AptaPilot rescues the aptamer experiments that got stuck

Field notes

The workflow begins with either a stalled enriched pool or a target and ends in a ranked shortlist, validated aptamer, or characterization report. The page emphasizes real-buffer folding, G-quadruplex detection, family clustering, and Kd fitting rather than treating sequence analysis as a generic black box. It also reports training on hundreds of Liu-lab pools and describes a roughly 30% rescue rate across failed selections, with six genuine families recovered so far.