✨ New course! Enroll in Agent Memory: Building Memory-Aware Agents

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Introducing Agent Memory: Building Memory-Aware Agents, a short course built in partnership with Oracle and taught by Richmond Alake and Nacho Martínez.

Most agents work well within a single session but lose everything the moment it ends. Memory engineering treats long-term memory as first-class infrastructure: external to the model, persistent, and structured. In this course, you’ll learn how to build that infrastructure using Oracle AI Database, LangChain, and LLM-powered pipelines.

You’ll design a complete memory system that stores and retrieves different memory types, scales tool access using semantic search, and builds write-back loops that allow agents to update their own memory autonomously. By the end, you’ll have assembled a fully stateful Memory Aware Agent that loads prior context at startup, assembles relevant context, state, tools, and outputs and improves across sessions.

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it’s because of contradictions. run contradish as a final test before deployment and it will tell u where the contradictions are and the failure reason