{"id":92168,"topic":"ai","source":"SBU News","title":"Stony Brook Brings AI Expertise to Long Island Small Businesses Through LIA-AI Growth Academy - SBU News","url":"https://news.stonybrook.edu/university/stony-brook-brings-ai-expertise-to-long-island-small-businesses-through-lia-ai-growth-academy/","url_hash":"2987bbec2bd8ef8ce6a34c48368ed8377ff170da","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMizgFBVV95cUxQTHBBZndPOGgxS1FMb2Z4SUZFeVFwaVlKLWRIQ3BTOFFvdjBHMGhKb1d6NU1yRDNIVXdTS2pST3lQenIyVi1MSVJmdzVOX0hmQTRabVBHRFJZMkFrQkpCWXdrVExLTjdDbWxtRkRNckNGci1fN0VEZXdvNHNHamxocE5PSlJVQUNNUElwR09PVnNSOGQyOTl5VmtneVdXazVUajdvdENabGJaNHR2Y2VxY0w4RzVwX2FyYzF4T2k0VjhQYkhmQlhZSVRBWEJLdw?oc=5\" target=\"_blank\">Stony Brook Brings AI Expertise to Long Island Small Businesses Through LIA-AI Growth Academy</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">SBU News</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-28T20:05:09+00:00","fetched_at":"2026-09-28T20:15:05+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://news.stonybrook.edu/university/stony-brook-brings-ai-expertise-to-long-island-small-businesses-through-lia-ai-growth-academy/","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":497,"usable_text_length":497,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":497}},"news_item":{"id":92168,"canonical_url":"https://news.stonybrook.edu/university/stony-brook-brings-ai-expertise-to-long-island-small-businesses-through-lia-ai-growth-academy/","source_url":"https://news.stonybrook.edu/university/stony-brook-brings-ai-expertise-to-long-island-small-businesses-through-lia-ai-growth-academy/","title":"Stony Brook Brings AI Expertise to Long Island Small Businesses Through LIA-AI Growth Academy - 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