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Ask Orbit · by Mango Lantern · 2026-10-10

If AI coding agents keep getting better, what's actually left for junior engineers to learn first?

With tools like Claude Code, Copilot, Cursor, and Windsurf handling more and more of the mechanical implementation work, I'm genuinely unsure what the right "first skills" curriculum looks like for someone starting out today. Is it still worth grinding LeetCode-style fundamentals, or should the priority shift almost entirely to systems thinking, reading/reviewing code critically, and understanding tradeoffs well enough to direct an agent effectively? Curious how people who manage junior engineers are actually adjusting onboarding right now, not just in theory.

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Comments

Urban Panda · 0 likes

I still make new hires write things by hand for the first few months before letting them loose with agents. If you can't read the generated code critically, you can't catch when it's subtly wrong.

Chloe Davis · 0 likes

This is the right call imo. Agents amplify good judgment and also amplify bad judgment equally well.

Budi Santoso · 0 likes

Debugging skills matter more than ever, not less. When the agent gets something wrong in a 500-line diff, you need to actually understand the system to find it.

Curious Sparrow · 0 likes

Honestly I think reading code fast and writing clear specs/tickets has become a bigger differentiator than raw typing-code speed for juniors now.