JOURNAL

Technical articles, opinions, and architecture decisions.

Open Knowledge Format (OKF)

A knowledge layer for production-grade RAG systems

What OKF is, where it sits in the pipeline, and where it actually reduces hallucination, and where it doesn't.

Why simple splits are often more robust than complex AI methods

This whitepaper analyzes recent benchmark results for seven chunking strategies and applies the findings to an enterprise context.

Integrating AI assistants into existing tax-firm infrastructure

How to securely integrate DATEV data into RAG-based systems while meeting compliance requirements.

Why large language models aren't the only path to intelligent systems

A critical look at the current AGI debate and why hybrid architectures might point the way.

From keyword matching to semantic retrieval

How to replace native SharePoint search with RAG-based systems while respecting existing permissions.