Professional

How it began…

I set out to create the best transactional document generator I could. I spent years in transactional/Variable Data printing, and the hardest part was always what one would think would be easy: Document authoring and layout. Ingesting data, formatting it to spec etc was all done with a few lines of code, but actually placing it ended up being multiple imports, system dependency installs, system font management, and drawString to x,y over and over. I thought it was crazy that we had access to insanely complex abstraction (today you can run an LLM locally!), that document authoring was not a solved problem, so I made fullbleed, an end-to-end document authoring library in rust, with a python CLI. In order to test and validate the library, I chose IRS tax documents, as they are widely available, highly standardized, and a real pain to do. What I ended up with was a system with so much observability and iterability that an AI agent could use it to lay out every form covered in publications 1141, 1167, and 1179, completely autonomously.

AI created page plan for one of the documents