
RAG Field Guide
An interactive guide to embeddings, chunking, retrieval and evaluation, paired with a runnable Docker starter.
Explore the projectBuildrLab open engineering
Visual tutorials and working demos for developers exploring document AI and agent workflows. Start locally, inspect the code and understand the trade-offs before adapting a system to real business data.

An interactive guide to embeddings, chunking, retrieval and evaluation, paired with a runnable Docker starter.
Explore the project
From business knowledge to a reviewed draft and a published CMS article, with human approval at the centre.
Explore the project
Policy-grounded support replies, account lookups and human-approved helpdesk updates, with reliable delivery and visible receipts.
Explore the projectAll tutorial data is synthetic. These examples teach engineering decisions and demonstrate workflows; they do not establish production scale, customer adoption or universal model accuracy. Discuss production requirements.
Tell us the outcome you need, what you already have and your target timeline. We’ll help define a useful first milestone.