Wusstet ihr, dass eure Software-Architektur aussieht wie euer Organigramm? Conway's Law zeigt: Teams, die nicht miteinander reden, bauen auch keine integrierten Systeme!

Besonders spannend bei ML-Pipelines und verteilten Teams - da wird's richtig wild!

Was sind eure Erfahrungen mit Team-Strukturen und System-Design?

https://goern.substack.com/p/research-report-architecture-and-people

Getting Started with Docker Model Runner

I created a step-by-step guide to getting started with Docker Model Runner (DMR).

The DMR - a new Docker Desktop feature that enables the run of Large Language Models natively with Docker Desktop

By the end of this tutorial, you will be able to:
Enable Docker Model Runner
Pull LLMs from Docker Hub
Run LLMs locally using both the CLI and Docker Desktop UI

Tutorial level: Beginner

: https://theaiops.substack.com/p/getting-started-with-docker-model

Getting started with Docker Offload + =

Docker announced Docker Offload last week, a new managed service that seamlessly integrates the local containers development workflow with a cloud-powered environment.

It is straightforward to set up and start a session with this new feature. I created a short tutorial to get started with Docker Offload

https://theaiops.substack.com/p/introduction-to-docker-offload

Subscribe to the AIOps newsletter to get updates

#AIEngineering #llm #MLOps

https://pub.towardsai.net/the-ai-control-wars-why-claude4-needs-24-000-tokens-to-say-hello-059e6909f301?source=rss----98111c9905da---4

I am excited to launch my new newsletter - The AIOps

This newsletter is going to focus, as the name implies, on AI/ML Ops.

The newsletter format consists solely of hands-on tutorials, and the plan is to use this platform as a baseline for a future book . The focus in the coming weeks is on Docker and its applications for data science and AI.

Subscribe over here -> https://theaiops.substack.com/

Next Thursday the 10th July is our 3-year Anniversary of running the #MLOps Meetup in Edinburgh! Stefano Bosisio and myself are really looking forward to hearing our two guests, Pat Wang and Mark Mc Naught talk on practical applications of GenAI and Agents: https://lu.ma/w5545zei

Beginner Tutorial Alert at #EuroSciPy2025:

Deploy your Machine Learning model with FastAPI
With Cheuk Ting Ho

Learn to:
Build an API for your pre-trained ML model
Design retraining workflows
Move from prototype to production-ready service
Package in Docker & deploy to the cloud

Perfect for data scientists new to FastAPI or ML deployment.

Kraków | August 18–22
https://euroscipy.org/schedule

New blog post: “Python, AI, and the MLOps Tinkerer's Toolkit”
A friendly guide to Python libraries for AI/ML — complete with pip install commands, PyPI links, and use cases from data wrangling to fine-tuning.
We love Python
https://laurahargreaves.com/python-ai-ml/?utm_source=mastodon&utm_medium=social&utm_campaign=autopost

How to use Apache Airflow for MLOPS and ETL - Description, Benefits and Examples:
https://www.glukhov.org/post/2025/06/apache-airflow/
#python #coding #mlops #devops #opensource #machinelearning

First post! Sharing a side project I built: GPUprobe - a zero-instrumentation CUDA runtime monitoring tool using eBPF to detect memory leaks and track kernel launch frequencies in real time and expose them through a dashboard like Grafana. Inspired by BCC which once saved my ass debugging a nasty memory leak. Curious if anyone's working on GPU observability or AI infra, keen to swap ideas.

Check it out on github: https://github.com/GPUprobe/gpuprobe-daemon

How robust is your machine learning pipeline? A new survey connects MLOps with security by utilizing the MITRE ATLAS framework to identify attack vectors and suggest safeguards throughout the ML lifecycle. It's essential reading for those deploying models in real-world environments. #MLOps #Cybersecurity #MachineLearning

https://arxiv.org/abs/2506.02032v1

Kickoff erfolgreich!
MLOX – mein gefördertes Open-Source-Projekt zur Demokratisierung von MLOps – ist offiziell gestartet!

Dank des @PrototypeFund arbeite ich die nächsten 6 Monate daran, MLOps-Infrastruktur endlich einfach, transparent und zugänglich zu machen – für Einzelpersonen, kleine Teams und alle, die keine Zeit für YAML-Schlachten haben.

Updates folgen hier unter @drbusysloth.

The rise of low-code MLOps platforms creates a surprising twist: a new skills gap emerges!

Instead of lowering the bar, it's shifting the needed expertise.

This means DevOps/database skills are suddenly *super* valuable in MLOps.

What are your thoughts on the future of MLOps talent acquisition?

Datakami has published its first vacancy!

Datakami is hiring ML Engineers near the Netherlands. We're looking for an engineer that understands generative AI with good communication skills, based within 2 hours of Nijmegen, The Netherlands.

https://datakami.com/careers

Scaling AI takes a team.
Bring your architects, leaders, & engineers to #QConAI (Dec 16–17, NYC) to align on what works now in #GenAI, #MLOps & production AI systems.

Bringing 3+? Email info@qcon.ai for group discounts.

https://bit.ly/3ZttURM
#AIEngineering #DevTeams

MLOps focuses on the lifecycle management of machine learning models. It combines machine learning with traditional data engineering and DevOps practices for building, deploying, and maintaining ML models.

Read the full article >> http://www.beolle.info/TeVs
#mlops #ml #cloudcomputing #aiops

Some people asked me how best to stay in touch for the next #MLOps Edinburgh Meetup, and really it should be as easy as hitting "subscribe" on https://lu.ma/scotland-mlops . However, please let me know if this doesn't work for you or if you have any problems.

We made it easier to try out a full RAG stack, using #Verba and Flox

- No cloud infra required
- No Docker needed
- No weird dependencies or installs

Just by running `flox activate` you’ll get:

- An open-source RAG app built with Verba
- A working local dev environment
- GPU support out of the box
- Persistent data volumes (even after you shut down)

Guide here: https://flox.dev/blog/get-a-portable-turn-key-rag-stack-with-verba-and-flox/