ByteBrief
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A financial data server running a 31-million-row DuckDB database logged 46,131 LLM-generated SQL queries over six months. The system uses a 674-line markdown document with 23 SQL patterns as context, achieving zero timeouts and a 98.1% adoption rate for the LIMIT pattern to prevent runaway scans.
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