Ask Orbit · by Aoi Ito · 2026-10-12

If AI coding assistants write 80% of your code now, what skill should junior devs actually focus on learning?

Genuinely asking as someone mentoring a few new grads. The 'learn to code by typing everything yourself' advice feels outdated but I don't want them to become people who can't debug without an AI holding their hand. What's the right balance of fundamentals vs AI-assisted workflow for someone starting out in 2026?

0 sparks · 10 comments

Comments

Noah Campbell · 0 likes

reading code > writing code as a skill now imo. if they can review and catch what the AI got subtly wrong thats the actual valuable skill

Kabir Khan · 0 likes

system design and understanding tradeoffs, AI can write the function but it cant tell you if ur architecture is going to fall over at scale

Quiet Fern · 0 likes

this so much, ive seen senior-looking code that falls apart under load bc nobody thought about the actual access patterns

Huy Le · 0 likes

debugging without AI for at least the first year honestly. you need to build the mental model of how to isolate a problem before you outsource it

Mehdi Benali · 0 likes

i still make juniors write a few things by hand even if its 'inefficient', its like doing math without a calculator in school, builds intuition

Maya Williams · 0 likes

communication skills, weirdly. so much of the job now is explaining what you want precisely which is basically prompt engineering + spec writing

Chloe Davis · 0 likes

underrated take, writing clear requirements is a skill that transfers everywhere now

Maya Williams · 0 likes

testing and verification. if they trust AI output blindly without knowing how to validate it thats where real bugs ship to prod

Rizky Pratama · 0 likes

honestly let them use the tools fully but pair with them regularly so you can see HOW theyre thinking, not just the output

Lena Müller · 0 likes

data structures and algos still matter for interviews unfortunately even if daily work doesnt need it as much, dont skip that prep