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Context-Fabric evolves corpus analysis for the AI era, building on the robust Text-Fabric data model with a new memory-mapped architecture. This design enables true parallel processing for high-performance production deployments, including REST APIs, multi-worker services, and direct integration with AI agents via its Model Context Protocol (MCP) server. It offers significant improvements in load times and memory efficiency compared to its predecessor, making advanced textual data exploration scalable and ready for modern AI workflows.