Evidence & Validation

Evidence before claims

We separate demonstrated technical capability from active validation work and future product vision.

Demonstrated technical foundation

  • Calibrated stereo capture and video-processing workflows
  • ZeOS Platform and real-to-simulation control loop
  • External controller driving the platform in real time
  • Fish movement and spatial behavior modeling
  • ZED-based RGB and depth workflow development

Active validation work

  • ALS zebrafish-model functional phenotyping workflow
  • Per-fish identity and longitudinal evidence record
  • Behavioral feature extraction
  • Controlled stimuli and protocol logging
  • Synthetic-data generation for tracking and QC stress testing
  • Reference-condition study design
  • Comparison of standard endpoints versus combined functional evidence
Technical platform metrics

From current zebrafish platform development

Technical platform metrics from current zebrafish platform development.

Stereo calibration error

2.8 px median

top view, 7,188 frames

Frontal reprojection error

4.6 px median

front view, same dataset

Real2Sim round trip

No additional error

verified against ground truth

Platform control rate

20 Hz over UDP

per-bone animation

A technical metric that passes is not the same as a biological result that is correct. Biological and decision validity are being tested through controlled real experiments, reference conditions, and partner collaboration.