Hands On "AI Engineering"

Hands On "AI Engineering"

Share this post

Hands On "AI Engineering"
Hands On "AI Engineering"
Day 14: AI Service Testing Framework - Testing the Untestable

Day 14: AI Service Testing Framework - Testing the Untestable

🧪 Master AI Testing: Build Production-Ready Framework for Non-Deterministic Systems

AIE's avatar
AIE
Jul 11, 2025
∙ Paid
1

Share this post

Hands On "AI Engineering"
Hands On "AI Engineering"
Day 14: AI Service Testing Framework - Testing the Untestable
4
Share

📋 Today's Implementation Agenda

Core Learning Objectives:

  • Testing Strategies for probabilistic AI outputs and semantic validation

  • Automated Framework with Python backend + React dashboard integration

  • Performance Validation through concurrent load testing and failover mechanisms

  • Production Patterns used by major tech companies for AI service reliability

What We'll Build:

  • Multi-layer testing framework with deterministic, semantic, and performance validation

  • Real-time testing dashboard with live provider monitoring

  • Comprehensive test suite covering generation, failover, and load scenarios

  • Integration with Day 13's AI abstraction layer for end-to-end validation

This post is for paid subscribers

Already a paid subscriber? Sign in
© 2025 AIE
Privacy ∙ Terms ∙ Collection notice
Start writingGet the app
Substack is the home for great culture

Share