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Nearby Place Recommendation

System Design · Meta · Medium

Requirements System architecture for location-based recommendation engine Core behavior: using a person's current position and stated intent (for instance, looking through nearby places), produce an ordered set of place recommendations. Candidate generation: use a geohash or quadtree spatial structure to identify locations inside the requested radius, then augment this with embedding-based content retrieval to personalize results. Ordering pipeline: place the usual…

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