Tax, accounting, and operational guides for Germany

Practical articles for self-employed people, founders, and small teams building cleaner accounting and tax routines in Germany.

Latest articleGeneral

AI Agent Memory: What Counts as Learning?

AI agent memory can record corrections without proving improvement. Norman examines confirmation, reuse and evaluation, with clear limits on each claim.

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Data & ResearchAll analyses

Recurring, citable analyses of self-employment, based on anonymized, aggregated data from thousands of self-employed people in Germany. The methodology documents how the numbers are produced.

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