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.
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.
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 tools, but only if they keep the work small, test properly, and don’t let AI run the project blind.
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.
Stop retyping the same ChatGPT setup prompt. Custom GPTs turn repeated instructions, style rules, and project context into reusable workflows for real work.
Vibe coding works best when you stay in charge: give AI fresh files, ask for small changes, test everything, and keep product judgement human.
A practical guide to prompting ChatGPT, Claude, and other LLMs for coding, debugging, writing, and small web projects without losing control of your workflow.
A practical look at AI in 2026, from open models and coding agents to AGI timelines and what it means for people building with AI tools.
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…
Bolt.new is fast and useful for turning app ideas into prototypes, but a working preview isn’t the same as a production-ready app.