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Andrew Johnson

PROFILE

Andrew Johnson

Andrew Johnson contributed to core numerical and statistical libraries, focusing on reliability and cross-platform compatibility in repositories such as stan-dev/math and stan-dev/stan. He refactored scalar operation APIs, improved gradient computation stability, and modernized Windows toolchain support, using C++ and R to enhance both performance and usability. His work included hardening CI pipelines with GitHub Actions, expanding ARM64 and OpenCL support, and simplifying build automation. By addressing subtle bugs in pathfinding and numerical methods, Andrew ensured robust optimization routines and reproducible results. His engineering approach emphasized maintainable code, comprehensive testing, and seamless integration across diverse development and deployment environments.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

84Total
Bugs
21
Commits
84
Features
21
Lines of code
1,964
Activity Months6

Work History

October 2025

1 Commits

Oct 1, 2025

October 2025: stan-dev/stan focused on stabilizing pathfinding in the L-BFGS multi-path loop to prevent out-of-bounds crashes. Addressed a potential crash by gating the duplicate-draw index check in pathfinder_lbfgs_multi to only run when draws remain, preventing indexing beyond vector length. The fix improves robustness of the pathfinding component under multi-path scenarios and reduces downstream failure risk in optimization routines.

June 2025

1 Commits

Jun 1, 2025

Month: 2025-06. In stan-dev/math, delivered a robustness-focused bug fix that improves forward-gradient stability for the standard normal log-quantile function. The change removes unnecessary sign checks and directly uses the input derivative, resulting in more reliable gradient-based computations across downstream models and simulations.

April 2025

24 Commits • 8 Features

Apr 1, 2025

April 2025 performance summary focusing on business value and technical achievements across stan-dev/docs, stan-dev/math, and stan-dev/cmdstanr. Key updates included Windows toolchain modernization (RTools45), CI hardening, testing infrastructure improvements, and targeted bug fixes that improved reliability, usability, and API robustness. These efforts reduced friction for Windows users, accelerated release readiness, and broadened API capabilities.

March 2025

32 Commits • 8 Features

Mar 1, 2025

March 2025: Across stan-dev/math, stan-dev/cmdstanr, and stan-dev/docs, delivered a safer API surface and improved performance, enhanced cross-platform CI, and strengthened test and release processes to drive business value through more reliable numerical software and faster contributor onboarding. Key activities included API cleanup/refactor for scalar operations, extended CI coverage (arm64) with platform hang fixes, parallelism tuning for file operations and computations, test/matrix/config improvements for reliability, and cross-repo toolchain/CI improvements with CmdStanR v0.9.0 release prep.

January 2025

24 Commits • 4 Features

Jan 1, 2025

January 2025 monthly summary for Stan development repositories focusing on business value, reliability, and performance gains across core workstreams. Highlights include cross-platform OpenCL CI improvements, Windows toolchain robustness, numerical stability enhancements in the math library, and repository hygiene improvements (submodule synchronization).

December 2024

2 Commits • 1 Features

Dec 1, 2024

December 2024: Delivered targeted improvements across two repositories to boost cross-platform reliability and maintainability, with a focus on business value and technical depth.

Activity

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Quality Metrics

Correctness93.0%
Maintainability93.4%
Architecture90.4%
Performance86.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

BashBinaryCC++GroovyMarkdownPowerShellPythonQMLQuarto

Technical Skills

API DevelopmentAlgorithm ImplementationAlgorithm OptimizationAutodiffAutomatic DifferentiationAutomationBuild AutomationBuild EngineeringBuild SystemsBuild systemsC++C++ DevelopmentC++ Template MetaprogrammingC++ template metaprogrammingC/C++

Repositories Contributed To

6 repos

Overview of all repositories you've contributed to across your timeline

stan-dev/math

Dec 2024 Jun 2025
5 Months active

Languages Used

C++BinaryPowerShellPythonRYAML

Technical Skills

Linear AlgebraNumerical MethodsC++C++ DevelopmentC++ template metaprogrammingCalculus

stan-dev/cmdstanr

Jan 2025 Apr 2025
3 Months active

Languages Used

BashRYAML

Technical Skills

Build AutomationBuild SystemsBuild systemsCI/CDCross-platform CompatibilityCross-platform development

stan-dev/docs

Mar 2025 Apr 2025
2 Months active

Languages Used

QMLQuartoMarkdown

Technical Skills

DocumentationTechnical Writing

stan-dev/stan

Jan 2025 Oct 2025
2 Months active

Languages Used

GroovyC++

Technical Skills

CI/CDDevOpsJenkinsAlgorithm OptimizationC++ DevelopmentNumerical Methods

karlseguin/quickjs

Dec 2024 Dec 2024
1 Month active

Languages Used

CYAML

Technical Skills

Build SystemsC/C++CI/CD

grafana/k6-DefinitelyTyped

Jan 2025 Jan 2025
1 Month active

Languages Used

TypeScript

Technical Skills

API DevelopmentLibrary DevelopmentTypeScript

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