
Over six months, contributed to the Opentrons/opentrons repository by expanding labware definitions, optimizing hardware testing protocols, and developing measurement tooling for laboratory automation. Delivered features such as data-driven labware integration, protocol validation, and touch probe measurement workflows, using Python, TypeScript, and JSON. Addressed hardware reliability by refactoring drivers and implementing geometry validation, while enhancing protocol efficiency through tip usage optimization and runtime parameterization. Collaborated on cross-functional hardware-software solutions, validated new labware types, and improved data quality with robust testing. The work enabled broader labware compatibility, streamlined protocol development, and established foundations for accurate, repeatable automation in laboratory environments.
December 2025 monthly summary for Opentrons/opentrons: Delivered a Touch Probe Proof of Concept for Labware Measurement, introducing firmware, drivers, and testing scripts to advance labware metrology. This PoC establishes an end-to-end hardware-software integration pathway and lays the groundwork for production-ready measurement tooling, enabling more accurate and repeatable automation workflows.
December 2025 monthly summary for Opentrons/opentrons: Delivered a Touch Probe Proof of Concept for Labware Measurement, introducing firmware, drivers, and testing scripts to advance labware metrology. This PoC establishes an end-to-end hardware-software integration pathway and lays the groundwork for production-ready measurement tooling, enabling more accurate and repeatable automation workflows.
November 2025 (Opentrons/opentrons) delivered major IWG workflow enhancements, expanded labware support, and geometry/dispensing reliability improvements that collectively improve automation uptime, data quality, and lab throughput. Key features include Jupyter-accessible IWG results, pipette behavior tuned by tip size and dispense volume, and enhanced transfer capabilities with new labware data; addition of Thermo Fisher Nunc MaxiSorp Lockwell Elisa labware with validated geometry; refactoring of IWG creator/validator to enforce safe frustum calculations and NaN defenses; and a 3-second retract delay with adjusted dispense offsets to improve dispensing accuracy. All work was validated with hands-on testing, labware_def_checker validation, and practical protocol runs across multiple plate types.
November 2025 (Opentrons/opentrons) delivered major IWG workflow enhancements, expanded labware support, and geometry/dispensing reliability improvements that collectively improve automation uptime, data quality, and lab throughput. Key features include Jupyter-accessible IWG results, pipette behavior tuned by tip size and dispense volume, and enhanced transfer capabilities with new labware data; addition of Thermo Fisher Nunc MaxiSorp Lockwell Elisa labware with validated geometry; refactoring of IWG creator/validator to enforce safe frustum calculations and NaN defenses; and a 3-second retract delay with adjusted dispense offsets to improve dispensing accuracy. All work was validated with hands-on testing, labware_def_checker validation, and practical protocol runs across multiple plate types.
October 2025 Monthly Summary: Delivered significant platform enhancements that extend capabilities, raise protocol efficiency, and improve reliability. Achievements include introducing a RECYCLE tip usage mode for ABR12 to optimize tip utilization and reduce manual reset time, expanding labware compatibility with 18 new definitions plus Greiner 384-well plate support, and fixing labware geometry with a frustum generation order correction to ensure dimensions align with overall well specs. These efforts collectively increase throughput, broaden customer applicability, and reduce protocol failure risk. Demonstrated strong capabilities in data-driven labware definitions, protocol optimization, and geometry modeling with robust testing and reviews.
October 2025 Monthly Summary: Delivered significant platform enhancements that extend capabilities, raise protocol efficiency, and improve reliability. Achievements include introducing a RECYCLE tip usage mode for ABR12 to optimize tip utilization and reduce manual reset time, expanding labware compatibility with 18 new definitions plus Greiner 384-well plate support, and fixing labware geometry with a frustum generation order correction to ensure dimensions align with overall well specs. These efforts collectively increase throughput, broaden customer applicability, and reduce protocol failure risk. Demonstrated strong capabilities in data-driven labware definitions, protocol optimization, and geometry modeling with robust testing and reviews.
September 2025 monthly summary for Opentrons/opentrons focusing on hardware-testing reliability and protocol optimization. Delivered a critical measurement bug fix, two new hardware testing protocols, and protocol optimizations that reduce errors and improve execution time. Demonstrated data parsing, protocol design, and fleet-level efficiency.
September 2025 monthly summary for Opentrons/opentrons focusing on hardware-testing reliability and protocol optimization. Delivered a critical measurement bug fix, two new hardware testing protocols, and protocol optimizations that reduce errors and improve execution time. Demonstrated data parsing, protocol design, and fleet-level efficiency.
July 2025 monthly summary: Expanded labware definitions for NEST and other manufacturers, including inner well geometries, updated compatibility lists, and refactored the liquid level detection test protocol to support runtime parameters for labware volumes and dispense locations. These changes broaden hardware compatibility, improve testing fidelity, and reduce manual configuration, enabling more accurate and flexible labware handling. Core change captured in commit 0e7266818abd49d21b505561ca8fc22588d1454d: feat(shared-data): New NEST Labware and Inner Well Geometries added to millipore labware (#18807).
July 2025 monthly summary: Expanded labware definitions for NEST and other manufacturers, including inner well geometries, updated compatibility lists, and refactored the liquid level detection test protocol to support runtime parameters for labware volumes and dispense locations. These changes broaden hardware compatibility, improve testing fidelity, and reduce manual configuration, enabling more accurate and flexible labware handling. Core change captured in commit 0e7266818abd49d21b505561ca8fc22588d1454d: feat(shared-data): New NEST Labware and Inner Well Geometries added to millipore labware (#18807).
June 2025 monthly summary: Delivered the Labware Definitions Expansion for the Opentrons platform, broadening the labware catalog and enabling new experimental workflows. Implemented integration of the new definitions into the system and added a validation protocol to ensure correctness and reliability of labware definitions. No major bugs fixed this month. Overall impact includes expanded labware compatibility, improved runner reliability, and support for broader throughput. Technologies and skills demonstrated include data-driven labware definitions, shared-data integration, protocol validation, and commit-driven development.
June 2025 monthly summary: Delivered the Labware Definitions Expansion for the Opentrons platform, broadening the labware catalog and enabling new experimental workflows. Implemented integration of the new definitions into the system and added a validation protocol to ensure correctness and reliability of labware definitions. No major bugs fixed this month. Overall impact includes expanded labware compatibility, improved runner reliability, and support for broader throughput. Technologies and skills demonstrated include data-driven labware definitions, shared-data integration, protocol validation, and commit-driven development.

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