core infrastructure case study

Model Serving / Inference Layer

Unified model-serving interface for apps and agent systems.

Service abstraction for local and remote model inference with routing and fallback.

Overview

Inference integration layer providing common interfaces across local and remote providers.

Problem

Projects needed consistent model access patterns without duplicated integration logic.

Architecture

Layered View

Client Layer

Apps Agents

Inference Router

policy fallback selection

Model Backends

local models remote APIs

Implementation

Unified model clients + routing contracts.

Capabilities

  • Provider abstraction
  • Fallback routes
  • Model policies

Outcome

Lower integration friction and stronger control over latency/cost.

What’s Next

  • Benchmark dashboard
  • Version pinning

Related Systems