Vanaxity insights tagged SWE-bench Verified - notes on AI content, SEO, GEO and AEO from Van Data Team.
Bottom line DeepSeek-V4-Flash-0731 is a post-training update delivered in public beta through the existing API alias, retaining the preview architecture, size, and API surface.
