We asked 900+ recruiters across our hiring partner network: when a learner's GitHub or portfolio comes across your desk, what actually moves the needle? The pattern that emerged is uncomfortable for anyone who has spent 80 hours on a perfectly themed Next.js portfolio site.
No README? Skipped. README, but the install fails on a Mac? Skipped. Recruiters spend less than two minutes per portfolio. If your project doesn't boot, it didn't exist. Spend more time on README and Docker than on landing-page polish.
Most candidates ship zero tests. The ones who ship a tiny suite signal that they understand production. You don't need 90% coverage; you need three tests that demonstrate you know how. Most recruiters told us a single test file flips the candidate from "maybe" to "yes interview."
Hiring managers want to know how you debug. A short post titled "How I shaved 800ms off our cold start" or "The race condition I missed for two days" beats every certificate. It signals reflection — the rarest trait in junior candidates.
Three more clones of an e-commerce site. A custom 3D scroll-jacking landing page. Another todo app, even a beautiful one. None of these distinguish you, because everyone in your cohort built one too.
Full StackSix months ago we ripped out 14 REST endpoints. Here's the type-safety dividend, the cold-start gotcha, and the migration plan that didn't break a single learner login.
Data ScienceIf you can grok dot products, you can grok embeddings. Build a movie-recommender from scratch in 60 lines — no PyTorch, no TensorFlow, no jargon.
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