redirected from cand.com.vn to cand.vn when read. The victim's year of birth is 1992 (VietNamNet, CAND); the suspect's is 2002. Property recovery is not mentioned in any source; the suspect is reported to have sold the items.",
                "source": "https://oecd.ai/en/incidents/2025-12-24-ee38",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Benefit type set to Reduced Violence under Trustible's full taxonomy of 23 types; it was Improved Organizational Efficiency among the six first used.",
                "source": "https://trustible.ai/post/a-framework-for-measuring-the-benefits-of-ai/",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Country of the deployer added from the organization's own site or a registry.",
                "source": "https://vi.wikipedia.org/wiki/Công_an_Thành_phố_Hồ_Chí_Minh",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Prose pass: a rating reason, account, purpose, the replication conditions, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.",
                "editor": "AIBD"
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "date_observed",
            "revisions"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "replication.attempts[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "replication.conditions": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "replication": {
              "produced_by": [
                "Street AI cameras covering the route the intruder took, with footage retained for police review.",
                "A model that matches people on gait, body shape, clothing and movement as well as face, so a mask does not defeat identification.",
                "A prompt police report, the morning of the burglary, and a ward investigation team able to act on the match within hours."
              ],
              "must_hold": [
                "The suspect passes through camera coverage and can be found at a fixed location afterwards, here an internet café.",
                "Identification is confirmed by police work and a confession. The sources report no independent check of the match.",
                "The system and vendor are unnamed, so performance beyond this case cannot be checked."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "revision_history[]": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "revisions": [
              {
                "date": "2026-10-20",
                "change": "Record drafted from the OECD Monitor entry and five Vietnamese reports of 25 December 2025. Benefit created or restored as the classifier proposed: a post-hoc investigation that resolved a burglary, not a prevented harm. The detention time differs between outlets: Tuổi Trẻ gives 23h on 24–12, Công an nhân dân the night of 24 to 25 December, VnExpress and VietNamNet date the arrest 25 December, and Thanh Niên prints “23 giờ ngày 25.12”, which postdates its own 11:52 publication and is treated as a misprint; the date observed is 24 December. The Monitor's Pháp Luật TP.HCM link resolved only to a headline stub and is not cited; the Công an nhân dân link redirected from cand.com.vn to cand.vn when read. The victim's year of birth is 1992 (VietNamNet, CAND); the suspect's is 2002. Property recovery is not mentioned in any source; the suspect is reported to have sold the items.",
                "source": "https://oecd.ai/en/incidents/2025-12-24-ee38",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Benefit type set to Reduced Violence under Trustible's full taxonomy of 23 types; it was Improved Organizational Efficiency among the six first used.",
                "source": "https://trustible.ai/post/a-framework-for-measuring-the-benefits-of-ai/",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Country of the deployer added from the organization's own site or a registry.",
                "source": "https://vi.wikipedia.org/wiki/Công_an_Thành_phố_Hồ_Chí_Minh",
                "editor": "AIBD"
              },
              {
                "date": "2026-10-21",
                "change": "Prose pass: a rating reason, account, purpose, the replication conditions, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.",
                "editor": "AIBD"
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "revisions"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sector": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "domain": "Policing / burglary investigation",
            "segment": "Public-space surveillance with facial and gait recognition"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "domain",
            "segment"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sources[].access_version": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "sources[].citation_locator": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "evidence": [
              {
                "kind": "news report",
                "citation": "Quốc Thắng / VnExpress (2025). Camera AI giúp cảnh sát nhận dạng kẻ đột nhập phòng trọ. VnExpress, 25 December 2025.",
                "title": "Camera AI giúp cảnh sát nhận dạng kẻ đột nhập phòng trọ",
                "url": "https://vnexpress.net/camera-ai-giup-canh-sat-nhan-dang-ke-dot-nhap-phong-tro-4998114.html",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "Công nghệ AI đã phân tích, đối sánh các đặc điểm sinh trắc học"
              },
              {
                "kind": "news report",
                "citation": "Minh Hòa / Tuổi Trẻ Online (2025). Ứng dụng camera AI, Công an phường Tân Hưng bắt nhanh kẻ trộm đeo khẩu trang. Tuổi Trẻ, 25 December 2025.",
                "title": "Ứng dụng camera AI, Công an phường Tân Hưng bắt nhanh kẻ trộm đeo khẩu trang",
