Testing AI Systems — Unit Tests, Integration Tests, and Non-Determinism
Test AI systems with mocking, snapshot testing, property-based testing, and regression suites.
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5 articles
Test AI systems with mocking, snapshot testing, property-based testing, and regression suites.
Master ArgoCD''s App of Apps pattern, ApplicationSet for multi-environment deployments, sync waves for ordered rollouts, and disaster recovery strategies for production GitOps pipelines.
Use database branching to test migrations safely. Branch per PR, mask PII, and integrate with CI/CD for rapid iteration.
Master GitHub Actions with reusable workflows, OIDC-based AWS authentication, matrix builds, and caching strategies to reduce build times and eliminate secrets management.
Manage prompts with version control, automated regression testing, eval datasets, A/B testing in production, and canary deployments for safe prompt evolution.