Nova

About

Nova offers production-ready persistent memory systems designed to prevent LLMs from forgetting information across sessions. It integrates a sophisticated 6-layer CASCADE memory architecture, encompassing Episodic, Semantic, Procedural, Meta, Identity, and Working memory, with a lightning-fast, GPU-accelerated Faiss search engine capable of sub-2ms retrieval across thousands of memories. This enables AI assistants to remember user preferences, build on previous interactions, and maintain coherent understanding over extended periods, fostering continuous learning and stable identity for any Model Context Protocol (MCP)-compatible AI system.

Key Features

• 6-layer CASCADE Memory System (Episodic, Semantic, Procedural, Meta, Identity, Working)
• 7 GitHub stars
• Faiss GPU Search for sub-2ms vector similarity across 11,000+ memories
• Dual editions: Unrestricted Research (Basement Revolution) and Production-Safe Enterprise
• Achieves 9.68x computational amplification through parallel GPU memory activation
• Seamless integration with any Model Context Protocol (MCP)-enabled AI system

Use Cases

• Facilitating continuous AI learning and identity preservation across interactions and updates
• Developing persistent AI assistants that remember user preferences and work styles
• Enabling long-term LLM research projects spanning months without memory resets