Situation
A high-speed antibiotic susceptibility platform required real-time firmware, precision mechanics, thermal regulation, board-level electronics, diagnostics, assay coordination, quality systems, and manufacturing readiness.
The real obstacle
The limiting work lived at the boundaries: firmware behavior versus physical dynamics, system diagnostics versus assay needs, development architecture versus production readiness, and technical decisions versus cross-functional execution.
My role
I led and mentored embedded-systems execution while remaining hands-on with real-time architecture, precision motion control, thermal management, board bring-up, diagnostics, and system reliability.
Technical approach
I worked across firmware, hardware, systems, assay, manufacturing, and quality to surface risk, strengthen integration, and keep the product-readiness path grounded in system behavior and test evidence.
Outcome and value
The program moved forward with clearer embedded ownership, stronger cross-functional integration, and a more credible path from development toward a regulated product.
Public descriptions are intentionally limited to non-confidential architecture, integration, and leadership patterns.