Knowledge graph - Scientific news
Meta Engineering has unveiled "An Organizational Second Brain," a novel framework that enables Large Language Models (LLMs) to function as domain--specific experts by integrating a structured, auditable knowledge architecture. Announced on September 2, 2026, the system utilizes a navigable graph of "Position" and "Taxonomy" files to separate an agent's core knowledge from its reasoning layer, complemented by a self--improvement loop that incorporates expert feedback without model retraining. For the business sector, this breakthrough facilitates "Compounding Institutional Memory," allowing organizations to preserve specialist expertise and ensure that AI agents maintain 100% consistency with authoritative corporate stances and vocabularies.