Code quality comes from review and testing, not from who typed it. Every change is reviewed by an engineer, tested and checked against the project's security and coding rules before release.
AI speeds up the writing. It never skips the checks.
- Written rules: every project has a rulebook covering stack, conventions and security requirements, and the AI must follow it.
- Written plans: each feature starts as an implementation plan that an engineer reviews line by line.
- Engineer review: an engineer reads and approves every change. Nothing ships on AI output alone.
- Testing: changes are tested, including edge cases and failure states, before release.
Edge cases are planned up front and tested before release, so problems are caught while they are still cheap to fix.
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