{"id":83672,"topic":"ai","source":"Homeland Security Today","title":"Using Generative AI to Modernize Emergency Preparedness Tools - Homeland Security Today","url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","url_hash":"ac74f1e1b03602644df231914abf235ed0d1a973","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMi5wFBVV95cUxOdy04d2JDaDVrcG5neXNRc0hXR0QzS2FaWjhoS1BGQk5oWnlCbWdJT1ZSQ2lBem1jcFJka2E2cmlVRUNTU29HYVJCQzM3VTBvdnJlZkVSbEhFWXJENElieVNMNkFpRUlrekdmaWhOQUt4NmZaRVNhY1pkckotTXpaSUFWUDZuT3Bhd0ZYX000U1lPX1FsUVlibFJvLWF4LTJoV1FmWlJLQ2F6MHBERWU1TnQzMWZGM2R6WkNXaVpkQzVETzRwODdBMHEzcXliekdpYlJkOVo5TW90T1hPX1dqX2RaLUpnWDA?oc=5\" target=\"_blank\">Using Generative AI to Modernize Emergency Preparedness Tools</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Homeland Security Today</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-16T09:29:38+00:00","fetched_at":"2026-09-16T10:15:05+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"http_403","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":513,"usable_text_length":513,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":513}},"news_item":{"id":83672,"canonical_url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","source_url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","title":"Using Generative AI to Modernize Emergency Preparedness Tools - Homeland Security Today","source_name":"Homeland Security Today","author":null,"published_at":"2026-09-16T09:29:38+00:00","locale":"en","topic":"ai","tags":[],"rss_summary":"<a href=\"https://news.google.com/rss/articles/CBMi5wFBVV95cUxOdy04d2JDaDVrcG5neXNRc0hXR0QzS2FaWjhoS1BGQk5oWnlCbWdJT1ZSQ2lBem1jcFJka2E2cmlVRUNTU29HYVJCQzM3VTBvdnJlZkVSbEhFWXJENElieVNMNkFpRUlrekdmaWhOQUt4NmZaRVNhY1pkckotTXpaSUFWUDZuT3Bhd0ZYX000U1lPX1FsUVlibFJvLWF4LTJoV1FmWlJLQ2F6MHBERWU1TnQzMWZGM2R6WkNXaVpkQzVETzRwODdBMHEzcXliekdpYlJkOVo5TW90T1hPX1dqX2RaLUpnWDA?oc=5\" target=\"_blank\">Using Generative AI to Modernize Emergency Preparedness Tools</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Homeland Security Today</font>","full_text":null,"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMi5wFBVV95cUxOdy04d2JDaDVrcG5neXNRc0hXR0QzS2FaWjhoS1BGQk5oWnlCbWdJT1ZSQ2lBem1jcFJka2E2cmlVRUNTU29HYVJCQzM3VTBvdnJlZkVSbEhFWXJENElieVNMNkFpRUlrekdmaWhOQUt4NmZaRVNhY1pkckotTXpaSUFWUDZuT3Bhd0ZYX000U1lPX1FsUVlibFJvLWF4LTJoV1FmWlJLQ2F6MHBERWU1TnQzMWZGM2R6WkNXaVpkQzVETzRwODdBMHEzcXliekdpYlJkOVo5TW90T1hPX1dqX2RaLUpnWDA?oc=5\" target=\"_blank\">Using Generative AI to Modernize Emergency Preparedness Tools</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Homeland Security Today</font>","extraction":{"state":"failed","confidence":0.0,"error":"http_403","explanation":"Low confidence: HTTP extraction failure (http_403).","diagnostics_url":"/api/diagnose?url=https%3A//www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":513,"usable_text_length":513,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":513}}},"display_formats":["compact","card","full","digest_section","json"]},"daily_stack_record":{"title":"Using Generative AI to Modernize Emergency Preparedness Tools - Homeland Security Today","url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","summary":"<a href=\"https://news.google.com/rss/articles/CBMi5wFBVV95cUxOdy04d2JDaDVrcG5neXNRc0hXR0QzS2FaWjhoS1BGQk5oWnlCbWdJT1ZSQ2lBem1jcFJka2E2cmlVRUNTU29HYVJCQzM3VTBvdnJlZkVSbEhFWXJENElieVNMNkFpRUlrekdmaWhOQUt4NmZaRVNhY1pkckotTXpaSUFWUDZuT3Bhd0ZYX000U1lPX1FsUVlibFJvLWF4LTJoV1FmWlJLQ2F6MHBERWU1TnQzMWZGM2R6WkNXaVpkQzVETzRwODdBMHEzcXliekdpYlJkOVo5TW90T1hPX1dqX2RaLUpnWDA?oc=5\" target=\"_blank\">Using Generative AI to Modernize Emergency Preparedness Tools</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Homeland Security Today</font>","source":"Homeland Security Today","date":"2026-09-16T09:29:38+00:00","content":"","confidence":0.0,"diagnostics_url":"/api/diagnose?url=https%3A//www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","quality_bucket":"failed","failure_kind":"http","retryable":false,"quality_reason":"Low confidence: HTTP extraction failure (http_403).","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":513,"usable_text_length":513,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":513}},"tags":[]},"fallback_formats":["markdown","json","html"],"actions":{"read":"/item/83672","export_markdown":"/api/items/83672/export?format=markdown","export_json":"/api/items/83672/export?format=json","diagnose":"/api/diagnose?url=https%3A//www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/"},"formats":{"full":{"id":83672,"title":"Using Generative AI to Modernize Emergency Preparedness Tools - Homeland Security Today","url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","source":"Homeland Security Today","author":null,"published_at":"2026-09-16T09:29:38+00:00","locale":"en","topic":"ai","tags":[],"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMi5wFBVV95cUxOdy04d2JDaDVrcG5neXNRc0hXR0QzS2FaWjhoS1BGQk5oWnlCbWdJT1ZSQ2lBem1jcFJka2E2cmlVRUNTU29HYVJCQzM3VTBvdnJlZkVSbEhFWXJENElieVNMNkFpRUlrekdmaWhOQUt4NmZaRVNhY1pkckotTXpaSUFWUDZuT3Bhd0ZYX000U1lPX1FsUVlibFJvLWF4LTJoV1FmWlJLQ2F6MHBERWU1TnQzMWZGM2R6WkNXaVpkQzVETzRwODdBMHEzcXliekdpYlJkOVo5TW90T1hPX1dqX2RaLUpnWDA?oc=5\" target=\"_blank\">Using Generative AI to Modernize Emergency Preparedness Tools</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Homeland Security Today</font>","full_text":null,"reading_time_min":1,"extraction":{"state":"failed","confidence":0.0,"error":"http_403","explanation":"Low confidence: HTTP extraction failure (http_403).","diagnostics_url":"/api/diagnose?url=https%3A//www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":513,"usable_text_length":513,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":513}}},"quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":513,"usable_text_length":513,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":513}},"actions":{"read":"/item/83672","export_markdown":"/api/items/83672/export?format=markdown","export_json":"/api/items/83672/export?format=json","diagnose":"/api/diagnose?url=https%3A//www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/"}},"digest":{"id":83672,"title":"Using Generative AI to Modernize Emergency Preparedness Tools - Homeland Security Today","url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","source":"Homeland Security Today","topic":"ai","published_at":"2026-09-16T09:29:38+00:00","excerpt":"<a…","quality_bucket":"failed","quality_reason":"Low confidence: HTTP extraction failure (http_403).","reading_time_min":1,"cluster_id":null},"card":{"display_title":"Using Generative AI to Modernize Emergency Preparedness Tools - Homeland Security Today","subtitle":"Homeland Security Today · 2026-09-16","summary":"<a…","badges":["quality:failed","issue:http"],"links":{"read":"/item/83672","original":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","diagnose":"/api/diagnose?url=https%3A//www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/"},"quality_warning":"Low confidence: HTTP extraction failure (http_403)."},"export":{"title":"Using Generative AI to Modernize Emergency Preparedness Tools - Homeland Security Today","url":"https://www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","summary":"<a href=\"https://news.google.com/rss/articles/CBMi5wFBVV95cUxOdy04d2JDaDVrcG5neXNRc0hXR0QzS2FaWjhoS1BGQk5oWnlCbWdJT1ZSQ2lBem1jcFJka2E2cmlVRUNTU29HYVJCQzM3VTBvdnJlZkVSbEhFWXJENElieVNMNkFpRUlrekdmaWhOQUt4NmZaRVNhY1pkckotTXpaSUFWUDZuT3Bhd0ZYX000U1lPX1FsUVlibFJvLWF4LTJoV1FmWlJLQ2F6MHBERWU1TnQzMWZGM2R6WkNXaVpkQzVETzRwODdBMHEzcXliekdpYlJkOVo5TW90T1hPX1dqX2RaLUpnWDA?oc=5\" target=\"_blank\">Using Generative AI to Modernize Emergency Preparedness Tools</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Homeland Security Today</font>","source":"Homeland Security Today","date":"2026-09-16T09:29:38+00:00","content":"","confidence":0.0,"diagnostics_url":"/api/diagnose?url=https%3A//www.hstoday.us/subject-matter-areas/ai-and-advanced-tech/removing-friction-from-preparedness-how-generative-ai-can-unlock-legacy-training-tools/","quality_bucket":"failed","failure_kind":"http","retryable":false,"quality_reason":"Low confidence: HTTP extraction failure (http_403).","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":513,"usable_text_length":513,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":513}},"tags":[],"format_contract_version":"news_item_formats.v1"}}}