> ## 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.

# Platform

> Latest features, improvements, and infrastructure updates to the Alchemyst platform.

Track the evolution of Alchemyst's context and memory platform. From performance optimizations to new integrations, see what's new and how we're making AI context more powerful and accessible.

***

### 31 January 2026

**Data Sources Documentation**

**What's new:**

* Cleaner, more focused database integration guides

**What changed:**

* Streamlined **MongoDB and PostgreSQL documentation** by removing redundant examples
* Improved overall readability and structure across all data source integration guides
* Made documentation more beginner-friendly with simplified explanations

***

### 17 January 2026

**Third-party Integrations: Vercel AI SDK**

**What's new:**

* **Vercel AI SDK integration** with full middleware support
* Comprehensive examples for real-world use cases (user preferences, personalized chat, streaming, bulk operations)

**What changed:**

* Renamed **conversationId** → **sessionId** across all integrations for better API consistency
* Added batching support and performance optimization guides for large-scale operations

***

### 15 January 2026

**Advanced Usage Documentation**

**What's new:**

* Enhanced **user profiling documentation** with advanced patterns
* New code examples for user-specific context management

**What changed:**

* Restructured advanced features section for easier navigation
* Expanded best practices with production-ready examples
* Improved documentation discoverability

***

## Recent Platform Updates

### 18 December 2025

**Platform Revamp**

**What's new:**

* Completely redesigned UI and Playground experience
* Playground now supports direct data uploads and experimentation
* Magic keys integration in the Playground interface

**What changed:**

* Streamlined navigation and workflows across the entire platform
* Playground evolved from a simple chat interface to a full experimentation environment
* Faster iteration cycles without leaving the Playground

***

### 12 December 2025

**Ingestion Performance & Reliability**

**What's new:**

* Asynchronous ingestion routes with job queue backing
* Non-blocking upload capabilities

**What changed:**

* Upload operations no longer block other processes
* Dramatically improved throughput under heavy load
* More stable system performance during peak usage

***

### 3 December 2025

**Context Sharing**

**What's new:**

* **Magic keys** for sharing context without duplication
* Read-only sharing capabilities

**What changed:**

* No need to re-ingest data when sharing with team members
* Recipients automatically get read-only access via magic key
* Simplified collaboration workflows

***

### 27 November 2025

**Context Visualization**

**What's new:**

* Dual-view context graph visualization
* Interactive graph editing capabilities
* Group-name based clustering

**What changed:**

* Added **Document view** to explore context by source documents
* Added **Node view** to inspect individual context relationships
* Can now edit and delete nodes directly from the graph
* Changes reflect instantly across all connected context

***

### 8 November 2025

**Namespaces**

**What's new:**

* **Namespaces** for logical data boundaries
* Multi-tenant and multi-project support

**What changed:**

* Data can now be organized under named namespaces
* More precise context retrieval through namespace scoping
* Better isolation for enterprise and team workflows

***

### 21 October 2025

**Context Retrieval**

**What's new:**

* Completely overhauled context processor

**What changed:**

* **\~71% faster** ranked retrieval (from \~7s to \~2s for 10k data points)
* **\~57% faster** fast-mode retrieval (from \~400ms to \~170ms at p50)
* More efficient retrieval algorithms under the hood

***

### 6 October 2025

**SDK Release**

**What's new:**

* Official **TypeScript SDK**
* Official **Python SDK**

**What changed:**

* Unified API for context ingestion, retrieval, and memory management
* Drop-in integration support for popular agent frameworks
* Developer-friendly API design optimized for quick adoption

***

## The Journey So Far

From October 2025 through early 2026, Alchemyst evolved from foundational data infrastructure into a **production-ready context and memory layer** for modern AI applications.

Key achievements:

* **10x faster retrieval** through optimized processors and caching
* **Expanded integration ecosystem** with native SDK support and framework integrations
* **Enhanced developer experience** with intuitive UI, comprehensive docs, and powerful debugging tools
* **Enterprise-ready features** including namespaces, magic keys, and robust async ingestion

We're just getting started. More updates coming soon.