Introduction

In recent years, the software development industry has accelerated significantly. The introduction of AI-assisted coding brings new capabilities; therefore, the vision of the development process should be adjusted.

---

Visual representation

Let the x-axis represent the amount of code change and the y-axis represent development time. The upper-right quadrant denotes the ideal target state: a feature-complete, defect-free system that operates under realistic conditions. Two boundary trajectories can be drawn from the origin toward this target region. The lower trajectory represents the incremental lower bound: small, controlled iterations with minimal code changes and high precision. The upper trajectory represents a high-variance strategy: broader, less precise changes that may introduce defects and therefore require subsequent polishing and validation.

New vision

Historically, developers advanced primarily along the lower-bound trajectory through disciplined, incremental refinement. AI-assisted “vibe coding” has enabled the upper trajectory by allowing rapid, large-scale changes to move the process closer to the ideal target, although this approach demands verification and correction. It is essential to treat these trajectories as complementary rather than mutually exclusive. Effective AI-assisted development should combine incremental iteration with exploratory, high-volume generation, followed by rigorous testing, review, and refinement. This dual-track strategy can bring both trajectories closer to the ideal state and support the delivery of impeccable, high-quality results.

After party

I hope this post helps you to realize new capabilities and enjoy the journey!

Thank you!

P.S.: Good old human paranoia never fails.