Edge 403: Memory-Based Planning and Autonomous Agents

Supplying agents with an external memory to execute more complex plans.

Created Using DALL-E

In this Issue:

1. An introduction to memory-based planning in autonomous agents.

2. Understanding the TravelPlanner benchmark for planning in autonomous agents.

3. A review of the amazing MemGPT framework

💡 ML Concept of the Day: Memory-Based Planning Methods in Autonomous Agents

The last type of planning method that we will cover in this series about autonomous agents are memory based planning. As it name indicates, the idea of these methods is to use an external memory source as a way to enhance the planning capabilities of agents. Two primary methods currently exist to improve these planning capabilities through the use of memory: RAG-based memory and embodied memory.

1)      RAG-based Memory