{"id":88262,"topic":"ai","source":"IT Brew","title":"Challenges and opportunities abound with AI-assisted updating of legacy software - IT Brew","url":"https://www.itbrew.com/stories/challenges-and-opportunities-abound-with-ai-assisted-updating-of-legacy-software","url_hash":"9fc6db19002633bb8515c98c65946c3367070a95","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMisAFBVV95cUxPNkQyTFdtREVWdl82dFB3VXcxd2sycUVWNXNYVGVSR2JlZVNCRThkMEZFaV9obEZtS0VWSE9XbERBTWJMMjZiUHpiUU9Ial9oZVY5dGJ5NE5YVVFHQXpMSC1oTWpIV3lraVQ2RTBHQVZ3TlYyZ2gxazVnWDdqRFRGS0pHdkJTeUt4UWw1cEpfa2xwdGRILVdFeHZ0MjJUNWg4eEF4YXUtQTRSMHhCaXZyMw?oc=5\" target=\"_blank\">Challenges and opportunities abound with AI-assisted updating of legacy software</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">IT Brew</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-22T19:07:34+00:00","fetched_at":"2026-09-22T19:15:05+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.itbrew.com/stories/challenges-and-opportunities-abound-with-ai-assisted-updating-of-legacy-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":443,"usable_text_length":443,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"http_403","extract_retries":2,"content_length":0,"summary_length":443}},"news_item":{"id":88262,"canonical_url":"https://www.itbrew.com/stories/challenges-and-opportunities-abound-with-ai-assisted-updating-of-legacy-software","source_url":"https://www.itbrew.com/stories/challenges-and-opportunities-abound-with-ai-assisted-updating-of-legacy-software","title":"Challenges and opportunities abound with AI-assisted updating of legacy software - 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