{"id":47542,"topic":"ai","source":"Ars Technica","title":"Microsoft unveils AI security tools it says outperform competing platforms - Ars Technica","url":"https://arstechnica.com/security/2026/07/microsoft-unveils-ai-security-tools-it-says-outperform-competing-platforms/","url_hash":"1a89c808c51488db387a3b0bf31fdd7ce17943df","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMitwFBVV95cUxNckdRVzlKTm85WDIzVXFrUk0wdlRpU0h5U0FKRFNvQThFMmw5Sk9yNk5iMUdmdzJLUllVNFF1eGt5TVFDZkxVVTNuY2lnRE9kWTVRZjJ2WVhLa2pJcU5rWTVZZV9LOV9VUzI1ZTh6blNSemNkcFBOMFAtUWp5V3hiS1lpczllZGpNUzh4aUNlbE9udnZucWxmT1ViNzFpMXluUFg5dzZyd2JzaVZ1MlQxa2pVWFY5YXc?oc=5\" target=\"_blank\">Microsoft unveils AI security tools it says outperform competing platforms</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Ars Technica</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-27T21:56:14+00:00","fetched_at":"2026-07-27T23:15:04+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://arstechnica.com/security/2026/07/microsoft-unveils-ai-security-tools-it-says-outperform-competing-platforms/","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":451,"usable_text_length":451,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":451}},"news_item":{"id":47542,"canonical_url":"https://arstechnica.com/security/2026/07/microsoft-unveils-ai-security-tools-it-says-outperform-competing-platforms/","source_url":"https://arstechnica.com/security/2026/07/microsoft-unveils-ai-security-tools-it-says-outperform-competing-platforms/","title":"Microsoft unveils AI security tools it says outperform competing platforms - 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