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SQLite for Agent Memory: Building AKG, an Open Knowledge Graph File Format
Learn about AKG, an open knowledge graph format for agent memory inspired by SQLite. Explore its binary structure, SDKs, and how it enables real-time opponent profiling in poker.
Agent Knowledge Graph (AKG) is an open binary file format for agent memory that borrows inspiration from SQLite, but the data model is a knowledge graph instead of tables. It is meant to integrate seamlessly into existing agent implementations using SDKs for Go and TypeScript, with support for Python and Rust coming soon. To stress test the format and SDK I built a headless Texas Hold’em harness where agents play poker against each other using various memory strategies. For the demo I will discuss a bit about the philosophy behind the project, walk through the raw .akg binary format, show the TypeScript/Go SDKs, and share the JSONL data stream of an AKG-backed agent building a psychological profile of its opponents in real-time.