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AI-generated test cases: closing the quality gap without fake coverage

Generated tests are useful for edge cases humans forget. They are dangerous when nobody reviews the oracle — the assertion of what “correct” means.

By Niravana · 7 min read · February 8, 2025 · QA leads

Generation is not judgement

An LLM can propose cases for empty carts, expired sessions, and bilingual form labels. A human still owns the expected result, especially in payments and PHI.

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A FAQ bot that cannot act is not an assistant. Goal persistence, tools, and an orchestration layer are what turn language models into systems that ship work.

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Domain agent taxonomies: industry → process → function

Monolithic agents fail at scale. A three-tier split — industry, process, function — keeps accuracy high and blast radius small.

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