Context Constitution
Today we're releasing the Context Constitution: a set of principles governing how AI agents manage context to learn from experience.


Create agents that can be taught with natural language and improve from experience

Build your own deeply personalized agents, each with their own unique experiences and persona, designed to evolve with you and your work.


Letta Code uses background memory subagents to improve prompts, context, and skills over time with experience. View your agent's memory in the memory palace.


Transparently view and modify your agent's memory and context. Port memory and conversation histories between models, even from different providers.


Use letta server to remote control agents running on external devices. Move agents across machines along with their memory, context, and files.


Letta is an AI lab building machines the learn: persistent agents with the ability to continuously learn and adapt from their own experience. Born from MemGPT at UC Berkeley's Sky Computing Lab, and backed by leaders in AI research and infrastructure.

Today we're releasing the Context Constitution: a set of principles governing how AI agents manage context to learn from experience.

We're introducing Context Repositories, a rebuild of how agent memory works, using programmatic context management and git-based versioning.

At Letta, we believe that learning in token space is the key to building AI agents that truly improve over time.

Today we're releasing Skill Learning, a way to dynamically learn skills through experience.

Context-Bench evaluates how well language models chain file operations, trace relationships, and manage long-horizon information retrieval.

We introduce sleep-time compute, a technique that allows agents to reason about context during idle time rather than at inference.

The memory-first agent. Try for free with your own API keys or existing coding plans.


Letta Code is a memory-first agent that can take actions on your local computer. Install in your terminal (requires Node.js 18+):
npm i -g @letta-ai/letta-code Once installed, start Letta Code with the command below:
letta