Blog.

Notes and step-by-step guides on how these systems actually get built. Written for people doing the work, not for search engines.

The three phases of AI deployment

A practical model for moving from workflow audit to pilot build to controlled rollout without forcing every engagement into the same timeline.

Strategy

LLM retrieval and grounded answers

How retrieval-augmented generation works in practice: chunking, embedding, retrieval ranking, and keeping answers tied to source documents.

RAG

Claude Skills vs MCP: when to use each

Skills package how Claude should do something; MCP grants access to do it. A practical guide to choosing between the two and when you need both.

Skills
Industry field guide

Real Estate

A four-part guide to moving AI beyond chat and into the files, systems, and recurring work that commercial real estate teams rely on.

Download the field guide

Rather not build it yourself?

These write-ups are the same methods we use on client work. If you would rather have it built and handed over, start with the call.

Book a call