Metaflow
Build and manage real-life ML, AI, and data science projects with Metaflow.
Open-source Metaflow makes it quick and easy to build and manage real-life ML, AI, and data science projects. Explore with notebooks, develop with Metaflow, and test and debug locally. Results are stored and tracked automatically for easy analysis. Break out from the confines of a laptop or a single notebook. Scale out easily to the cloud, utilizing GPUs, multiple cores, and multiple instances in parallel. Metaflow organizes the work for easy collaboration on the way. Deploy experiments to production with a single click without changing anything in the code. Make flows react to updating data and other events automatically. Get started easily on a laptop. When you are ready to scale, deploy the Metaflow stack on your cloud account or on-premise Kubernetes cluster. Metaflow integrates seamlessly with your existing infrastructure, security, and data governance policies. To get a taste of Metaflow in the cloud, try Metaflow Sandbox in the browser. Deploy on EKS and S3, or AWS Batch & AWS Step Functions. Deploy on AKS and Azure Blob Storage. Deploy on GKE and Google Cloud Storage. For maximum flexibility, deploy on a custom Kubernetes cluster. Metaflow was originally developed at Netflix to address the needs of developers and data scientists who work on demanding real-life ML, AI, and data projects. Netflix open-sourced Metaflow in 2019. Today, Metaflow is used by hundreds of companies across industries, powering diverse projects from state-of-the-art GenAI and compute vision to business-oriented data science, statistics, and operations research. Create flows incrementally step-by-step with the new spin command Build agentic systems with the new recursive and conditional steps Compose flows with reusable custom decorators Use uv to manage dependencies, from dev to cloud Setup the full Metaflow stack on your laptop with one click Checkpoint long-running model training and other tasks with the new @checkpoint decorator Configure flows freely with the new Config object New APIs allow you to run and deploy Metaflow in notebooks and scripts Learn about various patterns of scalable compute with Metaflow. Train and fine-tune large language models and other generative AI models on AWS Trainium. Build observable ML/AI systems with cards that update in real-time. Install dependencies from PyPI as well as Conda in your Metaflow steps. Connect to external services securely using the new @secrets decorator. Metaflow 2.9 allows you to trigger workflows based on real-time events. Apache Arrow and Metaflow.S3 make it easy to process data fast. Learn how to use Metaflow for demanding GPU tasks. Develop with Metaflow, deploy on your existing Apache Airflow servers. Deploy and operate Metaflow on GCP and all other m
V7 Labs
Automate complex work with V7 Go. Build specialized AI agents to analyze contracts, process claims, and review financial documents with auditable resu
A new framework for building AI agents. Using V7 Go to automate our diligence process led to a 35% productivity increase. The experience with V7 has been fantastic. Very customized level of support. V7 enables us to process complex documents at scale through an intuitive and powerful UI V7 Go enabled us to process financial statements 21x faster while also increasing accuracy by 54% . Using V7 Go to automate our diligence process led to a 35% productivity increase. The experience with V7 has been fantastic. Very customized level of support. V7 enables us to process complex documents at scale through an intuitive and powerful UI V7 Go enabled us to process financial statements 21x faster while also increasing accuracy by 54% . Input files, pick agent, or let Concierge pick one for you An AI generated table starts building Configure each step in further properties Iterate and improve your agent as you like Zoom in on doc level and iterate any detail Automate document-heavy workflows with unmatched precision—cut manual workload, scale operations, and unlock faster reviews with cleaner outputs and measurable ROI. AI Financial Planning Analysis Automation Agent AI agent for Legal Bill Auditors AI agent for Real Estate Development Managers ROI on human hours saved by our top customers Automate document-heavy workflows with unmatched precision—cut manual workload, scale operations, and unlock faster reviews with cleaner outputs and measurable ROI. AI Financial Planning Analysis Automation Agent AI agent for Legal Bill Auditors AI agent for Real Estate Development Managers ROI on human hours saved by our top customers Automate complex workflows across all your tools—seamlessly connecting data, actions, and systems through AI-powered orchestration. Supported actions, already understood by our AI Custom integrations supporting your AI product Automate complex workflows across all your tools—seamlessly connecting data, actions, and systems through AI-powered orchestration. Supported actions, already understood by our AI Custom integrations supporting your AI product Centralize every document, dataset, and insight—giving your teams and AI agents a single source of truth for faster, more accurate decisions. Proprietary indexing data points for deep industry knowledge Data points supported per knowledge hub Centralize every document, dataset, and insight—giving your teams and AI agents a single source of truth for faster, more accurate decisions. Proprietary indexing data points for deep industry knowledge Data points supported per knowledge hub Create polished, client-ready documents in seconds—automatically formatted, structured, and tailored to your workflows. The document summarizes Acorn’s current performance and activity trends. Growth remains steady, supported by new client inflows and improved operational metrics. Global Strategy Roadmap 2026–2028 Global Strategy Roadmap 2026–2028 Documents with AI and manual
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