Episodic memory records what happened. Semantic memory stores what the agent has learned. This part builds a production semantic memory layer using Qdrant and Python, with fact extraction, importance-weighted upserts, and similarity retrieval that lets agents build genuine knowledge about users and domains over time.
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Azure AI Foundry in 2025: Building Your First AI Agent in 30 Minutes – Part 2
Build your first AI agent with Azure AI Foundry. Part 2 covers system instructions, RAG implementation, File Search tool configuration, knowledge base upload, and agent testing. Transform your deployed model into an intelligent customer support agent.