Comprehensive 파이프라인 오케스트레이션 Tools for Every Need

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파이프라인 오케스트레이션

  • Kaizen is an open-source AI agent framework that orchestrates LLM-driven workflows, integrates custom tools, and automates complex tasks.
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    What is Kaizen?
    Kaizen is an advanced AI agent framework designed to simplify creation and management of autonomous LLM-driven agents. It provides a modular architecture for defining multi-step workflows, integrating external tools via APIs, and storing context in memory buffers to maintain stateful conversations. Kaizen's pipeline builder enables chaining prompts, executing code, and querying databases within a single orchestrated run. Built-in logging and monitoring dashboards offer real-time insights into agent performance and resource usage. Developers can deploy agents on cloud or on-premise environments with autoscaling support. By abstracting LLM interactions and operational concerns, Kaizen empowers teams to rapidly prototype, test, and scale AI-driven automation across domains like customer support, research, and DevOps.
  • Co-Sight is an open-source AI framework offering real-time video analytics for object detection, tracking, and distributed inference.
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    What is Co-Sight?
    Co-Sight is an open-source AI framework that simplifies development and deployment of real-time video analytics solutions. It provides modules for video data ingestion, preprocessing, model training, and distributed inference on edge and cloud. With built-in support for object detection, classification, tracking, and pipeline orchestration, Co-Sight ensures low-latency processing and high throughput. Its modular design integrates with popular deep learning libraries and scales seamlessly using Kubernetes. Developers can define pipelines via YAML, deploy with Docker, and monitor performance through a web dashboard. Co-Sight empowers users to build advanced vision applications for smart city surveillance, intelligent transportation, and industrial quality inspection, reducing development time and operational complexity.
  • Dive is an open-source Python framework for building autonomous AI agents with pluggable tools and workflows.
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    What is Dive?
    Dive is a Python-based open-source framework designed for creating and running autonomous AI agents that can perform multi-step tasks with minimal manual intervention. By defining agent profiles in simple YAML configuration files, developers can specify APIs, tools, and memory modules for tasks such as data retrieval, analysis, and pipeline orchestration. Dive manages context, state, and prompt engineering, allowing flexible workflows with built-in error handling and logging. Its pluggable architecture supports a wide range of language models and retrieval systems, making it easy to assemble agents for customer service automation, content generation, and DevOps processes. The framework scales from prototype to production, offering CLI commands and API endpoints to integrate agents seamlessly into existing systems.
  • Open-source spec for defining, configuring, and orchestrating enterprise AI agents with standardized tools, workflows, and integrations.
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    What is Enterprise AI Agents Spec?
    Enterprise AI Agents Spec defines a comprehensive specification for enterprise-grade AI agents, including manifest schemas for agent identity, description, triggers, memory management, and supported tools. The framework includes JSON-based tool definition formats, pipeline and workflow orchestration guidelines, and versioning standards to ensure consistent deployments. It supports extensibility through custom tool registration, security and governance best practices, and integration with various runtimes. By following its open standard, teams can build, share, and maintain AI agents across multiple environments, promoting collaboration, scalability, and uniform development processes within large organizations.
  • GenAI Processors streamlines building generative AI pipelines with customizable data loading, processing, retrieval, and LLM orchestration modules.
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    What is GenAI Processors?
    GenAI Processors provides a library of reusable, configurable processors to build end-to-end generative AI workflows. Developers can ingest documents, break them into semantic chunks, generate embeddings, store and query vectors, apply retrieval strategies, and dynamically construct prompts for large language model calls. Its plug-and-play design allows easy extension of custom processing steps, seamless integration with Google Cloud services or external vector stores, and orchestration of complex RAG pipelines for tasks such as question answering, summarization, and knowledge retrieval.
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