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.
Modern tools. Old-stack common sense.
Practical guides, notes, and lessons on AI-assisted development, AI coding tools, and building useful web tools with AI.
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.
A practical first-project guide for non-programmers using vibe coding: start small, private, testable, and low-risk.
The best vibe coding tool for non-developers depends on the job: planning, prototyping, editing real code, or safely launching something public.
A practical way to compare AI assistant accuracy using your own prompts, expected answers, failure cases, and human review.
What is Bolt.new, and what is it actually good for? A practical explainer covering prototypes, app ideas, limits, review, and where the tool fits.
A practical SaaS pre-shipping checklist for checking product flow, security, billing, onboarding, jobs, emails, support, and launch-readiness before real users arrive. Also covers using a Markdown guardrails file…
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 can help non-programmers build useful first versions, but only with small changes, testing, clear prompts, and sensible guardrails.
AI-assisted development adds a new cost to tech choices: how much context, correction, and retrying your stack needs before it works.
Codex makes old-school web development feel fresh again by helping with real code, small fixes, repo context, and practical solo builder workflows.