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Alternatives to Ray Serve

MLflow
MLflowMLflow is the largest open source AI engineering platform. Debug, evaluate, monitor, and deploy AI agents, LLMs, and ML models with 30M+ monthly downloads.
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Milvus AI Vector DB
Milvus AI Vector DBMilvus is an open-source vector database built for GenAI applications. Perform high-speed similarity searches and scale to tens of billions of vectors with minimal performance loss.
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OmniParser
OmniParserOmniParser by Microsoft is an open-source tool that parses UI screenshots into structured elements, enabling accurate vision-based GUI automation agents powered by GPT-4V and other VLMs.
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Ray AI Framework
Ray AI FrameworkRay is an open source Python-native framework for scaling and orchestrating distributed AI, ML, and GenAI workloads across CPUs and GPUs at any scale.
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Qdrant
QdrantQdrant is a high-performance, open-source vector search engine and database written in Rust. Build production-ready RAG pipelines, recommendation systems, and semantic search at scale.
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Quivr
QuivrQuivr is an opinionated open-source RAG framework supporting any LLM (GPT-4, Groq, Llama) and vectorstore (PGVector, Faiss). Build AI-powered apps faster without reinventing retrieval pipelines.
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StarCoder AI
StarCoder AIStarCoder AI provides open-source large language models for code generation, trained on 600+ programming languages and trillions of tokens from The Stack v2.
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Argilla Data Platform
Argilla Data PlatformArgilla is an open-source platform where AI engineers and domain experts collaborate to build high-quality datasets for LLM fine-tuning, RLHF, and NLP model evaluation.
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Windmill AI Workflow
Windmill AI WorkflowWindmill is an open-source, self-hostable workflow orchestration platform for developers. Build internal tools, data pipelines, and automation workflows in 20+ languages with AI assistance, Git collaboration, and enterprise-grade security.
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Metaflow
MetaflowBuild and manage real-life ML, AI, and data science projects with Metaflow. Open-source framework with versioning, orchestration, and cloud-scale compute originally built at Netflix.
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