testing13 min read
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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Test AI systems with mocking, snapshot testing, property-based testing, and regression suites.
Compare zero-shot, few-shot, embedding-based, and fine-tuned classification approaches with production trade-offs.
Master tool schema design, description engineering, error handling, idempotency, and tool versioning to build AI agent tools that agents actually want to use.
Deploy translation pipelines combining LLMs and specialized models with translation memory, glossary enforcement, backtranslation quality checks, and cost optimization.
Orchestrate AI pipelines with Temporal for durable workflows, Prefect for data + AI, or Airflow for batch jobs. Handle retries, human approval, and cost tracking.