                "url": "https://tuoitre.vn/ung-dung-camera-ai-cong-an-phuong-tan-hung-bat-nhanh-ke-trom-deo-khau-trang-20251225112926111.htm",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "Đến 23h ngày 24-12, Tổ truy xét Công an phường Tân Hưng phối hợp Đội 2 PC02 và Công an phường Trung Mỹ Tây kiểm tra tụ điểm net"
              },
              {
                "kind": "news report",
                "citation": "Trần Duy Khánh and Ngọc Lê / Thanh Niên (2025). Công an TP.HCM làm rõ vụ trộm cắp chỉ sau 72 giờ nhờ camera AI. Thanh Niên, 25 December 2025.",
                "title": "Công an TP.HCM làm rõ vụ trộm cắp chỉ sau 72 giờ nhờ camera AI",
                "url": "https://thanhnien.vn/cong-an-tphcm-lam-ro-vu-trom-cap-chi-sau-72-gio-nho-camera-ai-185251225111822364.htm",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "phân tích dáng đi, đặc điểm hình thể, trang phục, hành vi di chuyển và dữ liệu khuôn mặt, hệ thống đã hỗ trợ lực lượng công an"
              },
              {
                "kind": "news report",
                "citation": "Đàm Đệ / VietNamNet (2025). Bắt nhanh kẻ trộm đeo khẩu trang nhờ camera AI đường phố ở TPHCM. VietNamNet, 25 December 2025.",
                "title": "Bắt nhanh kẻ trộm đeo khẩu trang nhờ camera AI đường phố ở TPHCM",
                "url": "https://vietnamnet.vn/bat-nhanh-ke-trom-deo-khau-trang-nho-camera-ai-duong-pho-o-tphcm-2475850.html",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "dáng đi, đặc điểm hình thể, trang phục, hành vi di chuyển và dữ liệu khuôn mặt"
              },
              {
                "kind": "news report",
                "citation": "M.Đ / Công an nhân dân (2025). Từ dữ liệu của camera AI, bắt đối tượng trộm sau 72 giờ gây án. Báo Công an nhân dân điện tử, 25 December 2025.",
                "title": "Từ dữ liệu của camera AI, bắt đối tượng trộm sau 72 giờ gây án",
                "url": "https://cand.com.vn/Ban-tin-113/tu-du-lieu-cua-camera-ai-bat-doi-tuong-trom-sau-72-gio-gay-an-i792189/",
                "date": "2025-12-25",
                "written_by": "deployer",
                "quote": "qua phân tích, đối chiếu, khuôn mặt (kể cả đeo khẩu trang) dáng đi, hình thể, trang phục, hành vi, hệ thống đã nhận dạng được đối tượng"
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "evidence"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sources[].id": {
        "state": "value_present",
        "value": {
          "kind": "identifiers",
          "identifiers": [
            "AIBD-0154-source-0001",
            "AIBD-0154-source-0002",
            "AIBD-0154-source-0003",
            "AIBD-0154-source-0004",
            "AIBD-0154-source-0005"
          ],
          "role": "Existing evidence items, in their original order"
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Stable within the fingerprinted record version; no source content or source review has been added.",
          "record_fields": [],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "complete"
      },
      "sources[].language": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "sources[].relationship": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "evidence": [
              {
                "kind": "news report",
                "citation": "Quốc Thắng / VnExpress (2025). Camera AI giúp cảnh sát nhận dạng kẻ đột nhập phòng trọ. VnExpress, 25 December 2025.",
                "title": "Camera AI giúp cảnh sát nhận dạng kẻ đột nhập phòng trọ",
                "url": "https://vnexpress.net/camera-ai-giup-canh-sat-nhan-dang-ke-dot-nhap-phong-tro-4998114.html",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "Công nghệ AI đã phân tích, đối sánh các đặc điểm sinh trắc học"
              },
              {
                "kind": "news report",
                "citation": "Minh Hòa / Tuổi Trẻ Online (2025). Ứng dụng camera AI, Công an phường Tân Hưng bắt nhanh kẻ trộm đeo khẩu trang. Tuổi Trẻ, 25 December 2025.",
                "title": "Ứng dụng camera AI, Công an phường Tân Hưng bắt nhanh kẻ trộm đeo khẩu trang",
                "url": "https://tuoitre.vn/ung-dung-camera-ai-cong-an-phuong-tan-hung-bat-nhanh-ke-trom-deo-khau-trang-20251225112926111.htm",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "Đến 23h ngày 24-12, Tổ truy xét Công an phường Tân Hưng phối hợp Đội 2 PC02 và Công an phường Trung Mỹ Tây kiểm tra tụ điểm net"
              },
              {
                "kind": "news report",
                "citation": "Trần Duy Khánh and Ngọc Lê / Thanh Niên (2025). Công an TP.HCM làm rõ vụ trộm cắp chỉ sau 72 giờ nhờ camera AI. Thanh Niên, 25 December 2025.",
                "title": "Công an TP.HCM làm rõ vụ trộm cắp chỉ sau 72 giờ nhờ camera AI",
                "url": "https://thanhnien.vn/cong-an-tphcm-lam-ro-vu-trom-cap-chi-sau-72-gio-nho-camera-ai-185251225111822364.htm",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "phân tích dáng đi, đặc điểm hình thể, trang phục, hành vi di chuyển và dữ liệu khuôn mặt, hệ thống đã hỗ trợ lực lượng công an"
              },
              {
                "kind": "news report",
                "citation": "Đàm Đệ / VietNamNet (2025). Bắt nhanh kẻ trộm đeo khẩu trang nhờ camera AI đường phố ở TPHCM. VietNamNet, 25 December 2025.",
                "title": "Bắt nhanh kẻ trộm đeo khẩu trang nhờ camera AI đường phố ở TPHCM",
                "url": "https://vietnamnet.vn/bat-nhanh-ke-trom-deo-khau-trang-nho-camera-ai-duong-pho-o-tphcm-2475850.html",
                "date": "2025-12-25",
                "written_by": "independent",
                "quote": "dáng đi, đặc điểm hình thể, trang phục, hành vi di chuyển và dữ liệu khuôn mặt"
              },
              {
                "kind": "news report",
                "citation": "M.Đ / Công an nhân dân (2025). Từ dữ liệu của camera AI, bắt đối tượng trộm sau 72 giờ gây án. Báo Công an nhân dân điện tử, 25 December 2025.",
                "title": "Từ dữ liệu của camera AI, bắt đối tượng trộm sau 72 giờ gây án",
