{"id":38077,"topic":"ai","source":"TechCrunch","title":"Applied Computing wants to give oil and gas operators an AI model for the entire plant - TechCrunch","url":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","url_hash":"2e639eb43391ae8431adc6b89c47bca78732de2f","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMivgFBVV95cUxORFVDZXJCa1dqaHRBdWNjanZHY01PZUhJY1BPcXc5SFNuS0RBczFoMkJ3LWlYUXNGOEhvZlVyZTBTTGdfQmJvYmZ3bDFrdmFxblRycTNPSEs2dkNtSHRKUFBBMmNCZldpV0daUXdVT3JPUTFYUUJYc2tMLTdrdXBfZ1VyUEJvZHhLdmZ5UDMxSjBjdkY2UDZwU1pQeGlIN0FnelIzYnVhUXZ5VGpGNU1sVnR4QTMxUEdlRjJReVZB?oc=5\" target=\"_blank\">Applied Computing wants to give oil and gas operators an AI model for the entire plant</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">TechCrunch</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-16T04:00:00+00:00","fetched_at":"2026-07-16T07:15:05+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://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","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":470,"usable_text_length":470,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":470}},"news_item":{"id":38077,"canonical_url":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","source_url":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","title":"Applied Computing wants to give oil and gas operators an AI model for the entire plant - TechCrunch","source_name":"TechCrunch","author":null,"published_at":"2026-07-16T04:00:00+00:00","locale":"en","topic":"ai","tags":[],"rss_summary":"<a href=\"https://news.google.com/rss/articles/CBMivgFBVV95cUxORFVDZXJCa1dqaHRBdWNjanZHY01PZUhJY1BPcXc5SFNuS0RBczFoMkJ3LWlYUXNGOEhvZlVyZTBTTGdfQmJvYmZ3bDFrdmFxblRycTNPSEs2dkNtSHRKUFBBMmNCZldpV0daUXdVT3JPUTFYUUJYc2tMLTdrdXBfZ1VyUEJvZHhLdmZ5UDMxSjBjdkY2UDZwU1pQeGlIN0FnelIzYnVhUXZ5VGpGNU1sVnR4QTMxUEdlRjJReVZB?oc=5\" target=\"_blank\">Applied Computing wants to give oil and gas operators an AI model for the entire plant</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">TechCrunch</font>","full_text":null,"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMivgFBVV95cUxORFVDZXJCa1dqaHRBdWNjanZHY01PZUhJY1BPcXc5SFNuS0RBczFoMkJ3LWlYUXNGOEhvZlVyZTBTTGdfQmJvYmZ3bDFrdmFxblRycTNPSEs2dkNtSHRKUFBBMmNCZldpV0daUXdVT3JPUTFYUUJYc2tMLTdrdXBfZ1VyUEJvZHhLdmZ5UDMxSjBjdkY2UDZwU1pQeGlIN0FnelIzYnVhUXZ5VGpGNU1sVnR4QTMxUEdlRjJReVZB?oc=5\" target=\"_blank\">Applied Computing wants to give oil and gas operators an AI model for the entire plant</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">TechCrunch</font>","extraction":{"state":"failed","confidence":0.2,"error":"trafilatura_none","explanation":"Low confidence: extractor returned no usable article text.","diagnostics_url":"/api/diagnose?url=https%3A//techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","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":470,"usable_text_length":470,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":470}}},"display_formats":["compact","card","full","digest_section","json"]},"daily_stack_record":{"title":"Applied Computing wants to give oil and gas operators an AI model for the entire plant - TechCrunch","url":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","summary":"<a href=\"https://news.google.com/rss/articles/CBMivgFBVV95cUxORFVDZXJCa1dqaHRBdWNjanZHY01PZUhJY1BPcXc5SFNuS0RBczFoMkJ3LWlYUXNGOEhvZlVyZTBTTGdfQmJvYmZ3bDFrdmFxblRycTNPSEs2dkNtSHRKUFBBMmNCZldpV0daUXdVT3JPUTFYUUJYc2tMLTdrdXBfZ1VyUEJvZHhLdmZ5UDMxSjBjdkY2UDZwU1pQeGlIN0FnelIzYnVhUXZ5VGpGNU1sVnR4QTMxUEdlRjJReVZB?oc=5\" target=\"_blank\">Applied Computing wants to give oil and gas operators an AI model for the entire plant</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">TechCrunch</font>","source":"TechCrunch","date":"2026-07-16T04:00:00+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","quality_bucket":"low","failure_kind":"extractor_empty","retryable":false,"quality_reason":"Low confidence: extractor returned no usable article