Hands On "AI Engineering"

Hands On "AI Engineering"

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Hands On "AI Engineering"
Hands On "AI Engineering"
Day 13: AI Model Abstraction Layer - Complete Implementation Guide

Day 13: AI Model Abstraction Layer - Complete Implementation Guide

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AIE
Jul 06, 2025
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Hands On "AI Engineering"
Hands On "AI Engineering"
Day 13: AI Model Abstraction Layer - Complete Implementation Guide
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🎯 What We'll Build Today

Core Learning Objectives:

  • Vendor-Agnostic AI Integration using the Adapter Pattern

  • Automatic Failover Mechanism for high availability

  • Real-time Health Monitoring across multiple providers

  • Production-Ready Architecture with Python backend + JavaScript frontend

Key Components:

  • Abstract provider interface for seamless AI service switching

  • Intelligent provider manager with fallback logic

  • Health monitoring dashboard with live status updates

  • Comprehensive testing framework for reliability validation


🏗️ The Architecture We're Building

[📊 : Component Architecture Diagram]

Our abstraction layer creates a smart proxy between your application and external AI providers, enabling:

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