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蒸馏 LLM,不要直接 Serving:DoorDash 搜索与个性化实践 — Raghav Saboo,DoorDash

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Distill the LLM, Don't Serve It: Search & Personalization at DoorDash — Raghav Saboo, DoorDash

DoorDash staff ML engineer Raghav Saboo argues that marketplace discovery is a semantic-understanding problem, then shows how DoorDash distills LLM reasoning offline into four shared primitives — graded supervision, semantic IDs, consumer memory, and steerable content generation — so traditional retrieval and ranking systems can serve them cheaply at billion-item scale.