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Production-Grade LLM Regression Testing: Contracts, Evals, and Quality Gates

calendar_today October 9, 2026 person Uthej Mopathi domain dzone

Conventional unit tests remain essential around an LLM application, but they do not answer the most important production question about whether a change preserved useful behavior. A parser can still return valid JSON while the answer becomes less grounded. A tool call can satisfy its schema while selecting the wrong tool.

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