{"id":45047,"topic":"ai","source":"NewsNation","title":"AI companies want systems to ‘outcompete humans,’ expert says - NewsNation","url":"https://www.newsnationnow.com/business/tech/ai/ai-companies-systems-outcompete-humans-expert/","url_hash":"849fa1d755a702b2a63ebf87f5cb82c97b65cca2","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMimAFBVV95cUxPcjlCcXkzYXF6THAyTTJ4NXBHRWg1cjJUSE4xbmtuLUlibDk4cWNPN3Z1RHd4UVRpUGJVb0dLc1J2TnpUaEZhQXR5NEJVQkFDLUxvektxby0zUFNoRkhJb1pjd0tReTBvNThKMU0zVmZYM0JJWVN6N1B1ZS13djE1WEgta0M0UVhaTS1wVVl2RzA3aGl4MXdpX9IBngFBVV95cUxOTm0wam1OMWczVW9FemZfRTE5RUFzS1dCa1JfR0p4Y01mcmRwSVk2M1NNcnNSMk1MVThqZnVXakd1ODl6NHNVWFNSd0JueXFxTkdvQnUwNG50Z1RNTDNEVC13TWwySnotalh4M2FodjdBUzY1RzRDLXc3ODNyajZLQUVfaXJCR0NaTUlIbEFLNDRsQ0ZCSXRUa0JENTQ4UQ?oc=5\" target=\"_blank\">AI companies want systems to ‘outcompete humans,’ expert says</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">NewsNation</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-24T04:42:44+00:00","fetched_at":"2026-07-24T05:15:05+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"http_403","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://www.newsnationnow.com/business/tech/ai/ai-companies-systems-outcompete-humans-expert/","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"failed","confidence":0.0,"failure_kind":"http","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: HTTP extraction failure (http_403).","operator_guidance":{"severity":"action_required","recommended_action":"manual_review","next_step":"Open diagnostics and review the original source manually before use.","operator_label":"Manual review","can_retry":false,"can_use_summary":false,"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":611,"usable_text_length":611,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":611}},"news_item":{"id":45047,"canonical_url":"https://www.newsnationnow.com/business/tech/ai/ai-companies-systems-outcompete-humans-expert/","source_url":"https://www.newsnationnow.com/business/tech/ai/ai-companies-systems-outcompete-humans-expert/","title":"AI companies want systems to ‘outcompete humans,’ expert says - 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