Using AI Effectively in Software Development
Use AI as a capable assistant across the software lifecycle: ask focused questions, provide useful context, and verify every change against the codebase.
Practical insight for thoughtful AI assisted development
Guides for using AI effectively and responsibly in real software engineering work.
When Not to Use AI for Coding
Responsible AI use includes knowing when to stop prompting, gather evidence, consult trusted documentation, or make a decision yourself.
AI-Assisted Development Workflows for Junior Developers
Turn a feature request into small verified steps, use AI to explore the codebase, and keep enough context to explain and maintain your work.