Project case study
GeneSync
Sequence alignment is difficult to inspect when the algorithm remains invisible to the learner.

Problem
Sequence alignment is difficult to inspect when the algorithm remains invisible to the learner.
Role & team
Group 5 contributor on an academic bioinformatics project.
Constraints
Preserve the global-alignment workflow while making validation, scoring, traceback, and similarity observable.
Key decisions
Built an interaction model around FASTA-aware input, scoring-matrix inspection, traceback, identity analysis, and hotspot mapping.
Architecture
SwiftUI client with a Needleman–Wunsch dynamic-programming engine.
Result
Delivered an explainable global-alignment learning workflow.