The Workstation Blog
Python
Posts tagged Python.
Polyglot Benchmarks: Choosing the Right Tool for the Right Job
Stop default-stack bias. Polyglot Benchmarks compares njs, Lua, Python, Go, Rust, Bun, Java, and Kotlin on the same workloads — reproducible harness + live dashboard for architecture decisions.
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Building a VAT Return System with Claude Code from Your Invoices and Expenses Database
Quarterly UK VAT returns used to mean a spreadsheet, a coffee, and a small leap of faith. This blog walks through the version I now run with Claude Code: read the invoices and expenses DB, classify each line by VAT treatment, compute Box 1 to 9 with pure-Python maths, dry-run a PDF, then submit to HMRC MTD. Always with a human signing off.
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