May 2025 monthly summary for opensrp/fhircore: Delivered AI-assisted audio transcription to FHIR QuestionnaireResponses, enabling live speech-to-text input and automatic conversion of transcription text into structured FHIR data. Implemented robust error handling with retries in the AI-driven conversion path and integrated Google Cloud Speech-to-Text for transcription with Gemini models for FHIR data mapping. The feature is designed to accelerate data capture, reduce manual transcription errors, and improve data quality in clinical forms. No major bugs logged this month; groundwork laid for scalable AI-powered data capture in form workflows.

February 2025 performance summary for onaio/fhir-tooling. Delivered a new CLI command UpdateLocationLineageCommand to batch-update location lineage on a FHIR server, including authentication and FHIR API client setup. Also added end-to-end tests, documentation, and a sample env.properties file. Established foundational utilities via fhir-common-utils and introduced a new snapshot-based test dependency repository to stabilize builds and testing. No explicit major bug fixes this month; the focus was on delivering business value through feature delivery and infrastructure groundwork. Business value includes automated lineage updates, improved data governance on FHIR servers, and faster onboarding via documentation and standardized environment config. Technologies/skills demonstrated: CLI development, authentication integration, FHIR API client usage, test-driven development, documentation, dependency management, and shared utilities.