SQL Generation Articles

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2/10/2026 • EN

Structured Context Engineering for File-Native Agentic Systems

A research paper analyzes LLM performance on SQL generation tasks using different structured data formats and large schemas, comparing frontier and open-source models.

Agentic Systems Context Engineering llm SQL Generation Structured Data

Simon Willison

2/10/2026 • EN

Structured Context Engineering for File-Native Agentic Systems

Research paper analyzes LLM performance on large SQL schemas, comparing 11 models across 4 data formats for structured context engineering in agentic systems.

Agentic Systems Context Engineering llm SQL Generation Structured Data

Simon Willison

3/18/2025 • EN

Enhancing Text-to-SQL With Synthetic Summaries

Explains a technique using AI-generated summaries of SQL queries to improve the accuracy of text-to-SQL systems with LLMs.

llm Retrieval Augmented Generation SQL Generation Synthetic Data Text To SQL

Saeed Esmaili

SQL Generation Articles

Structured Context Engineering for File-Native Agentic Systems

Structured Context Engineering for File-Native Agentic Systems

Enhancing Text-to-SQL With Synthetic Summaries

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