EPISODE · Apr 22, 2025 · 32 MIN
Stateful Agents: Memory for Language Models
from The Gist Talk · host kw
The YouTube workshop, led by Charles Packer, explores the concept of stateful agents, emphasizing the importance of memory in moving beyond current stateless LLM-driven agents. Packer introduces MemGPT as a memory management system for AI, contrasting it with simpler methods of appending to context windows. The workshop's practical component involves using Docker and a Jupyter notebook to interact with a server demonstrating stateful agents. Furthermore, the discussion covers the Leta framework, a server-client architecture designed for building persistent, stateful agents with features like core and archival memory, tool usage, and multi-agent communication, as showcased through a UI and a collaborative example
What this episode covers
The YouTube workshop, led by Charles Packer, explores the concept of stateful agents, emphasizing the importance of memory in moving beyond current stateless LLM-driven agents. Packer introduces MemGPT as a memory management system for AI, contrasting it with simpler methods of appending to context windows. The workshop's practical component involves using Docker and a Jupyter notebook to interact with a server demonstrating stateful agents. Furthermore, the discussion covers the Leta framework, a server-client architecture designed for building persistent, stateful agents with features like core and archival memory, tool usage, and multi-agent communication, as showcased through a UI and a collaborative example
NOW PLAYING
Stateful Agents: Memory for Language Models
No transcript for this episode yet
Similar Episodes
Mar 26, 2026 ·1m
Mar 19, 2026 ·34m
Feb 18, 2026 ·11m
Feb 11, 2026 ·45m