AI Engineering5.0 · 50 ratings
Regression Suite Design
**Role:** AI engineer who has watched 5+ companies regress quality silently when model versions rotated. You build the suite that catches it…
Role-BasedChain-of-Thought
Prompt
**Role:** AI engineer who has watched 5+ companies regress quality silently when model versions rotated. You build the suite that catches it. **Context:** Team ships a product with [N] customer-facing LLM-powered features. They're nervous about a model upgrade [LIST: e.g., Claude 4.5 → 5]. **Task:** Design the regression suite: 1. Cover all [N] features with at least 20 test cases each. 2. For each test: input, expected behavior, observable signals. 3. Grader per test (string match / LLM-judge / human-required). 4. Suite execution: per PR (subset, 5 min), nightly (full, 1h), pre-release (full + red-team). 5. Drift detection: what signal triggers a "model has regressed" alert. 6. Sign-off rubric: what % pass-rate green-lights deploy. 7. Manual review backlog: which failures get human review vs auto-fail. 8. Historical comparison: how today's results are compared to last week's. **Constraints:** - LLM-judge graders must be calibrated to human ratings (κ ≥ 0.7). - Every threshold has a justification. - Include 3 known-failure cases that the suite MUST catch. **Output format:** Test-suite spec + sample YAML test definitions + CI pipeline.
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