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 # Metaflow
 
-[Metaflow](https://metaflow.org) is a human-centric framework designed to help scientists and engineers **build and manage real-life AI and ML systems**. Serving teams of all sizes and scale, Metaflow streamlines the entire lifecycle, allowing rapid iteration from prototyping in notebooks to robust, maintainable production deployments — making it easier than ever to deliver robust systems.
+[Metaflow](https://metaflow.org) is a human-centric framework designed to help scientists and engineers **build and manage real-life AI and ML systems**. Serving teams of all sizes and scale, Metaflow streamlines the entire development lifecycle—from rapid prototyping in notebooks to reliable, maintainable production deployments—enabling teams to iterate quickly and deliver robust systems efficiently.
 
-Originally developed at [Netflix](https://netflixtechblog.com/open-sourcing-metaflow-a-human-centric-framework-for-data-science-fa72e04a5d9), Metaflow is designed to boost the productivity for research and engineering teams working on [a wide variety of projects](https://netflixtechblog.com/supporting-diverse-ml-systems-at-netflix-2d2e6b6d205d), from classical statistics to state-of-the-art deep learning and foundation models. Metaflow helps unify code, data, and compute at every stage, ensuring robust, end-to-end systems for real-world AI and ML.
+Originally developed at [Netflix](https://netflixtechblog.com/open-sourcing-metaflow-a-human-centric-framework-for-data-science-fa72e04a5d9), Metaflow is designed to boost the productivity for research and engineering teams working on [a wide variety of projects](https://netflixtechblog.com/supporting-diverse-ml-systems-at-netflix-2d2e6b6d205d), from classical statistics to state-of-the-art deep learning and foundation models. By unifying code, data, and compute at every stage, Metaflow ensures seamless, end-to-end management of real-world AI and ML systems.
 
-Today, Metaflow powers thousands of AI and ML experiences across a diverse array of companies, large and small, including Amazon, Doordash, Dyson, Goldman Sachs, Ramp, and [more](ADOPTERS.md). At Netflix, Metaflow supports over 3000 AI and ML systems, executing hundreds of millions of data-intensive, high-performance compute jobs and managing tens of petabytes of models and artifacts in it's datastore across hundreds of users within Netflix's AI, ML, data science, and engineering teams.
+Today, Metaflow powers thousands of AI and ML experiences across a diverse array of companies, large and small, including Amazon, Doordash, Dyson, Goldman Sachs, Ramp, and [many others](ADOPTERS.md). At Netflix alone, Metaflow supports over 3000 AI and ML projects, executes hundreds of millions of data-intensive high-performance compute jobs processing petabytes of data and manages tens of petabytes of models and artifacts for hundreds of users across its AI, ML, data science, and engineering teams.
 
 ## From prototype to production (and back)
 
@@ -56,7 +56,7 @@ configure Metaflow and the infrastructure behind it appropriately.
 
 
 ## Get in touch
-We'd love to hear from you. Join our community [Slack workspace]((http://slack.outerbounds.co/))!
+We'd love to hear from you. Join our community [Slack workspace](http://slack.outerbounds.co/)!
 
 ## Contributing
 We welcome contributions to Metaflow. Please see our [contribution guide](https://docs.metaflow.org/introduction/contributing-to-metaflow) for more details.