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    Outerbounds Blog

    outerbounds.com · Company blog · on HN since 2022

    Blog of Outerbounds, the company behind the Metaflow Python framework, covering ML infrastructure, data loading, LLMs and documentation.

    Visit blogHN submissions
    AI & Machine LearningDevOps & CloudData & Visualization
    What HN says

    HN links it for ML infrastructure and LLM posts, including a sentiment analysis of HN posts; the company also posts hiring threads.

    Stats for nerds
    15HN people shared it
    29linked in comments
    238story points
    Jul 2025last shared
    2023people per year2025

    Top posts on HN

    1. 1
      LLM-based sentiment analysis of Hacker News posts between Jan 2020 and June 2023
      2 people · 136 points · first shared 2024 · 72 comments on HN
    2. 2
      Optimized Autonomous Inference
      3 people · 16 points · first shared 2025 · Discussion on HN
    3. 3
      Integrating Pythonic visual reports into ML pipelines
      2 people · 13 points · first shared 2022 · Discussion on HN
    4. 4
      Agentic Metaflow
      1 person · 11 points · first shared 2025 · Discussion on HN
    5. 5
      Show HN: Learn ML and AI infrastructure in the browser
      1 person · 8 points · first shared 2023 · Discussion on HN
    6. 6
      Netflix Notebook Innovation For All: Notebooks in Production with Metaflow
      1 person · 6 points · first shared 2022 · 1 comments on HN
    7. 7
      Fast Data: Loading Tables from S3 at Lightning Speed
      3 people · 5 points · first shared 2023 · Discussion on HN
    8. 8
      Testable Technical Documentation with Notebooks, Nbdev, and Docusaurus
      2 people · 5 points · first shared 2022 · Discussion on HN
    9. 9
      Fireside Chat with Jeremy Howard: Making Large Language Models Uncool Again
      1 person · 5 points · first shared 2023 · Discussion on HN
    10. 10
      The Many Ways to Deploy a Model
      1 person · 5 points · first shared 2024 · Discussion on HN

    What HN people wrote when they linked it

    • vtuulosMar 2023

      Outerbounds | Systems / Full-Stack engineer | SF / Remote | Full-time

      Outerbounds commercializes Metaflow, a widely used open-source Python framework that makes infrastructure easily accessible for machine learning/data science projects. Metaflow was originally started by us at Netflix and it is now used by hundreds of companies across industries.

      We care a lot about thoughtful design, overall product experience, and quality of code. We are looking for backend/full-stack/systems engineers who are experienced in at least one of the following areas: Delightful API design, deep Python experience, distributed systems, Kubernetes, or low-level systems programming.

      - Outerbounds: https://outerbounds.com

      - Metaflow: https://docs.metaflow.org

      - More about us here: https://outerbounds.com/workwithus

      - Join our Slack to see the project in action: http://slack.outerbounds.co

      - Email: workwithus@outerbounds.co

    • savin-goyalFeb 2023

      Outerbounds | Systems dev | SF / Remote | Full-time
      Outerbounds was founded recently to commercialize Metaflow, an open-source Python framework that makes infrastructure easily accessible for machine learning/data science projects. Metaflow was originally started by us at Netflix and it is now used by hundreds of companies across industries.

      We care a lot about thoughtful design, overall product experience, and quality of code. We are looking for backend/systems engineers who are experienced in at least one of the following areas: Delightful API design, deep Python experience, distributed systems, or low-level systems programming.

      - Metaflow: https://docs.metaflow.org

      - More about us here: https://outerbounds.com/workwithus

      - Join our Slack to see the project in action: http://slack.outerbounds.co

      - Email: workwithus@outerbounds.co

    • wofoApr 2025

      I've been pretty disappointed with eStargz performance, though... Do you have any numbers you can share? All over the internet people refer to numbers from 10 years ago, from workloads that don't seem realistic at all. In my experiments it didn't provide a significant enough speedup.

      (I ended up developing an alternative pull mechanism, which is described in https://outerbounds.com/blog/faster-cloud-compute though note that the article is a bit light on the technical details)

    • vibecodemasterJul 2025

      There's actually a lot of companies using Metaflow, big and small: https://outerbounds.com/stories

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