{"id":49814,"topic":"ai","source":"crn.com","title":"Microsoft CEO Nadella Touts AI Model Choice, Resilience - crn.com","url":"https://www.crn.com/news/ai/2026/microsoft-q4-ceo-nadella-touts-ai-model-choice-resilience","url_hash":"f7f001e5fed834c401657cdac5bb5908c8f596b9","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMilAFBVV95cUxPUUVlZFphXzBzZ01QeTFHQkdNSW9IczA4WFduQmhMUndGZ2VZNnpQenNwZXgyNEJ6d0lMRnl4OGtHbFJkcndfLUUweWZnRW1KaloxQTV4OXpqbzItXzhYX0dqbGE0UWRuTEd0R0RaMWRwT2gyLXFSYzJLS05HMFJodjlmU0l4N0tLNThMbHllN0JwNFFZ?oc=5\" target=\"_blank\">Microsoft CEO Nadella Touts AI Model Choice, Resilience</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">crn.com</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-30T14:10:00+00:00","fetched_at":"2026-07-30T14:15:05+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.crn.com/news/ai/2026/microsoft-q4-ceo-nadella-touts-ai-model-choice-resilience","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":380,"usable_text_length":380,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":380}},"news_item":{"id":49814,"canonical_url":"https://www.crn.com/news/ai/2026/microsoft-q4-ceo-nadella-touts-ai-model-choice-resilience","source_url":"https://www.crn.com/news/ai/2026/microsoft-q4-ceo-nadella-touts-ai-model-choice-resilience","title":"Microsoft CEO Nadella Touts AI Model Choice, Resilience - 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