🚀 SWIRL Enterprise 3.9 Release Announcement

Team SWIRL is announcing the release of SWIRL AI Search 3.9, Enterprise Edition.

⭐ PLEASE STAR OUR REPO: https://github.com/swirlai/swirl-search
🌐 PLEASE VISIT OUR WEBSITE: https://www.swirlaiconnect.com/

SWIRL 3.9 adds LLM-generated follow-up questions in Co-Pilot, expanded user context for personalized responses, a revised Box connector with full-text fetch & snippet extraction for better re-ranking, and a new Datadog connector for recent logs.

🔹 Co-Pilot: LLM-Generated Follow-Up Questions

SWIRL 3.9 Co-Pilot generating follow up questions

Just click the link to get the answer!

SWIRL 3.9 Co-Pilot generating follow up questions

🔹 Box Connector: Full-Text Fetch & Snippet Extraction
The revised Box connector retrieves full text, extracts snippets, and feeds relevant text into re-ranking. Click Generate AI Response to summarize via RAG when needed.

SWIRL 3.9 and Box

🔹 New Connector: Datadog (Recent Logs)
Query recent log files directly from Datadog to investigate errors and operational signals.

SWIRL 3.9 and Data Dog

New features

  • Co-Pilot Follow-Ups: LLM-generated follow-up questions with one-click execution
  • Box Full-Text Pipeline: Automatic full-text fetch, snippet extraction, and relevance-aware re-ranking
  • Datadog Connector: Query recent logs as a federated source
  • Personalized Context: Optional user metadata (name, role, location, preferences) + current date for tailored results
  • Connector Enhancements: BigQuery, Elasticsearch, OpenSearch, MongoDB, PostgreSQL, SQLite updates
  • Reader LLM → Tika 3.0
  • Python 3.12.6 Certification

Improvements

  • Galaxy UI
    • More graceful handling of longer result titles and window resizing
    • New “Dev” tag to search across development-centric SearchProviders
    • Unselect All button when using Select Items for RAG (from Community)
  • RAG / Search
    • Elastic SearchProvider now returns the configured number of results
    • Improved handling of citations and follow-up questions in RAG
  • Technical Improvements
    • Database schema changes are now managed via Django migrations (version-controlled and shipped with releases)
    • OneDrive: removed default FILE_SYSTEM directive; Outlook Email result processors reordered for better thread handling
    • SWIRL AI Connect validated on Python 3.12.6 (Community parity)

Upgrading

⚠️ Version 3.9 includes Django migrations. After updating, apply migrations (e.g., python manage.py migrate) and follow standard upgrade steps. For assistance, please contact support.

Documentation

📘 SWIRL’s documentation site has been updated reflecting the new features above.