In Feb 2026, focused on documentation quality for AdobeDocs/express-add-ons-docs. Implemented terminology alignment by renaming 'add-on MCP' to 'developer MCP' across the setup docs and clarified the intended use of the MCP server for developers. This work improves developer onboarding, reduces support friction, and lays groundwork for future developer-centric enhancements. Commits: 5cf97b93ecfd2003826904b5618160a876530f19 for traceability.

January 2026 monthly summary for scikit-learn/scikit-learn highlighted a major usability enhancement through Array API compatibility for distance computations. This work enables Array API compliant inputs for distance-related functions, broadening compatibility with multiple array backends and simplifying integration in users’ pipelines. The contributions include two commits: 2e03d830a7d703558d022aae0644b66e64f04fab (PR #32979) adding Array API support to paired_manhattan_distances, and 686ea7c5a61cfe8917b44a7eb4994b89f0e7d6c4 (PR #32985) adding Array API support to pairwise_distances_argmin. Impact: improved usability, interoperability, and potential adoption growth as users can plug distance metrics into Array API-based workflows with less friction. Business value is enhanced through reduced integration effort and expanded ecosystem compatibility. Technologies/skills demonstrated include Python, API design and standardization, contribution to a large open-source project, and careful extension of distance-related functionality while maintaining backward compatibility.