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Development and documentation use automation, including AI assistance. Executable examples, edge-case tests, browser checks and build audits help detect mistakes. These checks do not replace independent professional review. Each tool publishes its method, assumptions, example, sources and content update date so visitors can assess whether it fits their question. Updates to explanations do not imply that a government changed a rule on that date; regional rule sources carry their own checked dates and tax years.
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