Developer says forced AI use is draining coding work

An experienced developer says AI use has been pushed harder at their company over the past year. They say someone messaged them because their Claude token usage was not high enough. They also say a senior developer used AI heavily during a codebase rewrite, but often could not answer questions about the architecture or flow.

Key points

  • The writer says their company is pushing engineers to use AI more.
  • They say someone checked why their Claude token usage was not high enough.
  • Their team is moving a codebase from version 1.0 to 2.0.
  • They claim a senior developer used AI heavily but could not explain the architecture or flow well.
  • They say custom skills still need handholding and manual intervention after months of work.

Quick term guide

token usage
Token usage is a count of how much text an AI tool processes.
codebase
The full set of files and code that make an app or product work.
Architecture
The overall structure and organization of a software project.
Solo developer
An individual who handles all parts of creating a project or product alone.
developers
Developers are people who build software, apps, or websites.
signal
Signal means the phone or network connection your device uses to communicate.
engine
The core software that provides the basic functions for a game to run.
custom skill
A saved configuration in Replit that tells its AI assistant how to behave or which AI service to use.
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