Athelas One — Class II AI/ML Blood Analyzer
Impact
Led design revision and execution of a Class II medical device, delivering a production-ready update in 6 months while reducing test time by 18% and BOM cost by 13%.
Built automated lifecycle and manufacturing test infrastructure, increasing validation throughput by ~300%.
Scaled manufacturing systems and BOM management to support deployment of 3,000+ devices.
Developed embedded firmware (ARM/Linux, microcontrollers) for motion control and diagnostics, improving field reliability and reducing in-field failures.
Diagnosed and resolved electronic quality issues via RMA analysis, increasing manufacturing pass rates by 12%.
Created internal diagnostic and monitoring tools (SQL, JavaScript, Retool) enabling real-time fleet health visibility and faster root cause analysis.
My Role
Technical owner for hardware and firmware of a Class II blood analyzer in a regulated manufacturing environment.
Developed embedded firmware (ARM/Linux) for motion control and telemetry, plus automated manufacturing test systems.
Led V&V activities under ISO 13485/MDSAP, including risk management, traceability, and failure analysis (RMA → CAPA/ECO).
Supported hardware architecture, component selection, and DFM/DFA through production ramp.

Internal hardware architecture and component layout
Key Challenges
Designing within Class II medical device regulatory constraints while preserving rapid iteration cycles.
Balancing BOM cost reduction with component availability, reliability, and long-term supply stability.
Reducing manufacturing yield variability through automated test and validation systems.
Bridging gaps between lab performance assumptions and real-world environmental variability (temperature, vibration, shipping).
Skills & Tools
Hardware: PCB design, DFM/DFA, BOM management, manufacturing scale-up
Firmware: ARM, Linux, microcontrollers, motion control, telemetry
Quality & Regulatory: ISO 13485, MDSAP, V&V, risk management, CAPA
Manufacturing & Test: Automated test systems, lifecycle validation, yield optimization
Data & Tooling: Python, SQL, JavaScript, Retool