text.","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":470,"usable_text_length":470,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":470}},"tags":[]},"fallback_formats":["markdown","json","html"],"actions":{"read":"/item/38077","export_markdown":"/api/items/38077/export?format=markdown","export_json":"/api/items/38077/export?format=json","diagnose":"/api/diagnose?url=https%3A//techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/"},"formats":{"full":{"id":38077,"title":"Applied Computing wants to give oil and gas operators an AI model for the entire plant - TechCrunch","url":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","source":"TechCrunch","author":null,"published_at":"2026-07-16T04:00:00+00:00","locale":"en","topic":"ai","tags":[],"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMivgFBVV95cUxORFVDZXJCa1dqaHRBdWNjanZHY01PZUhJY1BPcXc5SFNuS0RBczFoMkJ3LWlYUXNGOEhvZlVyZTBTTGdfQmJvYmZ3bDFrdmFxblRycTNPSEs2dkNtSHRKUFBBMmNCZldpV0daUXdVT3JPUTFYUUJYc2tMLTdrdXBfZ1VyUEJvZHhLdmZ5UDMxSjBjdkY2UDZwU1pQeGlIN0FnelIzYnVhUXZ5VGpGNU1sVnR4QTMxUEdlRjJReVZB?oc=5\" target=\"_blank\">Applied Computing wants to give oil and gas operators an AI model for the entire plant</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">TechCrunch</font>","full_text":null,"reading_time_min":1,"extraction":{"state":"failed","confidence":0.2,"error":"trafilatura_none","explanation":"Low confidence: extractor returned no usable article text.","diagnostics_url":"/api/diagnose?url=https%3A//techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","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":470,"usable_text_length":470,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":470}}},"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":470,"usable_text_length":470,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":470}},"actions":{"read":"/item/38077","export_markdown":"/api/items/38077/export?format=markdown","export_json":"/api/items/38077/export?format=json","diagnose":"/api/diagnose?url=https%3A//techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/"}},"digest":{"id":38077,"title":"Applied Computing wants to give oil and gas operators an AI model for the entire plant - TechCrunch","url":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","source":"TechCrunch","topic":"ai","published_at":"2026-07-16T04:00:00+00:00","excerpt":"<a…","quality_bucket":"low","quality_reason":"Low confidence: extractor returned no usable article text.","reading_time_min":1,"cluster_id":null},"card":{"display_title":"Applied Computing wants to give oil and gas operators an AI model for the entire plant - TechCrunch","subtitle":"TechCrunch · 2026-07-16","summary":"<a…","badges":["quality:low","issue:extractor_empty"],"links":{"read":"/item/38077","original":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","diagnose":"/api/diagnose?url=https%3A//techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/"},"quality_warning":"Low confidence: extractor returned no usable article text."},"export":{"title":"Applied Computing wants to give oil and gas operators an AI model for the entire plant - TechCrunch","url":"https://techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","summary":"<a href=\"https://news.google.com/rss/articles/CBMivgFBVV95cUxORFVDZXJCa1dqaHRBdWNjanZHY01PZUhJY1BPcXc5SFNuS0RBczFoMkJ3LWlYUXNGOEhvZlVyZTBTTGdfQmJvYmZ3bDFrdmFxblRycTNPSEs2dkNtSHRKUFBBMmNCZldpV0daUXdVT3JPUTFYUUJYc2tMLTdrdXBfZ1VyUEJvZHhLdmZ5UDMxSjBjdkY2UDZwU1pQeGlIN0FnelIzYnVhUXZ5VGpGNU1sVnR4QTMxUEdlRjJReVZB?oc=5\" target=\"_blank\">Applied Computing wants to give oil and gas operators an AI model for the entire plant</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">TechCrunch</font>","source":"TechCrunch","date":"2026-07-16T04:00:00+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//techcrunch.com/2026/07/15/applied-computing-wants-to-give-oil-and-gas-operators-an-ai-model-for-the-entire-plant/","quality_bucket":"low","failure_kind":"extractor_empty","retryable":false,"quality_reason":"Low confidence: extractor returned no usable article text.","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":470,"usable_text_length":470,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":470}},"tags":[],"format_contract_version":"news_item_formats.v1"}}}