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Regression testing strategies for AI-assisted development. Sandbox-mode API testing without database dependencies, automated bug-check workflows, and patterns to catch AI blind spots where the same model writes and reviews code.
Passed 23 of 25 test cases with the skill, and 14 of 25 without it.
and 12 more in the full report
9 fixed14 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want a helper function `createTestRequest` for creating `NextRequest` instances in Vitest to test Next.js App Router handlers. When testing sandbox user scenarios, how should user impersonation be passed in the request headers?
| Checked | Without skill | With skill |
|---|---|---|
| Sets the x-sandbox-user-id HTTP header when a sandbox user identifier option is provided. | Missed | Passed |
The instructions your model reads when the skill loads.
Testing patterns specifically designed for AI-assisted development, where the same model writes code and reviews it — creating systematic blind spots that only automated tests can catch.
/bug-check or similar review commands after code changesWhen an AI writes code and then reviews its own work, it carries the same assumptions into both steps. This creates a predictable failure pattern:
AI writes fix → AI reviews fix → AI says "looks correct" → Bug still exists
Real-world example (observed in production):
Fix 1: Added notification_settings to API response
→ Forgot to add it to the SELECT query
→ AI reviewed and missed it (same blind spot)
Fix 2: Added it to SELECT query
→ TypeScript build error (column not in generated types)
→ AI reviewed Fix 1 but didn't catch the SELECT issue
Fix 3: Changed to SELECT *
→ Fixed production path, forgot sandbox path
→ AI reviewed and missed it AGAIN (4th occurrence)
Fix 4: Test caught it instantly on first run ✅
The pattern: sandbox/production path inconsistency is the #1 AI-introduced regression.
test cases passed, vs 14 / 25 without
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