Tootfinder

VersionRAG: Version-Aware Retrieval-Augmented Generation for Evolving Documents
Daniel Huwiler, Kurt Stockinger, Jonathan F\"urst
https://arxiv.org/abs/2510.08109 https://

VersionRAG: Version-Aware Retrieval-Augmented Generation for Evolving Documents
Retrieval-Augmented Generation (RAG) systems fail when documents evolve through versioning-a ubiquitous characteristic of technical documentation. Existing approaches achieve only 58-64% accuracy on version-sensitive questions, retrieving semantically similar content without temporal validity checks. We present VersionRAG, a version-aware RAG framework that explicitly models document evolution through a hierarchical graph structure capturing version sequences, content boundaries, and changes be…

#Intel actually provides decent public documentation on their boot flow and #firmware images:

Introduction to Key Usage in Integrated Firmware Images
This document provides background information on manifesting and signing of Intel and OEM components and the establishment of the Chain of Trust.

»In the old days, technical writers produced documentation in near isolation, surrounded by complex and similarly isolated corporate cultures. From an anthropological perspective, old manuals are like tribal artefacts. The resulting docs show surprisingly rich design and content patterns, more refreshing than we’re used to in the age of googling for Stack Exchange questions and of bowing to Stripe docs.«