Working with AI
How to Use Claude Code for Requirements Definition: Practical Steps and Where to Draw the Line
AI is only fast at the middle 60% — code generation after specs are locked. Learn the practical workflow for feeding requirements to Claude Code and knowing which decisions must stay with you.
Working with AI
Claude Code Update Management: Operation Design That Won't Break with Team Adoption
When teams adopt Claude Code, update management is the first thing to break. A practical guide to preventing version drift, designing verification flows, and building rollback-ready operations.
Working with AI
How Much Does Codex Cost Per Month? Cost Estimates by Usage Level and How to Choose
We break down Codex's pricing structure along two axes—ChatGPT subscription auth and API key auth—and estimate costs from solo development to team adoption by usage frequency. We also cover how to prevent unexpected billing spikes, based on real experience.