What is agent memory?
Agent memory is how an AI agent retains information across turns or sessions — facts, past actions, user preferences — instead of starting blank each time. It ranges from short-term (the current context window) to long-term (a persistent store the agent recalls from when relevant).
Understanding agent memory
A model with no memory treats every request as the first. Memory fixes that: the agent can recall that you prefer a certain style, that it already tried an approach that failed, or that a project has a specific brand — so it builds on prior work instead of repeating it.
Short-term memory is whatever is in the context window right now. Long-term memory is a durable store — often a database or vector index — that the agent writes to and retrieves from, surfacing only the entries relevant to the current task (a context-engineering problem).
At the team level, memory blends into a company brain: shared, persistent knowledge every agent and person can draw on.
Company Brain
Persistent, shared knowledge your agents recall and act on.
Keep exploring
Context engineering
Context engineering is the practice of deciding what information a model sees at inference time — which documents, memories, tools, and instructions to place in the context window — so it produces accurate, grounded output. It has largely superseded "prompt engineering" as models and context windows have grown.
Company brain
A company brain is a queryable knowledge layer that holds an organization’s context — brand, documents, policies, product data — and feeds it to AI agents so their output is grounded in how the company actually works. It turns scattered institutional knowledge into agent-usable skills.
AI agent
An AI agent is a system that uses a language model to pursue a goal across multiple steps — planning, calling tools, observing results, and adjusting — rather than producing a single response. Agents can read data, run code, generate assets, and act in software on a user’s behalf.
The design workspace where these ideas are real
Agents that generate, a canvas they can see and drive, and a brain that keeps every asset on-brand. Free to start.