pipeline
pipeline at Beyond Market Intelligence is a file of 26 stories. The newest of them: “Recover a PDF's hidden outline with typography and deterministic loops.” and “Four PDFs, one pipeline: consistent, cited answers from messy documents”. A PDF's outline is often hidden in plain sight, buried in the typography of its body text. Four very different PDFs. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every pipeline story on Beyond Market Intelligence, newest first.
Recover a PDF's hidden outline with typography and deterministic loops.
A PDF's outline is often hidden in plain sight, buried in the typography of its body text. Six deterministic signals on span-level formatting can surface heading candidates, with one bounded loop validating the real ones. It is a practical, grounded approach to document structure, and it earns its place in the RAG pipeline. For readers exploring how LLMs handle paragraph structure, our related guide on token space offers a useful complement.
Four PDFs, one pipeline: consistent, cited answers from messy documents
Four very different PDFs. One RAG pipeline. The same four upgraded bricks in every case, and every answer typed and cited. That is the kind of consistency that makes a tool feel trustworthy, not just clever. We appreciate how the demonstration walks through the practical wiring of a paper, a NIST standard, and a report with a broken TOC. It is a grounded demonstration of what happens when retrieval is built to handle real-world mess.