What Should You Ask AI Before Letting It Fix a Bug?
A practical copy-paste prompt for slowing AI down before it changes bug-fix code.
Learner Programmer Notes
Notes for people learning to code with AI, covering basic web development, debugging habits, code structure, and safer ways to build.
When Should You Stop Debugging a Vibe Coded Feature and Rebuild It?
How to decide when a vibe coded feature needs one more fix and when it needs a smaller rebuild.
What Are AI Coding Tools Actually Good For?
AI coding tools are useful for small, reviewable code work, but they still need clear goals, fresh context, testing, and human judgement before anything ships.
What Should Non-Programmers Build First With Vibe Coding?
A practical first-project guide for non-programmers using vibe coding: start small, private, testable, and low-risk.
What Are the Best Vibe Coding Tools for Non-Developers?
The best vibe coding tool for non-developers depends on the job: planning, prototyping, editing real code, or safely launching something public.
Make the Bug Smaller Before You Ask AI to Fix It
Before handing a bug to AI, shrink the problem first. A smaller repro saves tokens, reduces bad fixes, and makes debugging less messy.
Vibe Coding Tips for Non-Programmers
Vibe coding can help non-programmers build useful first versions, but only with small changes, testing, clear prompts, and sensible guardrails.
Why You Should Build Your Own GPT Instead of Repeating Yourself Forever
Stop retyping the same ChatGPT setup prompt. Custom GPTs turn repeated instructions, style rules, and project context into reusable workflows for real work.
The Safer AI Coding Workflow I’m Using to Build EVE Profit Routes
A practical AI coding workflow for solo builders: give the assistant the latest real code, ask for focused full-file patches, test the app yourself, then commit only what…