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Release on June 26, 2026 ​

Release

Areas Affected ​

Natural Language Search, AI Assistant

Highlights ​

  • Natural Language Search is faster and more reliable, with improved document text recognition and automatic retries under high demand.
  • AI-powered features now handle service interruptions more gracefully — long-running responses are less likely to time out or fail mid-stream.
  • The AI assistant can sustain longer, more complex conversations without losing context from earlier steps in a session.

What Changed ​

  • Natural Language Search received several reliability and speed improvements. Document text is now extracted faster, with a backup recognition method available if the primary approach struggles. Search results are retrieved more efficiently, and the system automatically retries when under heavy load — reducing failed or slow searches. (Ticket)
  • The connection between Ernest and its underlying AI service is now more resilient. The system retries automatically when the AI service is temporarily unavailable, and long-running AI responses are kept alive rather than being cut off before they finish. (Ticket)
  • When the AI service is overloaded or encounters an error mid-response, the system now detects the problem more reliably and closes the response cleanly — rather than leaving users waiting on a stalled or incomplete result. (Ticket)
  • The AI assistant now manages its working memory more efficiently during multi-step tasks, allowing it to handle longer and more complex interactions without running into limits that could cut a session short. (Ticket)
  • Behind-the-scenes tracking of AI usage has been made more accurate and consistent, ensuring the platform has reliable data to monitor performance and capacity. (Ticket)
  • Automated checks were added to verify that AI responses remain consistent and accurate as the platform evolves.
  • Additional automated tests now validate that AI-driven multi-step workflows complete correctly end to end.
  • Basic health checks were added to confirm that core platform functionality is working correctly after each deployment.

Hotfixes Since Last Release ​

These fixes were deployed to production independently before this release — they are listed here for a complete record of what changed since the previous release.

June 23, 2026

  • New AI-powered actions were added to Natural Language Search, expanding what users can do directly from their search results. (PR)

Chores
  • auto-sync hotfix from main to staging
  • Add highest ROI unit and integration tests (#371) (PR)
  • fix embedding smoke env updates (#382) (PR)
  • Shard PDF embedding batches (#372) (PR)
  • harden embedding lambda startup

Ernest Platform Release Notes