#Testing

Articles tagged with Testing. Practical engineering insights for production systems.

3 articles on this page

2026-05-29 5 min read

Offline + Online Eval: The Hybrid Testing Strategy for Production LLM Systems

The industry standard has shifted to hybrid evaluation: golden datasets in CI/CD plus live traffic monitoring. Learn the offline + online eval strategy for production LLM and agent systems.

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2026-04-24 3 min read

Coding Agents in CI: How to Ship Productivity Without Hidden Debt

AI coding agents can accelerate development, but they also create risks. Learn a CI strategy with tests, static analysis, and eval gates so agent output stays reliable as your product grows.

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2026-04-23 6 min read

LLM Evals in Production: How to Actually Measure AI Output Quality

Shipping an LLM to production without evals is flying blind. Learn how to build an evaluation framework that measures accuracy, safety, and consistency—and catches regressions before users do.

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