{"id":88052,"topic":"ai","source":"The Futurum Group","title":"Lititz Mutual Bets on Embedded AI to Solve the Agent Knowledge Gap - The Futurum Group","url":"https://futurumgroup.com/insights/lititz-mutual-bets-on-embedded-ai-to-solve-the-agent-knowledge-gap/","url_hash":"8aa56e83d55aa53bee884761fbea74d8d4bf92c9","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMiowFBVV95cUxOdDRxMVF4VGRGNnhOY0tuamJVcHFLZHI3aks3RmFNME05ZG1tWTN4MFhLWkZCYzI0ZzYyWUZhZG80TXA0Z3FNWmoyLXhyZDVWeHowdldISFp4WUlzQ0VMM2l5MTl2ektUc1ozczF0MFQzZHpPTmlsY1BVN0ZKWkVGajNqVXQ1Wm01NnFuSEswN2I5STYwUXR5d0IyLWVVdFotOVMw?oc=5\" target=\"_blank\">Lititz Mutual Bets on Embedded AI to Solve the Agent Knowledge Gap</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">The Futurum Group</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-22T13:04:46+00:00","fetched_at":"2026-09-22T13:15:05+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://futurumgroup.com/insights/lititz-mutual-bets-on-embedded-ai-to-solve-the-agent-knowledge-gap/","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":421,"usable_text_length":421,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":421}},"news_item":{"id":88052,"canonical_url":"https://futurumgroup.com/insights/lititz-mutual-bets-on-embedded-ai-to-solve-the-agent-knowledge-gap/","source_url":"https://futurumgroup.com/insights/lititz-mutual-bets-on-embedded-ai-to-solve-the-agent-knowledge-gap/","title":"Lititz Mutual Bets on Embedded AI to Solve the Agent Knowledge Gap - 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