Measuring Engineering Output Beyond Raw Code Generation and Token Quotas
Measuring engineering productivity has become significantly more contentious as enterprise engineering teams push deeper into...
ai coding
Breaking Down Job Boundaries: The Reality Behind Coding Requirements in DBA Job Postings
The rapid collapse of job boundaries is easily one of the most frustrating shifts happening...
Non-Specialist Vibe Coding Delusions and the Systematic Underestimation of Engineering Complexity
Enterprise AI adoption is hitting what I’d call an “expansion phase,” where the line between...
AI Ecosystem Reversed Core Key Personnel (Top-down/Bottom-up)
Over the past couple of decades in this industry, I’ve watched a pretty consistent divide...
[Bastion-RAG 0] Get help from AI (Architecture Design)
This is the first real build post in the series, so it starts with the...
10 Technical Reports for Token Consumption and Cost Optimization in Claude Code and Gemini CLI Environments
Terminal-based AI agents like Claude Code and Gemini Cli drastically boost our productivity by analyzing...
AI Documentation Strategies for Modern Software Engineering (Project 1 – Step 5)
By the time a project reaches Project 1 – Step 5, the code works and...
Is it over now? No, it’s just beginning. – AI Coding Enhancement (Project 1 – Step 4)
AI coding tools speed up development, but production-ready code takes more than generated functions. At...
AI Contents Debugging Caused by Perspective Gaps Between Me and AI (Project 1 – Step 3)
For instance, you might get results that are entirely different from what you intended, and...
What is Vibe Coding? What is it and how does AI implement code? (Project 1 – Step 2)
What is Vibe Coding? Vibe Coding refers to an interactive development method where, without professional...