June, 2026 - Andy Löwen

By - Andy Löwen
Posted on June 24, 2026June 24, 2026
Posted in AI, Blog, Ogham

Open Knowledge Format and Ogham: How Knowledge Becomes Truly Usable for LLMs and Agents

Open Knowledge Format promises open, linked knowledge for LLMs and agents. That makes sense – but it only solves part of the problem. In this article, I explain why OKF and Ogham are not opposites, but address two different layers of knowledge – and why good knowledge artifacts alone do not yet create an agent-ready

Discipline does not emerge by convincing the agent

Discipline does not emerge by convincing the agent – it emerges by removing the choice In my last article, I wrote about the memory problem in AI agents. Why they forget. Why that is not a bug, but architecture. And why a central experience store is the right direction. The most common reaction to that

The Real Problem with AI Agents Isn’t Hallucination. It’s Amnesia.

I’ve been building data systems for years. More recently, I’ve been building AI agent systems. And the biggest problem I keep running into isn’t the one most people talk about. It’s not hallucination. It’s not missing domain knowledge. It’s not weak reasoning. The biggest problem is: AI agents forget everything. A concrete example I work