{"id":85873,"topic":"ai","source":"TechCrunch","title":"Vals, backed by Andreessen Horowitz, is looking to become the gold standard for AI benchmarking - TechCrunch","url":"https://techcrunch.com/2026/09/19/vals-backed-by-andreessen-horowitz-is-looking-to-become-the-gold-standard-for-ai-benchmarking/","url_hash":"c62064889cddedd80d2cbe1500b3ff026fc0f164","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMixwFBVV95cUxNbGJ4Rm1xU3l0ZmZpa1BiN21DekVIQWlBaHVLbG9vX2JPRENVRHduNHVNSFpLb0VTR1ZkUkJMdVlmZlFxUWpVM3c1MTFkSDBSWTFWMHE0a1U3dFBGb3plU0QtREZmXzVtUGV3MVVxYXgzLXlJWHpBN2dqNy01R2VONWFQV3dFQ1ZrRm5nTVZXZmN6OG53bUF2d2VFd0lVcDlTaHIwT2Vra0dyNV9xaFJtczBEeDBkNi12TXRKNGVHRVJKRUY3SDhv?oc=5\" target=\"_blank\">Vals, backed by Andreessen Horowitz, is looking to become the gold standard for AI benchmarking</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">TechCrunch</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-19T13:00:00+00:00","fetched_at":"2026-09-19T15:15:04+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/2026/09/19/vals-backed-by-andreessen-horowitz-is-looking-to-become-the-gold-standard-for-ai-benchmarking/","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":491,"usable_text_length":491,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":491}},"news_item":{"id":85873,"canonical_url":"https://techcrunch.com/2026/09/19/vals-backed-by-andreessen-horowitz-is-looking-to-become-the-gold-standard-for-ai-benchmarking/","source_url":"https://techcrunch.com/2026/09/19/vals-backed-by-andreessen-horowitz-is-looking-to-become-the-gold-standard-for-ai-benchmarking/","title":"Vals, backed by Andreessen Horowitz, is looking to become the gold standard for AI benchmarking - 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