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LLM 제품을 빠르게 만드는 법은 쉬워졌다. 지속 가능하게 돌리는 법이 어렵다. 모델·프롬프트·평가셋의 3축 버전 관리, Shadow/Canary/Blue-Green 배포, 토큰·캐시·모델 라우팅으로 비용 통제, 조직 구조(AI 플랫폼/Model 플랫폼/Product AI), 실패 사례, KPI·온콜까지. MLOps의 연장선이되, LLM 고유의 과제를 정면으로 다루는 한 편.
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- Published on
Cloudflare AI Gateway를 왜 쓰는지, 어떤 제어가 가능한지, Dynamic Routing과 자동 재시도를 어떻게 함께 써야 하는지 2026년 4월 기준으로 실무적으로 정리한다.