Research Roadmap

Dream Lab is experimental background research for design partners.

Dream Lab is an experimental Digital Lab Assistant research workspace for design partners. It can perform quota-limited background hypothesis exploration, literature-grounded ideation, critique, and draft protocol skeletoning. Outputs are provisional and require human review before becoming part of the lab record.

Product direction

The near-term product focus remains reviewable ELN records, LIMS context, evidence organization, and human-approved Digital Lab Assistant workflows.

Current customer focus

  • ELN records and reviewable documentation
  • LIMS context for samples, materials, and custody-relevant events
  • Digital Lab Assistant support with human approval

What exists in the prototype

  • Quota-limited background hypothesis exploration
  • Focus-topic driven research ideation
  • Draft finding generation
  • Critique and confidence scoring
  • Literature citation lookup
  • Human-reviewed import into lab records

What remains human controlled

  • Not an autonomous lab operator
  • Not an approved SOP generator
  • Not a compliance validation engine
  • Not safety-authoritative without human review