What Is an AI Code Assistant?
A plain-English guide to AI code assistants: what they help with, where they get risky, and how solo builders can use them safely.
practical AI
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?
A practical way for non-developers to choose vibe coding tools by job: planning, prototyping, code changes, and deployment.
How Do You Judge Which AI Assistant Is Most Accurate?
A practical way to compare AI assistant accuracy using your own prompts, expected answers, failure cases, and human review.
What Is Bolt.new Actually Good For?
Bolt.new is useful for quick app prototypes and interface exploration, but a working preview still needs review before it becomes real software.
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 tools, but only if they keep the work small, test properly, and don’t let AI run the project blind.
The Token Tax of New Tech
AI-assisted development adds a new cost to tech choices: how much context, correction, and retrying your stack needs before it works.
I Plugged My HTML Promo Video Template Into My WordPress Social Desk
I added my HTML promo video template to a WordPress plugin, so each article can generate social drafts and reusable video HTML from one place.