AI coding tools can still overwhelm solo makers

For a non-developer, can create quick early results but become hard to manage when a project needs steady changes. Cursor helped shape a small personal storage and organization app last October, but repeated feature and interface edits became too frustrating to continue. Gemini was more successful in February: it helped create an automated expense-reporting script in two weeks, and the result was published through Streamlit.

The harder part began in March, when Cursor, WindSail, Codex, and Claude were used together to build a personal app. , scripts, and became difficult to control. Codex also caused trouble when switching accounts and API quotas, and a month spent writing scripts to fix the workflow still did not solve it.

Changing providers made sidebar disappear, and attempts to fix it with a custom script and ccswitch failed. After switching APIs, CLI tools also stopped working properly, so Codex and Claude could not be used reliably.

Key points

  • Cursor produced a quick early design for a personal app, but ongoing edits became too hard to manage.
  • Gemini helped build an automated expense-reporting script in two weeks, which was published through Streamlit.
  • Using Cursor, WindSail, Codex, and Claude together made files, scripts, and feel overwhelming.
  • Codex account and API quota switching caused enough friction to consume a month of failed scripting work.
  • Provider switching broke sidebar , and API changes also disrupted CLI tools.
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