5 min read
MLOps Coding Skills: Bridging the Gap Between Specs and Agents
Bridge the gap between engineering specs and AI agents using Agent Skills. Learn to inject ‘Senior Engineer’ context for production MLOps.
- Coding
- MLOps
- Guide
Writing
Articles
Pragmatic field notes on AI agents, MLOps, cloud architecture, and engineering systems.
2026
2025
7 min read
Framework, Template, or Example? 🤔 Choosing the Right AI Starter Kit for Your Team ✨
Building AI applications is incredibly exciting. But let’s be honest: getting started can be challenging, especially in large…
- MLOps
- Guide
6 min read
More Automation + More Reproducibility = MLOps Python Package v4.1.0
The MLOps Python Package is your go-to solution for building robust and reproducible AI/ML workflows. Check out the latest v4.1.0 release!
- MLOps
- Python
- Project
6 min read
Stop Building Rigid AI/ML Pipelines: Embrace Reusable Components for Flexible MLOps
MLOps pipelines are often too rigid. We propose using reusable artifacts orchestrated by DAGs. Think functional programming for ML!
- MLOps
- Python
6 min read
Poetry Was Good, Uv Is Better: An MLOps Migration Story
Poetry to Uv: A faster, simpler way to manage dependencies for MLOps projects.
- MLOps
- Python
2024
5 min read
MLOps Package Template: Turbocharge the Creation of AI/ML Projects ⚡
The Cookiecutter MLOps Package offers a powerful code template to jumpstart your MLOps journey and accelerate your AI/ML development…
- MLOps
- Python
- Project
6 min read
MLOps Coding Course: Mastering Observability for Reliable ML 💡
This article dives deep into the essential tools and practices for achieving comprehensive observability in your AI/ML projects.
- MLOps
- Guide
5 min read
MLOps Coding Course: Bridging the gap between Data Scientists and Machine Learning Engineers
The MLOps Coding Course is an open-source resource specifically designed to bridge the gap between data science and software engineering.
- MLOps
- Guide
18 min read
Make your MLOps code base SOLID with Pydantic and Python’s ABC
MLOps projects are straightforward to initiate, but challenging to perfect. While AI/ML projects often start with a notebook for…
- MLOps
- Python
10 min read
Become the maestro of your MLOps abstractions
The MLOps ecosystem is evolving into a sophisticated symphony, composed of diverse tools, methodologies, and cultures. This diversity…
- MLOps
- Python
2023
9 min read
Finding Harmony in MLOps: Balancing Functional and Object-Oriented Approaches ☯
Programmers have always been passionate about their preferences, whether they discuss spaces vs. tabs, Vim vs. Emacs, or light mode vs…
- MLOps
- Python
8 min read
Is AI/ML Monitoring just Data Engineering? 🤔
While the future of machine learning and MLOps is being debated, practitioners still need to attend to their machine learning models in…
- MLOps
6 min read
A great MLOps project should start with a good Python Package 🐍
MLOps practitioners (rightfully) point out that running notebooks in production is a bad software practice, but what are the alternatives…
- MLOps
- Python
- Project
14 min read
Fixing the MLOps Survey on LLMs with ChatGPT API: Lessons Learned
Large Language Model (LLM) is such an exciting topic. Since the release of ChatGPT, we saw a surge of innovation ranging from education…
- LLM
- MLOps
- Demo
6 min read
We need POSIX for MLOps
There is an ever-growing landscape of tools and solutions for MLOps. In this article, I propose a solution to address this challenge.
- MLOps