What it is
AI-Context-Document is a written guide, not a runtime. The title on the repo is the whole thesis: Advanced Prompt Engineering: Semantic Markup & Template Logic Programming.
I wrote it months before the BMAD expansion-pack work and used it while contributing those templates. I also use it with Claude extended thinking and sequential-thinking loops. The README says the PDF form runs 44 pages; the GitHub file is the teaser, and the real document is meant to be opened in full.
Why it matters
Most prompt files are vibes with headings. I wanted markup and template logic that an agent can lean on the same way a compiler leans on a grammar — structure you can reuse, not a new essay every time the task changes.
How it works
There is no installer. You read the document and apply the patterns. It sits upstream of UCL (which is the measured, mathematical cousin) and beside BMAD (which is the packaged agent-method cousin).
Status
Public at antmikinka/AI-Context-Document.