Memory the company owns

Why what the organization knows should live in its own linked memory, not in chat windows or text chunks.

Memory as linked facts

Store what the organization knows as typed, linked structure, not as chat history or text chunks. In OCTOPUS a knowledge graph is the system of record. People, organizations, products and events are reconciled into single entities across sources. Knowledge persists across every session, agent and team, and new entities arrive as proposals a person confirms, so the memory stays clean as it grows.

A context graph, not chunks of text

Vector RAG cuts documents into text chunks and retrieves the closest ones, so the relationships between facts are lost. A context graph keeps them: people, organizations, products and events are typed, linked and de-duplicated across sources. For each task OCTOPUS assembles the right facts across every domain in one pass and checks them against an explicit schema before they reach the model.

How it grows

A typed, linked knowledge graph is the organization's system of record. Knowledge persists across every session, every agent and every team, and grows instead of disappearing into chat logs. Meetings, calls and threads are distilled into decisions, action items and topics. New entities arrive as proposals, and a person confirms before anything durable is written.