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URL-only KazakhBitum Case

KazakhBitum is the URL-only regression case.

It protects against:

  • blank reports
  • generic subject wording like “this company”
  • overconfident website-derived office confirmation
  • weak third-party website noise becoming selected evidence

MiniMax remains blocked for URL-only use.