Submission Ranking And Homepage Feed

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Unique: Uses a publicly-known, deterministic ranking algorithm (the 'Hacker News algorithm') based on logarithmic time decay and vote count, making it predictable and auditable. The algorithm is simple enough to be understood and replicated by users, creating transparency around what content surfaces.

vs others: More transparent and predictable than ML-based ranking (Google News, Twitter) because the algorithm is deterministic and publicly documented, but less effective at surfacing diverse or niche content because it lacks personalization