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Python: Store verifiable dependency description and build environment details as separate parts of a reproducible release contract

Store runtime dependencies in [project.dependencies] and build requirements in [build-system.requires] of pyproject.toml, then pin exact versions with sha256 hashes in a separate requirements file to create a byte-level verifiable release contract.

Python / pyproject.toml / dependencies / reproducibility / pip / hash-checking / build-system / release-contract

Choosing RAG Chunk Boundaries and Overlap to Preserve Section Context

This article explains how to choose effective chunk boundaries and overlap in retrieval-augmented generation (RAG) systems, comparing fixed-size and document-aware strategies. Using a hypothetical support note example, it demonstrates the risks of splitting across semantic units and shows how metadata and overlap can preserve context. The guidance is based on Microsoft Azure documentation for chunking in vector search and RAG workflows.

RAG / chunking / Azure AI Search / information retrieval / document processing