In short: if you can swap in a different set of weights and use the exact same inference code for a different task, your setup is legitimate. If the inference code is inseparable from the algorithm, it's not.
Commercial considerations will shape AI search evolution as platforms figure out monetization beyond subscriptions. We're already seeing early experiments with citations including affiliate tracking, sponsored placements in AI responses, and premium content partnerships. The specific implementations will evolve, but the trajectory toward commercial integration seems certain.
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