[Hands-on] Build Your Own AI Avatar With Human-like Memory
Daily Dose of Data Science published a hands-on guide to building a real-time AI avatar with human-like memory. The article uses Zep's open-source Graphiti as a knowledge-graph memory layer, aiming to combine the speed of NaiveRAG with the contextual intelligence of GraphRAG. It also describes a setup using Qwen3/Gemma models and S3 caching for sub-50ms responses, making it relevant to AI avatar and companion developers.

Using a knowledge graph for memory means the avatar can retain relationships, not just facts. If that can stay real-time, the depth of character conversations changes a lot.