During April 2026, this developer created RECTIFY, an RNA 3' end correction framework, within the bioconda/bioconda-recipes repository. RECTIFY addressed poly(A) tail artifacts in RNA sequencing data by implementing A-tract ambiguity correction, AG mispriming detection, and NET-seq refinement, while also supporting downstream analysis through integration with DESeq2 normalization, clustering, and motif discovery. The work emphasized Python development and bioinformatics, with careful attention to package management using YAML and conda. Collaboration with teammates ensured adherence to bioconda best practices, and improvements to packaging reliability enhanced installation consistency, resulting in a robust, end-to-end RNA-Seq workflow for the community.