Changelog  |  January 16, 2026

Assist: Enhanced Run Discovery

No more hunting through the run directory.Just ask.

We've upgraded how Assist finds runs. You no longer need to remember run names or pre-select experiments, just describe what you're looking for, and Assist handles the search.

  • Search by metadata: Find runs based on cell line, media formulation, scale, operator, or any parameter available for your data
  • Traverse lineage: Automatically connect upstream seed trains to downstream operations

Example Queries:

  • Cross-campaign comparisons: "Compare VCD profiles for all CHO-K1 runs using Media Formulation B at 200L scale over the past 6 months"
  • Root cause investigation: "Show me the seed train conditions for any production runs that had viability drop below 80% before day 10"
  • Process optimization: "Which feeding strategy produced the highest titer across our DG44 campaigns?"
  • Lineage-aware analysis: "For our top 5 performing batches, trace back to their inoculum conditions and compare passage numbers"
  • Metadata-driven filtering: "Pull all runs from Building 2 bioreactors that used the updated pH control setpoints after March 2025"
  • Anomaly detection: "Find runs where lactate accumulated faster than 0.5 g/L/day in the first 72 hours"