docs: Async Add Announcement (#3231)
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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Mem0’s **Advanced Retrieval** provides additional control over how memories are selected and ranked during search. While the default search uses embedding-based semantic similarity, Advanced Retrieval introduces specialized options to improve recall, ranking accuracy, or filtering based on specific use case.
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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The `AsyncMemoryClient` is an asynchronous client for interacting with the Mem0 API. It provides similar functionality to the synchronous `MemoryClient` but allows for non-blocking operations, which can be beneficial in applications that require high concurrency.
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## Initialization
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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Mem0 now supports an contextual add version (v2). To use it, set `version="v2"` during the add call. The default version is v1, which is deprecated now. We recommend migrating to `v2` for new applications.
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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Mem0’s **Criteria Retrieval** feature allows you to retrieve memories based on your defined criteria. It goes beyond generic semantic relevance and rank memories based on what matters to your application - emotional tone, intent, behavioral signals, or other custom traits.
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## How to set custom categories?
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## Introduction to Custom Instructions
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## How to use Direct Import?
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The Direct Import feature allows users to skip the memory deduction phase and directly input pre-defined memories into the system for storage and retrieval.
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iconType: "solid"
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## Benefits of Memory Expiration
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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Mem0's **Feedback Mechanism** allows you to provide feedback on the memories generated by your application. This feedback is used to improve the accuracy of the memories and the search results.
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description: "Enable graph-based memory retrieval for more contextually relevant results"
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## Overview
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iconType: "solid"
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## Overview
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iconType: "solid"
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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Mem0 extends its capabilities beyond text by supporting multimodal data, including images and documents. With this feature, users can seamlessly integrate visual and document content into their interactions—allowing Mem0 to extract relevant information from various media types and enrich the memory system.
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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Learn about the key features and capabilities that make Mem0 a powerful platform for memory management and retrieval.
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iconType: "solid"
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## Benefits of Memory Customization
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iconType: "solid"
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---
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## Overview
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iconType: "solid"
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---
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<Snippet file="security-compliance.mdx" />
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<Snippet file="blank-notif.mdx" />
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## Overview
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iconType: "solid"
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<Snippet file="security-compliance.mdx" />
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<Snippet file="async-memory-add.mdx" />
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## Welcome to Mem0 Platform
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iconType: "solid"
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---
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<Snippet file="security-compliance.mdx" />
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<Snippet file="async-memory-add.mdx" />
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<Note type="info">
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🎉 Looking for TypeScript support? Mem0 has you covered! Check out an example [here](/platform/quickstart/#4-11-working-with-mem0-in-typescript).
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