Blog

What I learn while building.

Audit findings, pilot experience and tools that have proven themselves in production. With examples from projects.

· 5 min read

An AI model in your own server room: what fits on one graphics card in 2026

Open language models from OpenAI, Google and Alibaba now run on a single graphics card, permissively licensed and set up in an afternoon. What they can do, what you need, and when a model in-house pays off.

  • open-models
  • self-hosting
  • ai-infrastructure
  • mid-sized-business
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· 4 min read

The best AI agent is often a good workflow

Everyone talks about autonomous agents. In day-to-day business, most AI solutions go live as a fixed workflow with a few smart steps, and that is exactly their strength. How to tell what your task needs.

  • ai-agents
  • automation
  • workflows
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· 5 min read

Your next colleague has an email address and no desk

Google gives AI agents their own email addresses, OpenAI lets them work on one task for days. What is changing right now, why it matters for a company with 50 people, and how to start well.

  • ai-agents
  • automation
  • mid-sized-business
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· 4 min read

800,000 lines in fourteen weeks: why rebuilding old software suddenly pays off

GitHub rewrote the runtime behind Copilot with AI agents, a project that would once have taken a team one to two years. How it worked, and why it is good news for the old Access database in your own business.

  • ai-agents
  • software-modernisation
  • legacy-systems
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· 7 min read

Agentic AI Pipelines with Dify: When It Works, When It Doesn't

A practical look at self-hosted Dify for LLM workflows: what agentic actually means, where Dify wins, where it loses, and how it compares to n8n.

  • ai
  • dify
  • self-hosted
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· 3 min read

AI for real use cases: where language models shine in a business

Language models are spectacular at some tasks and the wrong tool for others. Where they bring the most in a business, where classic code does better, and how to find the right spots.

  • ai
  • language-models
  • automation
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