#hexagonal architecture
4 related articles
·4 min
AI + Automated Testing: Building an Engine-Agnostic Quality System with Skill + CLI
An in-depth analysis of the AI-driven software testing paradigm: with Skill and CLI as the core hub, supporting both platformized management and digital employees, helping testing teams transform from script writers into capability builders.
Read more →
·3 min
Vibe Coding in Practice: How Four Tools Work Together to Make AI Programming More Convergent and Controllable
Explore the four-layer AI programming architecture: SuperPrompt for project-level decomposition, Gstack for module-level code layering, and Cursor/Claude Code for execution. Master this workflow to make Vibe Coding truly engineering-grade.
Read more →
·3 min
Deep Module Architecture in Practice: Fixing a Codebase Wrecked by AI
Is AI-assisted coding making your codebase messier? Learn deep modules, seams, and adapters from A Philosophy of Software Design to systematically fix your architecture.
Read more →
Expert Opinions·2 min
The Faster AI Generates Code, the Faster Your Project Dies: Trust Engineering Is the Real Bottleneck
AI programming drives code generation cost to zero, but verifying correctness is the ultimate bottleneck. GitClear data shows 10x copy-paste surge. Developers must shift from writing to verifying code.
Read more →