02
Oct
Python Devcontainer with uv
Devcontainers are very powerful. So is uv. How do we combine the two?
5 min read
MLOps, LLMOps, all things *Ops
All things *Ops: DevOps, MLOps, LLMOps, AIOps and AgentOps.
Running models, AI applications and agents in production: from experiment tracking, observability and monitoring to agent tracing and CI/CD pipelines to reproducible dev environments with Devcontainers.
17
Jul
Are you ready for MLOps?
MLOps has survived the hype cycle and is gaining in maturity. But are we looking at MLOps for answers for the right things? When should you even start thinking about MLOps, or when is ‘plain’ DevOps wiser to focus on first?
9 min read
16
Jun
PyData London 2024
London, United Kingdom —
MLOps takes the best of DevOps and applies it to operationalizing ML, introducing concepts like experiment tracking, dataset versioning, model registries, ML pipelines, CI/CD and better observability. But MLOps goes beyond just tech- MLOps is also about People and Process.
14
May
AI Community Day 2024
Utrecht, The Netherlands —
LLMOps on Azure: scaling RAG applications, using Azure AI Search (keyword and vector search, reciprocal rank fusion), hosting LLM apps on Azure Container Apps, IaC with Terraform, robust CI/CD setups and an elaborate observability stack with Langfuse/OpenTelemetry.
2 min read
16
Mar
PyCon SK 2024
Bratislava, Slovakia —
What are the prerequisites you need before you can properly adopt MLOps? Let's learn together: why MLOps, what it is, how it relates to DevOps- and how you can best adopt it.
08
Dec
Scaling up: bringing your Azure DevOps CI/CD setup to the next level 🚀
Azure DevOps pipelines are a great way to automate your CI/CD process. But what if you have many projects? In this blog post, we will show you how you can scale up your Azure DevOps CI/CD setup for reusability and easy maintenance.
9 min read
12
Dec
PyData Eindhoven 2022
Eindhoven, The Netherlands —
Devcontainer deep dive. Covering the Devcontainers rationale, the new containers.dev specification by the Microsoft team, Linux Docker essentials, mounts, ports, IDE integration and a practical guide on how you can create a Devcontainer for a Python project yourself.
2 min read
21
Nov
How to create a Devcontainer for your Python project 🐳
Instead of giving other developers a setup document, let’s make sure we also create formal instructions so we can automatically set up the development environment. Devcontainers let us do exactly this.
10 min read
26
Oct
GoDataFest 2022
Amsterdam, The Netherlands —
Talk on Devcontainers. Motivating developer environment discrepancies, their consequences and the resolution: using Devcontainers. Covers the Devcontainer specification, linux user permissions, filesystem mounts, opening up ports, running Devcontainers in CI and more.
1 min read