I tested structured prompts (bullet points, sections) against conversational prompts (paragraphs, questions) for the same coding task. The results were consistent. Here is what to use. Which prompt style produces better code? Structured prompts produce better code for complex tasks. Bullet points, sections, and numbered lists help the AI parse your requirements. For simple tasks,…

Devin was hyped as the first autonomous AI software engineer. I tested it on a real project. The results were mixed. Here is the honest assessment. Does Devin actually work autonomously? For well-defined tasks, yes. I gave Devin a spec for a data processing script and it built it without intervention. For open-ended tasks, Devin…

Aider is the open-source terminal AI coding tool that gives you Claude Code-like functionality without the subscription. I used it for 2 weeks to see if it is a viable free alternative. Is Aider as good as Claude Code? For simple tasks, yes. Aider handles single-file generation and simple refactoring well. The map of the…

Zed is the new contender in the AI editor space. I used it for 2 weeks to compare with Cursor. Here is where Zed excels and where it falls short. What does Zed AI do better than Cursor? Speed. Zed is noticeably faster — it starts up in under a second and the AI completions…

I ran Codex CLI on the same five projects I used for Claude Code. It wins on first-draft speed. It loses the moment you need to iterate on what it wrote.

Five AI-built Stripe integrations, one pattern: Checkout for simple payments, Elements when you need control. Boring on purpose, and it passes review.

The AI reaches for basic auth when the app needs OAuth. I name the pattern in the prompt, Supabase with Google or JWT, before it writes a line.

The schema it designs is usually fine. The queries are where it hurts: no index, no limit, a join over the whole table. My review order for both.

I built three internal tools for three businesses. Low stakes, clear requirements, no polish needed – so the AI ships them faster than client apps.

I start with a spec file, not a prompt: endpoints, status codes, rate limits. Claude Code fills it in and the service survives a client review.

Bolt.new got a three-page landing page to a live URL in 90 minutes. Cursor still wins once you start iterating. Here is the split I use for each stage.

The AI assumes clean input every time, so validation tests catch the most bugs per minute. Manual checks go where it guesses at your business rules.