Reading an API Response Schema Without Writing Code
Modern tools now let non-engineers understand API structures without writing code.
Céleste Okafor
Section
Reading Code
9 stories in Reading Code.
Recognizing Configuration Files and What They Control
Plain-text files that quietly control how software behaves.
Céleste Okafor
Directory and File Naming Conventions in Software Projects
Consistent naming saves developers hours each week by making files instantly recognizable.
Marcus Tan
Understanding Code Comments and Inline Documentation
Good documentation tells AI why code works, not just what it does.
Marcus Tan
Understanding Monorepo Structure for Non-Engineers
A monorepo unifies shared infrastructure while keeping projects independently deployable and owned.
Marcus Tan
Identifying Dead Code and Deprecated Features in a Repository
Five types of dead code each need different detection methods to surface and remove safely.
Céleste Okafor
Tracing a Feature Flag Through a Codebase
Finding every place a feature flag hides in your codebase.
Céleste Okafor
Using Natural Language Search to Query a Large Codebase
Semantic and structural search close the vocabulary gap between developers and large codebases.
Marcus Tan
Reading a Stack Trace as a Non-Engineer
Learn what each part of a stack trace reveals so you can file better bug reports.
Céleste Okafor