Junior engineers build core skills through AI-assisted coding
What happened
On October 7, Hacker News featured a Criteo junior engineer's practice of training his own skills while using AI agents. He avoided handing learning to the AI by asking follow-up questions, reviewing code, occasionally writing code by hand, and consulting senior colleagues, and he wrote understanding checks, referencing existing code, and confirming before changes into skill.md. He stressed explaining design tradeoffs himself, understanding architecture and algorithms, and raising team collaboration questions on his own. As his skills grew, his use of the skill file fell from every agent session to less than once a day, and he was nominated for promotion earlier than planned.
Written by AI from the coverage · updated 42 minutes ago
Coverage
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- Hacker News front pageForever Junior: The Skills AI Can't Develop for You
Criteo 一名初级工程师通过追问、代码审查、偶尔手写代码和向资深同事请教,在使用 AI 智能体时持续训练自身能力。他将理解检查、参照已有代码和修改前确认写入 skill.md,并强调亲自解释设计取舍、理解架构与算法,以及自主提出团队协作问题。随着自身能力增长,他调用技能文件的频率从每次使用智能体降至每天不到一次,并比计划更早获得晋升提名。
Heat over time
Not enough continuous observations to draw a trend yet.