{"id":94074,"topic":"ai","source":"CDOTrends","title":"When Production AI Fails Silently: An Engineering Playbook for Building Reliable AI Systems - CDOTrends","url":"https://www.cdotrends.com/story/5145/when-production-ai-fails-silently-engineering-playbook-building-reliable-ai-systems","url_hash":"9d862d8183c062db56852872e6753870fb83ff2e","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMivAFBVV95cUxQWGJZajFFMVpvc0YybDA3em5QR0RORXNpRmUzdm5KZkdabzhXWWllQ1pQclRaTTAybXVBV0otTEJrY2tSR3cybXlPLXFvanhCbzYwdHByVXZFWjhIbTVpeENNZzBQcHB1SjVHQkJRNmhvN0gyTFdMbWlwbnVIT1NBbmtUdUUxTk9GQnlMRkdOVmhpWWptdHVfS040RXhwRzNROUdGd3RyZUptRk51R1Vqb1lsY3lqcll4VE9GNQ?oc=5\" target=\"_blank\">When Production AI Fails Silently: An Engineering Playbook for Building Reliable AI Systems</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">CDOTrends</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-10-01T10:08:57+00:00","fetched_at":"2026-10-01T10:15:04+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://www.cdotrends.com/story/5145/when-production-ai-fails-silently-engineering-playbook-building-reliable-ai-systems","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":472,"usable_text_length":472,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":472}},"news_item":{"id":94074,"canonical_url":"https://www.cdotrends.com/story/5145/when-production-ai-fails-silently-engineering-playbook-building-reliable-ai-systems","source_url":"https://www.cdotrends.com/story/5145/when-production-ai-fails-silently-engineering-playbook-building-reliable-ai-systems","title":"When Production AI Fails Silently: An Engineering Playbook for Building Reliable AI Systems - 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