Getting Started

Next Steps

Once add and query work, choose the path that matches what you are building. Keep the first production iteration narrow and measure retrieval with your own tasks.

Choose a build pattern

Chatbot Memory

Retrieve preferences and prior context before generating.

Agent Memory

Reuse constraints and confirmed outcomes across tasks.

Personalization

Adapt experiences with user-approved durable preferences.

RAG & Knowledge Assistants

Combine governed source content with scoped memory.

Understand the contracts

Core Concepts

Learn records, scope, metadata, and retrieval.

API Reference

Check exact request and response fields.

Python & Node.js

Use the language libraries for the same API operations.

Production checklist

Review isolation, key rotation, lifecycle, and error handling.

Prepare for production

Define what your product writes and what it intentionally never stores.
Test project and end-user isolation with negative cases.
Measure retrieval relevance using representative questions.
Implement deletion, export, key rotation, and error handling.
Review the Production Checklist.

Track changes

Use Release Notes for the public changelog entry point. Check the API reference when a request contract matters to your integration.

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Your First Memory

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