AI engineering

Bridge SQL and Python with BigQuery using %%bqsql Magic

This article shows how to seamlessly chain SQL and Python in a single notebook using BigQuery DataFrames' %%bqsql magic, eliminating the need to manually move data between environments. It's a practical guide for building hybrid pipelines that leverage SQL for heavy transformations and Python for visualization, all without leaving your notebook.

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CLaRa: Bridging Retrieval and Generation with Continuous Latent Reasoning

CLaRa introduces continuous latent reasoning for retrieval-augmented generation, unifying compression and generation with end-to-end optimization. It achieves state-of-the-art performance at 16x compression, offering a more efficient alternative to standard RAG by aligning retrieval relevance with answer quality.

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