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Expert insights on programming, AI development, coding interviews, and career growth.
Vibe coding looks like magic until minute 41. Here's what actually happens after the demo, and the four skills that get a non-coder to a live app.
AI-generated code fails in repeatable patterns. Learn the seven classic bug shapes, from off-by-zero boundaries to swallowed errors, with runnable examples.
A student-friendly comparison of GitHub Copilot, Cursor, and Claude Code: the three interaction models, real differences, and the skills that transfer.
Why AI assistants invent functions, parameters, and whole packages that do not exist, the four flavors of code hallucination, and a workflow to catch them.
A practical 7-step checklist for reviewing AI-generated code: read the shape first, catch spec drift and scope creep, and verify before you trust.
Prompt engineering isn't magic phrases, it's giving a model the context a human collaborator would need. The mental model, the techniques, where they break.
