Vibe coding workflow
Transitioning from vibe coding to systematic software engineering with automated testing
Pure vibe coding fails when project complexity outgrows the context window. Transition back to systematic engineering by using prompt-driven unit test generation. Stop code drift before it breaks your build.
Why it matters
Transitioning from loose prompting to test-driven agent coding prevents silent regressions and allows you to safely maintain large, AI-generated codebases.
TL;DR
- 01Generate unit and integration tests before letting agents write implementation code
- 02Run test suites in watch-mode and feed error logs directly back into Cursor or Claude Code
- 03Codify architectural rules in an .cursorrules file to prevent structural code drift
The Gap
LLMs generate code without performing the necessary analysis regarding:
- Identity rules: What constitutes a unique entity.
- System constraints: What the system must never allow.
- Failure modes: How the system behaves when things go wrong.
The Engineering Necessity
Production stability requires human engineering to define boundaries, data flows, and invariants that models cannot currently deduce.