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AI Agents often struggle with retaining information across sessions, leading to lost context and factual hallucinations. Memory Graph solves this critical problem by providing a high-performance, thread-safe knowledge graph server built in Rust. It enables AI agents to store, retrieve, and query contextual information efficiently, offering full CRUD operations, advanced graph traversal, and unique 'time-travel' capabilities to query historical states. This ensures AI agents have perfect, consistent memory, facilitating more sophisticated, reliable interactions and deeper understanding of complex information like project structures.