Technical writers spend countless hours manually editing content to aling with organizational style guides. What if an AI could do it for you - accurately and consistently?

In this talk, I'll introduce RapidDoc, an open-source AI model fine-tuned on real-world sofwtare documentation rules to flag and rewrite violations. For example, inconsistency in terminologies used, passive vioce, ambigguous phrasing. I'll walk through how I built a premium dataset, fine-tuned flan-ts-base model, and designed a gradio-based frontend for instant feedback on .md, .docx, .adoc, .pdf files.

Expect, live demos, insights into model training challenges, and a peek on hiw GenAI is reshaping the future of editorial workflows.

Whether you'r an AI practitioner, a documentation lead, or a tooling enthusiast, this talk offers an edd-to-end blueprint on how I'm fine-tuning a model on real-world sofwtare documentation rules.