Insights, tutorials and best practices from the world of Cloud, DevOps and Open Source
AI
IT and Digitalisation Funding in NRW 2026: What Is Open and What Has Ended
Anyone planning an IT or digitalisation project with public funding in 2026 will find many guides that still mention programmes that no longer exist. go-digital...
Open WebUI License 2026: What the Branding Clause Means for Businesses
Open WebUI is one of the most widely used interfaces for self-hosted language models. Less well known is that the software has not been under...
Paperless-ngx AI Setup: Native AI from Version 3 with Local Ollama
Until recently, using Paperless-ngx with AI meant adding a separate project such as Paperless-AI. Since version 3.0.0, released on 22 July 2026, Paperless-ngx ships AI...
Classifying Emails and Tickets with Local AI: Decision Models, LLM or Classifier
A service mailbox or ticket queue is usually sorted by hand: someone reads each request, assigns a topic, sets the priority and passes it to...
AI Agent Frameworks Compared: n8n, LangGraph, CrewAI, Microsoft Agent Framework, Pydantic AI
An AI agent is quick to build. An AI agent that reliably creates tickets, obtains approvals, logs every step traceably for twelve months and still...
Local Vision-Language Models for OCR: Reading Invoices and Scans
Since 2025 a new group of open models has appeared that read document pages as images and output text, Markdown or JSON: olmOCR, PaddleOCR-VL, GLM-OCR,...
Let's Talk About Your Idea
Whether a specific IT challenge or just an idea - we look forward to the exchange. In a brief conversation, we'll evaluate together if and how your project fits with WZ-IT.
Arrange a callback
Companies worldwide trust WZ-IT
