Product
Bionomics UM Lab
Research environment for contextual biological memory, hypothesis tracking, and multi-step scientific reasoning.
Overview
This page now includes architecture, use cases, and benchmark-oriented content specific to this product track.
Next steps
Interested in this track? Explore adjacent lab work or contact us for collaboration and pilot opportunities.
Architecture
- Scientific corpus ingestion and normalization
- Experiment and entity memory linking
- Conversational retrieval with traceable references
- Hypothesis tracking and revision history
Use cases
- Gene and pathway exploration with conversation memory
- Cross-paper insight discovery with context carryover
- Experiment continuity across distributed teams
Benchmarks and targets
Benchmarks below represent maturity progression from baseline workflows to target memory-native behavior.
Reference grounding
Baseline: Single-paper lookup
Current: Cross-source retrieval
Target: Traceable multi-source synthesis
Hypothesis continuity
Baseline: Manual notes
Current: Structured experiment memory
Target: Automated evolution tracking
Query expansion quality
Baseline: Literal keyword queries
Current: Semantic expansion
Target: Domain-aware expansion with graph constraints