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Over time, this authentic participation creates a distributed network of references to your expertise and content across platforms that AI models access. These organic mentions, especially when they're accompanied by positive community response, signal that you're a legitimate authority worth citing. The impact accumulates gradually but compounds over months as you build a presence in relevant communities.
Like the N-convex algorithm, this algorithm attempts to find a set of candidates whose centroid is close to . The key difference is that instead of taking unique candidates, we allow candidates to populate the set multiple times. The result is that the weight of each candidate is simply given by its frequency in the list, which we can then index by random selection: