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kumose is the official open-source repository organization for Kumo, serving as the core implementation carrier of the industrial-grade C++ development system in the AI era. It focuses on the production environment delivery and industrial transformation of C++ projects, providing developers with a mature, out-of-the-box industrial-grade C++ development infrastructure and engineering toolchain. It thoroughly addresses the industry pain points of fragmented infrastructure and high engineering delivery barriers in the C++ ecosystem, enabling more efficient and standardized industrial delivery of C++ projects from development to production environments.

As the C++ development operating system for the AI era, all of Kumo's core capabilities and industrial practices are released to the public through the kumose repository organization. This repository organization carries not only Kumo's core code but also production-validated methodologies and engineering solutions for industrial-grade C++ development. It empowers developers to complete the industrial transformation of C++ projects and rapidly acquire enterprise-grade production environment delivery capabilities.

Targeting the challenges of delivering C++ development from the lab to the production environment, as well as the cumbersome infrastructure and lack of engineering standards in traditional development models, kumose leverages Kumo's core capabilities to provide full-link support for the industrial transformation and production delivery of C++ projects:

1. Eliminate infrastructure fragmentation and achieve production-grade engineering standardization It offers a unified toolchain for dependency management, compilation and building, and deployment and operation. Through a standardized engineering system design, it resolves issues such as dependency conflicts, multi-environment adaptation, and complex compilation configurations in C++ development. This frees developers from infrastructure "plumbing work" and allows them to focus on the industrial transformation and business implementation of projects themselves.
2. Bridge the production delivery gap and enable seamless connection from lab to production environment It integrates enterprise-grade core capabilities including high-performance search, distributed scheduling, and columnar storage/computation, filling the gap in the full-link industrial closed loop of C++ projects from algorithm models and development testing to production deployment. Various C++ projects no longer need to build infrastructure from scratch; they can quickly complete industrial transformation and gain the ability to support 10-billion-level data volume and millisecond-level response in production environments.
3. Boost production-grade iteration efficiency and enable day-level development with second-level activation Relying on a standardized industrial-grade development foundation, it shortens the production-grade project iteration that originally required cross-department collaboration and weeks of effort to day-level development and second-level launch. This greatly improves the iteration efficiency of C++ production projects and adapts to the demand for rapid business delivery in production environments in the AI era.

Bearing Kumo's core capabilities, kumose is driven by two pillars—industrial-grade C++ engineering infrastructure and production-grade business capability delivery—to provide in-depth support for the industrial transformation and production environment delivery of C++ projects. All capabilities have been validated in production-grade project practice and can be directly reused:

It builds a production-ready engineering foundation for C++ projects, fundamentally addressing infrastructure issues in production environments:

• Unified dependency management: One-click integration of over 300 production-grade core C++ components covering high-performance RPC, storage engines, memory layout and other core production environment requirements. It eliminates the troubles of source code compilation and version conflicts, adapting to the dependency stability requirements of production environments.
• Engineering standardization implementation: Seamless CI/CD integration enables project management logic to transcend platform and environment limitations, achieving true "code as environment" and ensuring consistent deployment and standardized operation and maintenance in production environments.
• Top-tier infrastructure integration: In-depth integration of production-validated top open-source capabilities such as Arrow, Velox, Faiss and brpc, providing a unified data model and memory scheduling system. This allows the industrial transformation of C++ projects to directly align with enterprise-grade production infrastructure standards.

Targeting mainstream C++ production scenarios in the AI era, it provides production-ready business capabilities that can be directly launched, empowering projects to quickly complete industrial transformation and deploy to production:

• AI production scenario adaptation: It offers vector search, hybrid search, RAG and other capabilities supporting 10-billion-level traffic in production environments, enabling C++ projects to rapidly acquire production-grade retrieval and recommendation capabilities for the AI era.
• Production-grade rule-based development: Through standardized operator plug-inization and SQL/CTE business rule definition, it enables low-code development for complex sorting, strategy iteration and other requirements in production environments, adapting to the rapid iteration requirements of production environments.
• Full-link industrial closed loop: Realizes standardized and industrialized management of the entire production environment link from data model definition to distributed cluster scheduling, making the operation of C++ projects in production environments as precise, efficient and maintainable as an industrial assembly line.

As Kumo's official release repository organization, kumose is the code implementation carrier and production practice platform of Kumo's industrial-grade C++ development system. All capabilities have been validated in production-grade project practice, aiming to provide reusable production environment delivery solutions for C++ developers worldwide, promote the industrialization and standardization of the C++ ecosystem, and enable every C++ project to efficiently complete industrial transformation and easily deploy to production environments.

Built on the world-class open-source engineering achievements of Google, Meta, Microsoft and others, the project continues to evolve with original core architecture and strict compliance with open-source protocols. It always takes the delivery needs of production environments as the guide and continuously polishes the capabilities of industrial-grade C++ development and production environment delivery.

• kmdo The entry tool for Kumo
• kmpkg The C++ package manager for Kumo
• kmcmake Kumo's CMake wrapper for standardizing C++ projects
• kmpkgcore The core component registry for Kumo, serving as the repository carrier for kmpkg
• mirror The Kumo component release repository, used by kmdo to install released Kumo components