February 2025 — Future-House/aviary: Focused feature delivery with MCQ enhancements to improve prompt reliability and traceability. Key feature delivered: MultipleChoiceQuestion Enhancement added a unique 'question_id' field and properties to derive answer letters from shuffled options, improving prompt clarity and the structure of generated prompts. This work is tracked under commit 3d28c1e76c841afec5d8c9ed0678f4f5c6826f12. Major bugs fixed: none reported this month. Overall impact: stronger data integrity for MCQs, clearer prompts, and groundwork for scalable prompt generation. Technologies/skills demonstrated: data model extension, derived properties, and reliable, traceable code changes.

December 2024 performance overview: Delivered significant feature enhancements and reliability improvements across two repos. In Future-House/aviary, added multi-image input support (accepts numpy arrays and base64 strings), extended formatting to handle lists of images, added PNG support, strengthened base64 validation, expanded tests for PNG fixtures, and bumped Python version in CI workflow and lockfile. In Future-House/ldp, introduced a dedicated HTTP error formatting utility, enhanced exception logging with response attributes (status codes and JSON details), and added tests validating the error formatting. These changes improve end-user media capabilities, error observability, and overall reliability, supported by updated tests and reproducible CI environments.