
Over eight months, Tom Funnell enhanced cross-platform package support and statistical tooling in the bioconda/bioconda-recipes and conda-forge repositories. He delivered Apple Silicon (osx-arm64) compatibility for numerous Bioconductor packages, standardizing build configurations and incrementing build numbers to ensure reliable installation on ARM-based Macs. Tom packaged new R tools such as FLORAL, GEEasy, ggokabeito, and mgcviz, expanding statistical modeling and data visualization capabilities. His work involved Bash and R programming, YAML configuration, and CI/CD integration, focusing on reproducibility and maintainability. The depth of his contributions improved build reliability, broadened user access, and streamlined migration support across architectures.
February 2026 monthly summary focused on expanding statistical modeling capabilities, improving data visualization quality, and expanding platform support across conda-forge repositories. Key features delivered and impacts: - R GEEasy: Generalized Estimating Equations support added to conda-forge/staged-recipes, enabling GLM estimation for correlated observations with the r-geeasy package. This expands statistical modeling options for users requiring robust analysis of correlated data. Commit ac07323f231f70e3ef6fe112b5ec89aebcd3be9d (adding r-geeasy (#31895)). - R ggokabeito: Discrete scales for the Okabe–Ito palette added to improve accessibility and visual clarity in ggplot2/ggraph visualizations with r-ggokabeito. Commit c4adf68579e81cd8d559251964e9378a5a483012 (Add r-ggokabeito (#32348)). - R mgcviz: Visualization tools for GAMs added to mgcv visualization capabilities via r-mgcviz. This enables richer diagnostics and interpretability for GAM-based analyses. Commit 0f9a3b1be79d0ce4f775a1d155dd817d714f7512 (Add r-mgcviz (#32349)). - OSX ARM64 Migration Enhancement (R-deoptim integration): osx_arm64 migration updated to include r-deoptim, strengthening macOS ARM64 support for R-packages in conda-forge. Commit 3cb8012007f47904bf11851edbf92b933571ccd1 (Adding r-deoptim to osx_arm64 migration).
February 2026 monthly summary focused on expanding statistical modeling capabilities, improving data visualization quality, and expanding platform support across conda-forge repositories. Key features delivered and impacts: - R GEEasy: Generalized Estimating Equations support added to conda-forge/staged-recipes, enabling GLM estimation for correlated observations with the r-geeasy package. This expands statistical modeling options for users requiring robust analysis of correlated data. Commit ac07323f231f70e3ef6fe112b5ec89aebcd3be9d (adding r-geeasy (#31895)). - R ggokabeito: Discrete scales for the Okabe–Ito palette added to improve accessibility and visual clarity in ggplot2/ggraph visualizations with r-ggokabeito. Commit c4adf68579e81cd8d559251964e9378a5a483012 (Add r-ggokabeito (#32348)). - R mgcviz: Visualization tools for GAMs added to mgcv visualization capabilities via r-mgcviz. This enables richer diagnostics and interpretability for GAM-based analyses. Commit 0f9a3b1be79d0ce4f775a1d155dd817d714f7512 (Add r-mgcviz (#32349)). - OSX ARM64 Migration Enhancement (R-deoptim integration): osx_arm64 migration updated to include r-deoptim, strengthening macOS ARM64 support for R-packages in conda-forge. Commit 3cb8012007f47904bf11851edbf92b933571ccd1 (Adding r-deoptim to osx_arm64 migration).
January 2026 monthly summary for conda-forge/conda-forge-pinning-feedstock. Delivered ARM migration enhancement by including the r-mess package in ARM migration files, strengthening cross-architecture compatibility and ensuring availability in the conda-forge ecosystem. No major bugs fixed this month; focused on stabilizing ARM migrations and aligning migration data with upstream changes. Impact: improved reliability of ARM builds and broader package coverage, enabling smoother access to r-mess for ARM users and reducing build-time inconsistencies. Technologies and skills demonstrated: ARM migration strategies, cross-architecture packaging workflows in the conda-forge ecosystem, Git-based collaboration and disciplined commit hygiene.
January 2026 monthly summary for conda-forge/conda-forge-pinning-feedstock. Delivered ARM migration enhancement by including the r-mess package in ARM migration files, strengthening cross-architecture compatibility and ensuring availability in the conda-forge ecosystem. No major bugs fixed this month; focused on stabilizing ARM migrations and aligning migration data with upstream changes. Impact: improved reliability of ARM builds and broader package coverage, enabling smoother access to r-mess for ARM users and reducing build-time inconsistencies. Technologies and skills demonstrated: ARM migration strategies, cross-architecture packaging workflows in the conda-forge ecosystem, Git-based collaboration and disciplined commit hygiene.
August 2025 monthly summary focusing on key accomplishments, top achievements, overall impact, and technology demonstrated in packaging and platform support for conda-forge-pinning-feedstock and bioconda-recipes. Highlights include added ARM and macOS ARM support and inclusion of key R packages in build environments, expanding deployment options and improving build reliability.
August 2025 monthly summary focusing on key accomplishments, top achievements, overall impact, and technology demonstrated in packaging and platform support for conda-forge-pinning-feedstock and bioconda-recipes. Highlights include added ARM and macOS ARM support and inclusion of key R packages in build environments, expanding deployment options and improving build reliability.
