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  • Meta·Update·Jun 10, 2025

    Instagram Explore Ranking — Understanding the Context Behind Ad Placements

    How the Explore recommendation system works, straight from Meta. Two-Tower model and multi-stage ranking. Background knowledge for Instagram advertisers who want to make the Explore placement work.

    #instagram#explore#ranking#ml
  • Meta·Update·Jan 10, 2025

    Why Ads "Occasionally Hiccup" — Meta's Tail Utilization Optimization

    Timeout errors down 66%, p99 latency halved. Meta Engineering's ad-inference improvements. Why your impressions look uneven at odd hours.

    #infrastructure#latency#ads-inference#ml
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