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  <url><loc>https://contractoraishop.com/news/2026-11-04-anthropic-flashprove</loc><news:news><news:publication><news:name>Contractor AI Shop</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-11-04T08:26-08:00</news:publication_date><news:title>Anthropic open-sources FlashProve, a research prototype for proving which AI model produced an answer</news:title></news:news></url>
  <url><loc>https://contractoraishop.com/news/2026-11-03-anthropic-message-threads</loc><news:news><news:publication><news:name>Contractor AI Shop</news:name><news:language>en</news:language></news:publication><news:publication_date>2026-11-03T13:05-08:00</news:publication_date><news:title>Anthropic launches Message Threads beta to speed up long-running Claude agents</news:title></news:news></url>
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