When AI writes code fast, what should a new engineer learn?
A software engineer who is 9 months into a first job is unsure how to grow in a workplace that depends heavily on AI. The company uses Claude for much of the development process, and some senior engineers run several Claude sessions at once to create plans, write code, generate tests, and review code changes.
A normal can now be: understand the , think through the design, ask Claude for a detailed plan, let Claude or related implement most of it, then review, test, and refine the result. The work is going well, feedback is positive, and important tasks are being assigned.
The concern is that AI now makes many tasks much faster, leaving little time for deep technical problem-solving. Continuing this way for years could produce someone who completes work successfully but has not built enough independent engineering skill.
Key points
- A new engineer is questioning how to grow in an AI-heavy software workplace.
- Claude is used for planning, coding, test writing, and reviewing code changes.
- Some senior engineers run multiple Claude sessions at the same time.
- AI helps finish tasks faster, but reduces time spent on deep technical problem-solving.
- The main worry is becoming productive without building strong independent engineering skill.