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ZenML Labs Blog

Company blog · zenml.io/blogaiprogramming

ZenML Labs Blog is the company blog at zenml.io, writing about ai and programming. Since 2021, 10 different Hacker News readers have linked it 21 times, most often “Show HN: No-BS Database of 300+ real-world LLM/GenAI production implementations”. It is still writing: the last post was on 2026-09-28, and you can follow it by feed.

Visit the blog
21mentions?
10HN people?
2021–2025first – last linked?
Links on Hacker News per year · peak 10 in 2024

Too few sampled comments (8) to say how often HN recommends it.?

Why HN links it

HN readers link ZenML's blog for its LLMOps Database of production LLM case studies and a post summarising patterns from 400+ entries. Most linking comments are job posts or ZenML product mentions.

Summarised by Claude from a sample of 8 HN comments that link here. Each comment is marked recommending, critical or neutral (citing without judging); how this works.

Our AI engineer reads your agent's production traces next to the evals you already run, shows you what those evals miss, and turns a few of your answers into checks you can trust. It can fine-tune a cheaper open model on the same traces. It works on top of open-source Kitaru and ZenML.

Most-linked posts?

  1. Show HN: No-BS Database of 300+ real-world LLM/GenAI production implementations
    6 people · 6 mentions · first linked 2024-12-02

What Hacker News says?

  1. ZenML | Developer Advocate | Full-time | Remote (Europe / UK) | https://zenml.io Hey! We are an open-source company ( https://github.com/zenml-io/zenml ) and the pulse of ZenML's community is our driving force! ZenML is a MLOps framework to create reproducible ML pipelines for production machine learning use-cases. As a Developer Advocate / 'Tech Evangelist', you will help us fulfil our mission by connecting with ot…

    Comment linking /careers/

    on “Ask HN: Who is hiring? (January 2022)”
  2. Submitted Show HN: No-BS Database of 300+ real-world LLM/GenAI production implementations as a story · 7 points

    HN discussion
  3. ZenML is hiring for a Design Engineer | Remote-friendly | Freelancer or Employee | Full-time or Part-time ZenML is an extensible, open-source MLOps framework to create production-ready machine learning pipelines. Built for data scientists, it has a simple, flexible syntax, is cloud- and tool-agnostic, and has interfaces/abstractions that are catered towards ML workflows. We’re looking for a Design Engineer with a mu…

    Comment linking /

    on “Ask HN: Who is hiring? (March 2022)”
  4. Submitted LLMOps Database as a story · 7 points

    HN discussion
  5. Wouldn't it make sense to decouple the orchestration later from the authoring layer for the dags? That way you could solve the authoring problems separately from the lower level orchestration problems. We're trying this over at ZenML ( https://zenml.io ) but have yet to get feedback

    Comment linking /

    on “Airflow's Problem”
  6. Submitted Demystifying LLMOps: A Practical Database of Real-World Gen AI Implementations as a story · 4 points

    HN discussion
  7. If I wanted an abstraction layer for writing pipelines today I'd look into ZenML: https://www.zenml.io/vs/zenml-vs-orchestrators

    Comment linking /vs/zenml-vs-orchestrators

    on “Koheesio: Nike's Python-based framework to build advanced data-pipelines”
  8. Submitted Show HN: Production ready ML from day 0 as a story · 4 points

    HN discussion
  9. Location: New York, USA Remote: Yes. Remote, hybrid, or on-site are all okay. Willing to relocate: Yes Technologies: JavaScript, TypeScript, Node.js, React, PostgreSQL, AWS, Docker, AI Model Integration, OpenAI, Anthropic Résumé/CV: https://willyennie.com/assets/pdfs/William_Yennie_Resume.pdf Email: wryennie@gmail.com I'm a software engineer with proficiency in JavaScript, TypeScript, Node.js, React, PostgreSQL, AWS…

    Comment linking /

    on “Ask HN: Who wants to be hired? (October 2024)”
  10. Submitted Performance Improvement Through SQLAlchemy and FastAPI Optimizations as a story · 2 points

    HN discussion
  11. Location: Easton, PA ( Close to Philadelphia, PA ) Remote: Yes and Hybrid/On-Site Willing to relocate: Willing to relocate to New York, NY Technologies: Node.js, TypeScript, Ruby, Golang, Python, C#, PostgreSQL, MongoDB, AWS, Redis, REST, Express.js, Jest, Cypress, React, Handlebars, HTML/CSS, Docker, Git, Linux, Windows, .Net Résumé/CV: https://perkins.guru/christopher_r_perkins.pdf Email: Christopher@Perkins.guru…

    Comment linking /blog/dag-visualization-vscode-extension

    on “Ask HN: Who wants to be hired? (September 2024)”
  12. Submitted AI Engineering vs. ML Engineering: Evolving Roles in the GenAI Era as a story · 2 points

    HN discussion
  13. Here's a direct link to the database as well if you just want the juice -> https://www.zenml.io/llmops-database

    Comment linking /llmops-database

    on “Demystifying LLMOps: A Practical Database of Real-World Gen AI Implementations”
  14. Submitted Curated knowledge base of real-world LLMOps implementations as a story · 2 points

    HN discussion
  15. Author here. I work at ZenML, where we maintain the LLMOps Database ( https://www.zenml.io/llmops-database ) — a collection of production LLM case studies we've been cataloguing for a while now. This post summarises patterns from the latest 400+ entries (database just crossed 1,200 total). The findings that surprised me most: - Context engineering has become a distinct discipline — teams are treating the million-tok…

    Comment linking /blog/the-experimentation-phase-is-over-key-findings-from-1-200-production-deployments

    on “What 1,200 Production Deployments Reveal About LLMOps in 2025”
  16. Submitted Curated knowledge base of real-world LLMOps implementations as a story · 2 points

    HN discussion
  17. Submitted ZenML – LLMOps Database as a story · 2 points

    HN discussion
  18. Submitted What 1,200 Production Deployments Reveal About LLMOps in 2025 as a story · 1 points

    HN discussion
  19. Submitted Hugging Face to Sagemaker Endpoints with MLOps Pipelines as a story · 1 points

    HN discussion

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