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Blueprints

Blueprints for better inference.

Turn shared knowledge into your next deployment. Explore reusable architectures for model serving, routing, observability, and GPU efficiency—then adapt them to your own production challenges.

Mar 9, 2026 • 6 min read

LoRA multi-tenant inference serving

A design reference for shared base-model serving with tenant-approved LoRA adapters: architecture, operations, failure modes, security, costs, and tradeoffs.

Tool stack

vLLM · LoRA adapters · object storage · Kubernetes · audit logging

BUILD REUSABLE ENGINEERING KNOWLEDGE

A Blueprint should explain the decisions.

Document where the design fits, how it behaves, and what can go wrong. The authoring template covers architecture, operations, scaling, security, cost, tradeoffs, alternatives, and evidence.

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