                "url": "https://cand.com.vn/Ban-tin-113/tu-du-lieu-cua-camera-ai-bat-doi-tuong-trom-sau-72-gio-gay-an-i792189/",
                "date": "2025-12-25",
                "written_by": "deployer",
                "quote": "qua phân tích, đối chiếu, khuôn mặt (kể cả đeo khẩu trang) dáng đi, hình thể, trang phục, hành vi, hệ thống đã nhận dạng được đối tượng"
              }
            ]
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "evidence"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "sources[].upstream_sources": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "strategic_assessments[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "family": "strategic assessments"
      },
      "summary": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "summary": "HCMC street AI cameras identified a masked burglar who took two laptops and 14 million VND on 23 December 2025; police held him on 24 Dec.",
            "account": "Early on 23 December 2025 an intruder entered a rented room at 62 Street 51, Tân Hưng ward, Ho Chi Minh City. He took two laptops and the wallet, identity papers and bank card of the tenant, H.A.T., 33. From his account, 14 million VND was withdrawn. He reported it that morning. Tân Hưng Ward Police and the Criminal Police Division used the street AI camera system. It analyzed the masked man's gait, build, clothing, movement and facial data, identified him and reconstructed his route. At 11 p.m. on 24 December officers found Phạm Ngọc Huy, 23, of Ninh Bình, at an internet café on Tô Ký street. He was a convicted thief. He confessed. Property recovery is not reported."
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "summary",
            "account"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "systems[].autonomy_permissions": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].component_role": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].deployment_configuration": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].inputs_outputs": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].model_name": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].model_version": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "systems[].product_name": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "system": "Ho Chi Minh City police street AI camera system (unnamed): facial recognition with gait, body-shape, clothing and movement analysis"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "system"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "systems[].provider": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "taxonomy_crosswalks[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "title": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "title": "Ho Chi Minh City street AI cameras identify a masked burglar by gait, build, clothing and face; Tân Hưng ward police detain him within two days",
            "headline": "HCMC AI cameras identify a masked burglar; police detain him"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "title",
            "headline"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "version": {
        "state": "value_present",
        "value": {
          "kind": "identifiers",
          "identifiers": [
            "b08bbc97e23b6b86a8da84a22c5067cd06278e55df97e383c15244bc848386f4"
          ],
          "role": "SHA-256 of normalized original case data"
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Deterministic content version assigned by the local migration.",
          "record_fields": [],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "complete"
      },
      "workflow": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "account": "Early on 23 December 2025 an intruder entered a rented room at 62 Street 51, Tân Hưng ward, Ho Chi Minh City. He took two laptops and the wallet, identity papers and bank card of the tenant, H.A.T., 33. From his account, 14 million VND was withdrawn. He reported it that morning. Tân Hưng Ward Police and the Criminal Police Division used the street AI camera system. It analyzed the masked man's gait, build, clothing, movement and facial data, identified him and reconstructed his route. At 11 p.m. on 24 December officers found Phạm Ngọc Huy, 23, of Ninh Bình, at an internet café on Tô Ký street. He was a convicted thief. He confessed. Property recovery is not reported.",
            "replication": {
              "produced_by": [
                "Street AI cameras covering the route the intruder took, with footage retained for police review.",
                "A model that matches people on gait, body shape, clothing and movement as well as face, so a mask does not defeat identification.",
                "A prompt police report, the morning of the burglary, and a ward investigation team able to act on the match within hours."
              ],
              "must_hold": [
                "The suspect passes through camera coverage and can be found at a fixed location afterwards, here an internet café.",
                "Identification is confirmed by police work and a confession. The sources report no independent check of the match.",
                "The system and vendor are unnamed, so performance beyond this case cannot be checked."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Preserved from the existing AIBD record; external sources were not rechecked.",
          "record_fields": [
            "account",
            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      }
    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 28,
      "reviewed": 0,
      "record_mapped": 28,
      "not_assessed": 63,
      "complete": false,
      "by_state": {
        "value_present": 28,
        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 63,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}
