{"id":49215,"topic":"ai","source":"CSIS | Center for Strategic and International Studies","title":"Taiwan Needs an AI Cyber Shield Now to Defend Against Invasion - CSIS | Center for Strategic and International Studies","url":"https://www.csis.org/analysis/taiwan-needs-ai-cyber-shield-now-defend-against-invasion","url_hash":"ec25945ac566f94201f9d376610b3d6e71943b59","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMijwFBVV95cUxNVmVaU2tiREpaYUlRb1QwazhsRXcxRDl0azRqOGdFc3YwTUxSVGZWUzU1QzZIdGhtS1hmbjR4MTVndVFWRFpJQmdjMkFrRFR4QUNOUVdkWlZIay1ueUZHQ0h4enlkZnFubHZlZWhxTi1kaW9MamJTeDd0THFmNkFhRTd6elp1a0ZXZk10bXNxZw?oc=5\" target=\"_blank\">Taiwan Needs an AI Cyber Shield Now to Defend Against Invasion</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">CSIS | Center for Strategic and International Studies</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-29T21:03:50+00:00","fetched_at":"2026-07-29T21:15:05+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"trafilatura_none","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://www.csis.org/analysis/taiwan-needs-ai-cyber-shield-now-defend-against-invasion","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"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":427,"usable_text_length":427,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":427}},"news_item":{"id":49215,"canonical_url":"https://www.csis.org/analysis/taiwan-needs-ai-cyber-shield-now-defend-against-invasion","source_url":"https://www.csis.org/analysis/taiwan-needs-ai-cyber-shield-now-defend-against-invasion","title":"Taiwan Needs an AI Cyber Shield Now to Defend Against Invasion - 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