Author: Dougal Watt

Agent Harnesses Are an Enterprise Architecture Problem

Agent Harness Series — Part 1 of 3 Are Agent Harnesses an Enterprise Architecture Problem? 2025 was the year of agents. 2026 is the year of agent harnesses. But the conversation so far is missing the point – what about Enterprise Architecture? “An AI agent walks into a bar. Orders everything on the menu. Hallucinates […]

Ontology to Operational API’s Applications and Governed Pipelines in Minutes

Platform Ontology to Operational API’s, Applications and Governed Pipelines in Minutes: What Happens After You Get the Model Right? Why the integration tax between ontologies, API’s, applications and governance, kills most knowledge graph projects before they deliver value, and how an ontology-driven platform collapses a multi-vendor stack into a single deployable unit. Dougal Watt CEO […]

A Practical Methodology for AI-Assisted Ontology Engineering

Ontology Engineering From Chaos to Control A Practical Methodology for AI-Assisted Ontology Engineering How to keep the speed advantages of AI assisted ontology engineering, while introducing the rigour that professional ontology work demands: an eight-step methodology that has shortened development cycles by 40–60%. Dougal Watt CEO & Founder,Graph Research Labs April 2026 · 8 min […]

Why LLMs Are Terrible Ontology Engineers

Ontology Engineering Why LLMs Are Terrible Ontology Engineers (And Why That’s the Wrong Question) Understanding the five structural anti-patterns that emerge when large language models build ontologies without guardrails – and how to fix them. Dougal Watt CEO & Founder,Graph Research Labs March 2026 · 5 min read The Problem Organisations investing in knowledge graphs […]