A working WordPress demo: trace a form submission into a private admin inbox, test invalid requests, and verify the stored result.
I build small web tools and share practical notes on data cleanup, debugging, and reliable interfaces.
I make small, practical tools for messy data and everyday web tasks. Here I share working examples, debugging notes, and the choices behind them. My current projects include a browser-based product CSV cleaner and reproducible code-review examples.
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