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.Documentation Index
Fetch the complete documentation index at: https://getalchemystai.com/docs/llms.txt
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31 January 2026
Data Sources Documentation What’s new:- Cleaner, more focused database integration guides
- 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)
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- ~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
- 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