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4D 框架(Discover、Distill、Deploy、Deliver)

探索 LLM 系统的 4D 生命周期,展示每个阶段如何产生具体的成果,使用质量门禁防止无限迭代,并以可衡量的约束条件为下一阶段提供输入。

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4D 框架(Discover、Distill、Deploy、Deliver)

探索 LLM 系统的 4D 生命周期,展示每个阶段如何产生具体的成果,使用质量门禁防止无限迭代,并以可衡量的约束条件为下一阶段提供输入。

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The inifinite loop of the eternal protype syndrome
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The discover phase
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The distill phase
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The deploy phase
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The deliver phase

Table

Phase TransitionRequired ArtifactsExit Criteria
Discover → DistillProduct spec + SLO targets + data access planData access and governance approved
Distill → DeployGolden dataset and evaluation reportOffline Eval Score > Threshold (e.g., 85% Accuracy).
Deploy → DeliverLoad test report and staging endpointLatency p95 < 2000ms; Cost < Budget under load.
Deliver → DiscoverUsage dashboard and change logFeedback incorporated into the next roadmap iteration.

现代 AI 系统的演进

检索增强生成应用的架构