Multi-axis Titrator Interface

Problem

Calibration events for liquid handling systems were tracked across disconnected notes and spreadsheets. This made debugging drift, failed mixes, and timing regressions difficult.

Approach

I built a small interface where each routine run records:

• calibration state
• expected vs actual dispense curves
• operator notes
• exception context on run abort

The metadata model is intentionally explicit so operators can reason about what changed between runs.

Architecture

• Frontend: a task-oriented interface for creating and launching runs.
• Backend: typed API endpoints that validate payloads and persist metadata.
• Persistence: compact schema optimized for auditability and replay.

Outcome

The implementation reduced the time required to diagnose a failed run by making run metadata searchable and versioned.