{"id":85975,"topic":"ai","source":"GeekWire","title":"AI meets real estate: Zillow engineering SVP Toby Roberts on the future of buying and selling homes - GeekWire","url":"https://www.geekwire.com/2026/ai-meets-real-estate-zillow-engineering-svp-toby-roberts-on-the-future-of-buying-and-selling-homes/","url_hash":"3e5dfd4ad974136fad74690f9d47afab7fc6d0e6","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMiyAFBVV95cUxPZExyYzZJRTJrcU9MVjFTWjNMU2tLRUFSQUZ0YnpDMjFRUzZPM01wQzVSZFlhTHlKWUN0UWhmQmM4ZkFDYkNBekVkNC1CdTJCZWhsV3RrbkxEa0ZKM29nWkN2Mk9seTQwYm1pZHdOeUxpSDBSTENBU2tMNng3RWZ3V3hySmY1V1VxS1ZGNzZQOXd1VU5SakRMcVFmaDcwNEFWcjVQNlNmbnFDRlZaV3k1MEwybkxKME5EMWZBSzJpUWQ0YTlLZ2VaUA?oc=5\" target=\"_blank\">AI meets real estate: Zillow engineering SVP Toby Roberts on the future of buying and selling homes</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">GeekWire</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-19T16:41:26+00:00","fetched_at":"2026-09-19T20:15:05+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://www.geekwire.com/2026/ai-meets-real-estate-zillow-engineering-svp-toby-roberts-on-the-future-of-buying-and-selling-homes/","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":495,"usable_text_length":495,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":495}},"news_item":{"id":85975,"canonical_url":"https://www.geekwire.com/2026/ai-meets-real-estate-zillow-engineering-svp-toby-roberts-on-the-future-of-buying-and-selling-homes/","source_url":"https://www.geekwire.com/2026/ai-meets-real-estate-zillow-engineering-svp-toby-roberts-on-the-future-of-buying-and-selling-homes/","title":"AI meets real estate: Zillow engineering SVP Toby Roberts on the future of buying and selling homes - 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