SMRTR ProgrammingDec 27, 2025Daily.dev

Building a Local-First RAG Engine for AI Coding Assistants

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Niraj Kumar developed a local-first Retrieval-Augmented Generation (RAG) engine designed to enhance AI coding assistants by keeping data processing entirely on users' devices rather than sending code to external servers. This approach addresses privacy concerns while allowing AI models to access and reference local codebases for more contextually relevant programming assistance. The system enables developers to maintain full control over their proprietary code while still benefiting from AI-powered coding suggestions and documentation retrieval.

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