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18 December 2025

Platform revamp
  • Rolled out a full UI and platform revamp, including the Playground, to streamline experimentation and iteration workflows
  • Playground evolved beyond conversation into a full-fledged experimentation environment:
    • Upload data directly
    • Work with shared memory via magic keys
    • Iterate on context without leaving the Playground

12 December 2025

Ingestion Performance & Reliability
  • Added async ingestion routes backed by a job queue
  • Enabled non-blocking uploads, improving throughput and system stability under load

3 December 2025

Context Sharing
  • Introduced magic keys to reference and share context with anyone without duplicating or re-ingesting data
  • The people you share the context with get a read only view of data, shared via magic key

27 November 2025

Context Visualization
  • Revamped context-graph visualization with dual views:
    • Document view to explore context grouped by source documents
    • Node view to inspect individual context nodes and relationships
  • Added group-name based clustering to logically organize related documents and nodes
  • Enabled direct graph interactions:
    • Edit context nodes in place
    • Delete nodes directly from the graph
    • Instantly reflect changes across connected context

8 November 2025

Namespaces
  • Introduced Namespaces to group and scope data under logical boundaries
  • Enabled cleaner data organization and more precise context retrieval
  • Improved support for multi-tenant and multi-project workflows

21 October 2025

Context Retrieval
  • Improved context processor powering faster, more efficient retrieval
  • Reduced retrieval latency by ~71% (from ~7s to ~2s)
  • Improved fast-mode retrieval latency by ~57% (from ~400ms to ~170ms)

6 October 2025

SDK Release
  • Released TypeScript and Python SDKs for seamless integration with any AI agent or application
  • Simplified context ingestion, retrieval, and memory management through a unified, developer-friendly API
  • Designed for quick drop-in adoption across agent frameworks, services, and custom pipelines

Summary

Throughout 2025, the platform evolved from foundational data infrastructure into a faster, more observable, and developer-friendly context and memory layer, delivering major gains in ingestion speed, retrieval latency, automation, and usability.