Direct engineering notes on our multi-source clustering pipeline, source prestige multipliers, and why we capped every briefing at 10 cards.
How Lynto Picks Your Daily 10: Multi-Source Clustering, Prestige Tiers, and the 4:4:2 Ratio
A look inside our serving engine: how we classify publishers into four authority tiers (0.50x to 2.00x), cap breaking news at 2 cards per edition, and pair every summary with opposing perspectives and direct publisher links.
Read Engineering Note →Why 10 News Stories a Day Is Enough: Designing a Daily Briefing With a Hard Stop
Infinite scroll feeds optimize for time-on-screen rather than comprehension. Here is how finite 10-card editions compare with traditional news feeds and what happens inside Lynto after you reach Card 10.
Read Essay →Günde 10 Haber Yeter: Lynto'nun Çok Kaynaklı Haber Kümeleme ve Sesli Özet Mimarisi
Sonsuz kaydırma (doomscrolling) yerine neden günde 10 kartlık sabit bir sınır koyduk? Kaynak otorite çarpanları, karşıt görüş blokları, 4:4:2 yerel/küresel oranı ve 40 saniyelik Türkçe/İngilizce sesli bültenlerin çalışma yapısı.
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