July 2025 monthly review for bioconda/bioconda-recipes focusing on platform parity and ARM64 readiness. Key feature delivered: added Apple Silicon OS X (arm64) platform/build support for bioconductor-hmmcopy, updating the build configuration to include osx-arm64 and incrementing the build number to reflect the ARM64-enabled release. This work ensures that Apple Silicon Macs can build and run the package, expanding the user base and accelerating adoption on macOS ARM64 devices.
July 2025 monthly review for bioconda/bioconda-recipes focusing on platform parity and ARM64 readiness. Key feature delivered: added Apple Silicon OS X (arm64) platform/build support for bioconductor-hmmcopy, updating the build configuration to include osx-arm64 and incrementing the build number to reflect the ARM64-enabled release. This work ensures that Apple Silicon Macs can build and run the package, expanding the user base and accelerating adoption on macOS ARM64 devices.
Monthly summary for 2025-05 focusing on business value and technical achievements for the Bioconda recipes workflow. This period delivered cross-platform build capability enhancements and ensured better compatibility with Apple Silicon users, reinforced by precise change-tracking and metadata updates. The work is framed to support broader adoption, smoother CI runs, and more reliable package builds across platforms.
Monthly summary for 2025-05 focusing on business value and technical achievements for the Bioconda recipes workflow. This period delivered cross-platform build capability enhancements and ensured better compatibility with Apple Silicon users, reinforced by precise change-tracking and metadata updates. The work is framed to support broader adoption, smoother CI runs, and more reliable package builds across platforms.
April 2025 monthly summary for bioconda/bioconda-recipes: Delivered a feature to package the FLORAL R package within Bioconda, enabling seamless installation for researchers. The primary work involved adding a new r-floral recipe with explicit version, source URL, SHA256, and dependencies (R and Bioconductor), aligning with Bioconda packaging standards and ensuring correct build/run requirements. No major bugs reported or fixed this month; the focus was on packaging quality, reproducibility, and ecosystem consistency. Overall impact includes improved accessibility and reproducibility for end users, reducing setup friction and enhancing Bioconda’s coverage of Bioconductor/R tooling. Technologies demonstrated include Bioconda packaging, R packaging, dependency and checksum management, versioning, and build/run configuration.
April 2025 monthly summary for bioconda/bioconda-recipes: Delivered a feature to package the FLORAL R package within Bioconda, enabling seamless installation for researchers. The primary work involved adding a new r-floral recipe with explicit version, source URL, SHA256, and dependencies (R and Bioconductor), aligning with Bioconda packaging standards and ensuring correct build/run requirements. No major bugs reported or fixed this month; the focus was on packaging quality, reproducibility, and ecosystem consistency. Overall impact includes improved accessibility and reproducibility for end users, reducing setup friction and enhancing Bioconda’s coverage of Bioconductor/R tooling. Technologies demonstrated include Bioconda packaging, R packaging, dependency and checksum management, versioning, and build/run configuration.
February 2025 monthly summary for bioconda/bioconda-recipes: Apple Silicon (osx-arm64) support across Bioconductor package recipes delivered and standardized. Build numbers incremented and osx-arm64 added to additional platforms to improve installation reliability for macOS users on Apple Silicon. Coverage spans limma, pcamethods, biocparallel, globalancova, graph, rbgl, multtest, msnbase, camera, fgsea and related packages. Changes were implemented through 12 commits across 11 packages, including updates such as: Updating bioconductor-limma for osx-arm64 (#53690); Updating bioconductor-pcamethods for osx-arm64 (#53694); Updating bioconductor-biocparallel for osx-arm64 (#53697); Updating bioconductor-globalancova for osx-arm64 (#53718); Updating bioconductor-multtest for osx-arm64 (#53735); Updating bioconductor-camera for osx-arm64 (#53739); Updating bioconductor-fgsea version, osx-arm64 (#53737).
February 2025 monthly summary for bioconda/bioconda-recipes: Apple Silicon (osx-arm64) support across Bioconductor package recipes delivered and standardized. Build numbers incremented and osx-arm64 added to additional platforms to improve installation reliability for macOS users on Apple Silicon. Coverage spans limma, pcamethods, biocparallel, globalancova, graph, rbgl, multtest, msnbase, camera, fgsea and related packages. Changes were implemented through 12 commits across 11 packages, including updates such as: Updating bioconductor-limma for osx-arm64 (#53690); Updating bioconductor-pcamethods for osx-arm64 (#53694); Updating bioconductor-biocparallel for osx-arm64 (#53697); Updating bioconductor-globalancova for osx-arm64 (#53718); Updating bioconductor-multtest for osx-arm64 (#53735); Updating bioconductor-camera for osx-arm64 (#53739); Updating bioconductor-fgsea version, osx-arm64 (#53737).
For 2025-01, delivered Apple Silicon osx-arm64 support for Bioconductor package recipes in bioconda/bioconda-recipes, incrementing build numbers and adding osx-arm64 to the allowed platforms. This expands cross-platform compatibility and improves accessibility for ARM-based Macs. Key operational outcomes include updated platform matrix, streamlined builds for ARM, and alignment with Bioconductor packaging standards.
For 2025-01, delivered Apple Silicon osx-arm64 support for Bioconductor package recipes in bioconda/bioconda-recipes, incrementing build numbers and adding osx-arm64 to the allowed platforms. This expands cross-platform compatibility and improves accessibility for ARM-based Macs. Key operational outcomes include updated platform matrix, streamlined builds for ARM, and alignment with Bioconductor packaging standards.

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