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   • produce UI mockups for the results panel, or
   • write the alias-normalization algorithm pseudocode, or
   • create the privacy/age-gate copy for the UI. Which do you want?
   • Tech stack: search API + crawler (read-only), backend service for alias-resolution, frontend components.
   • ML: use lightweight NER + fuzzy-matching for alias variants; simple classifier for offer validation.
   • Timeline: MVP (search + public-content scanner + basic UX) in 6–8 weeks.

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