feat: add LLM SQL query assistant and dataset sampler
- ask.py: Python script to query Base dos Dados via natural language using Gemini, generates and executes DuckDB SQL from Portuguese questions - ask/ (Rust): CLI companion for the SQL query assistant with system prompt - sample_datasets.py: samples parquet files from S3 into a local DuckDB for exploration - sample_datasets/ (Rust): CLI for dataset sampling - context/: LLM context bundle (schemas, join keys, file tree) for query generation
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