MLflow System Requirements (CPU, RAM, Disk)

MLflow is the open source AI engineering platform designed for teams building with agents, LLMs, and ML models. It provides a comprehensive suite of tools for debugging complex agent workflows, evaluating model performance across multiple providers including OpenAI, Anthropic, Google, and open-source models like Llama and DeepSeek, monitoring production deployments with tracing and drift detection, and optimizing prompts through systematic experimentation. With over 27,000 GitHub stars, MLflow supports the full AI development lifecycle from experimentation to production. Key features include AI Gateway for unified API access, Prompt Engineering Studio for iterative prompt development, Tracing for end-to-end workflow visualization, Model Registry for version management, and Evaluation framework for comparing models and prompts across metrics. MLflow integrates with popular frameworks like LangChain, LlamaIndex, and OpenAI Agents SDK, making it the standard platform for teams serious about AI quality and reliability.