Flagship systems
Applied AI · Deterministic document systems
DocAgent: AI Document Intelligence Pipeline
A controlled AI pipeline that preserves document structure instead of flattening everything into text.
3 input modes01Confluence & Word
02OOXML Extractor
03Copilot Agent
04Human Review
05DOCX Renderer
My scope
The boundary I owned.
I designed a deterministic Python shell around Copilot for ingestion, OOXML extraction, asset tracking, review, and native rendering.
Engineering evidence
- Accepted Confluence pages, Word documents, and pasted content through one normalized ingestion path.
- Used stable image markers and direct OOXML extraction to preserve links, tables, images, and procedural order.
- Constrained the probabilistic stage to semantic restructuring while deterministic code handled conversion, assets, rendering, and validation.
OutcomeInspectable transformations with human approval at the final boundary.