{"id":50896,"topic":"ai","source":"Manufacturing.net","title":"Hellbender Doubles Pittsburgh Footprint to Meet Demand for Physical AI Hardware, Software - Manufacturing.net","url":"https://www.manufacturing.net/artificial-intelligence/news/22971655/hellbender-doubles-pittsburgh-footprint-to-meet-demand-for-physical-ai-hardware-software","url_hash":"a901532ad4336665142c4e8126d1cdb19664d702","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMi7AFBVV95cUxNQzFvaDVRZlh1NlJjTHhYWHZ0NnNoMVZFcUtyMWhXWFZNakpiVlNEaEk0djhNa3kybThRcktyMGQzcnF0X3ZhMmJGZUt4QS1FOV90ZmloYl9GQ2xhNU1PYkVYNFBFY0VjZk5qYmIxQUk3eGNWanAxSHVIaUlaLThCRnlEbkpWVGRyQU9Sd1Z4eHhldFdIdjA4WWxSUkNHdm1UMmlCMy01MHJvYlVJX0ZlbzlrazBXZ0xKZnpyTlZoN1ZjWTNTY2prUms4VEVOVzNIOGc4Vi00Z202RVlITWNXOXRHR1k3NXVEOTYwdQ?oc=5\" target=\"_blank\">Hellbender Doubles Pittsburgh Footprint to Meet Demand for Physical AI Hardware, Software</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Manufacturing.net</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-07-31T20:04:14+00:00","fetched_at":"2026-07-31T20:15:04+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.manufacturing.net/artificial-intelligence/news/22971655/hellbender-doubles-pittsburgh-footprint-to-meet-demand-for-physical-ai-hardware-software","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":542,"usable_text_length":542,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":542}},"news_item":{"id":50896,"canonical_url":"https://www.manufacturing.net/artificial-intelligence/news/22971655/hellbender-doubles-pittsburgh-footprint-to-meet-demand-for-physical-ai-hardware-software","source_url":"https://www.manufacturing.net/artificial-intelligence/news/22971655/hellbender-doubles-pittsburgh-footprint-to-meet-demand-for-physical-ai-hardware-software","title":"Hellbender Doubles Pittsburgh Footprint to Meet Demand for Physical AI Hardware, Software - 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