AI Anonymous · from JAB Systems — October 20, 2026 Let AI draft the query. Check the math. Fictional nine-row CSV; two human-authored SQL queries. No AI/API calls. Tested on Windows, Python 3.13.15 and duckdb 1.5.6. Prerequisite: Python installed and callable as python in PowerShell. Extract to a new folder. Read all files, especially check-the-math.py and both SQL files, before execution. From the extracted folder: python -m venv .venv .\.venv\Scripts\python.exe -m pip install "duckdb==1.5.6" .\.venv\Scripts\python.exe .\check-the-math.py The runner resolves its CSV/SQL relative to itself and uses an in-memory connection. It reads the two supplied SQL files and prints JSON, checks the result using independent CSV/Decimal arithmetic, and checks the CSV hash. Expected paid October totals: Studio 3 orders/600.00; Workshop 2/300.00. Intentionally wrong missing-status-filter totals: Studio 4/1100.00; Workshop 3/700.00. The wrong query is valid SQL but answers another question. The prompt file is optional and untested with a model. Never automatically execute model output or replace these reviewed SQL files with arbitrary SQL. A venv separates dependencies; it is not a sandbox. DuckDB can access files, networks and extensions. Installation requires network. No security/privacy audit or model/performance test is claimed. Input is deliberately tiny, complete, single-currency, unique-order, ISO-date fictional data with no nulls. Real exports require separate checks for missing amounts, duplicates, mixed currencies, refunds, partial payments, date semantics and allowed statuses. Guide: https://jabsystems.io/ai-anonymous/duckdb-check-the-math