KoutenDB Proposes a New Database Model Built Around Context, Not Queries

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KoutenDB is an experimental database designed to solve a problem common in modern applications: the starting point of a query is known, but the full scope of relevant context is not. Unlike traditional databases that require applications to reconstruct related data through joins, graph traversals, or multiple lookups, KoutenDB stores records with coordinate-like identifiers called rings that preserve data locality at write time. A second concept called a stellar lens allows multiple rings to be attached to a shared center point, enabling context to be read from different perspectives without duplicating the underlying data. For instance, an order record can simultaneously belong to a customer ring, a shop ring, and a product ring, with each view assembled on read without copying payloads. The project is positioned as an exploration into whether databases can retain application-known locality as a first-class retrieval primitive.

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