> ## Documentation Index
> Fetch the complete documentation index at: https://getalchemystai.com/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> Latest platform updates and improvements.

Follow along with updates across Alchemyst's context and memory platform.

Stay up to date with the latest changes and improvements to Alchemyst.

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## What's New This Month  ( January )

**January 2026** brought major improvements to integrations and developer documentation:

### For Developers

* **Vercel AI SDK Integration** - Native middleware support with examples for personalized chat, streaming, and bulk operations
* **Enhanced Documentation** - Streamlined MongoDB/PostgreSQL guides and expanded user profiling patterns
* **API Consistency** - Updated `conversationId` → `sessionId` across all integrations

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## Recent Highlights (Oct - Dec 2025)

### For Developers

* **Official SDKs** - TypeScript and Python SDKs for seamless integration with any AI stack
* **10x Faster Retrieval** - Reduced latency by \~71% (from \~4s to \~1.14s) through optimized processors
* **Namespaces** - Group and scope data under logical boundaries for multi-tenant workflows

### For Users

* **Complete UI Revamp** - Redesigned platform with Playground as a full experimentation environment
* **Magic Keys** - Share context without duplication, with read-only access control
* **Visual Context Graph** - Dual-view visualization with direct editing capabilities

### Performance

* **37% Faster Uploads** - Improved ingestion speed for large documents
* **70%+ Speed Boost** - Dramatic improvements for short conversations
* **Async Ingestion** - Non-blocking uploads backed by job queues for better throughput

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## What's Next

* **More Integrations** - Expanding support for additional AI frameworks and tools
* **Business Adapters** - Pre-built connectors for enterprise platforms with streamlined setup

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Looking for detailed release notes? Check the [Platform Changelog](/docs/changelog/platform) for complete release history.
