The Generative Operations Learning Foundation (GOLF) is an independent publishing initiative focused on making generative AI accessible and practical for Australian organisations of all sizes.

We cover generative AI models, machine learning operations (MLOps), prompt engineering, fine-tuning techniques, and responsible AI deployment. Our content is written for technical leads, data teams, and business decision-makers who need clear guidance without the hype.

From setting up LLM pipelines to evaluating model performance in production, we publish guides grounded in real-world experience. We focus on what works, what doesn't, and what the tradeoffs look like.

Whether you're deploying your first AI agent or scaling an existing ML platform, GOLF aims to provide honest, practical content you can act on.