12.7Key Takeaway

The write-vs-generate decision is not about AI capability -- it is about where your expertise adds the most value. Use AI for systematic, pattern-based testing (CRUD, validation, enum coverage, boundary values). Write manually for domain-specific, judgment-heavy testing (business rules, security, concurrency, bug reproduction). The hybrid approach -- human structure with AI permutations -- combines the best of both worlds.