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Drew Johnson

PROFILE

Drew Johnson

Over ten months, contributed core development and refactoring to the terrapower/armi repository, focusing on backend reliability, data integrity, and simulation performance. Built and optimized features such as iterator-based traversal, robust pin indexing, and automatic reactor expansion on database load, using Python and leveraging object-oriented design patterns. Addressed bugs in file I/O, database management, and cross-section data handling, improving correctness and maintainability. Enhanced test coverage and documentation, introduced secure defaults for database permissions, and streamlined configuration management. The work demonstrated depth in algorithm design, code optimization, and parallel computing, resulting in more reliable, maintainable, and scalable reactor simulation workflows.

Overall Statistics

Feature vs Bugs

59%Features

Repository Contributions

24Total
Bugs
9
Commits
24
Features
13
Lines of code
4,303
Activity Months10

Work History

February 2026

1 Commits • 1 Features

Feb 1, 2026

Month 2026-02 summary for terrapower/armi focusing on security hardening and default behavior improvements. Implemented a secure default for the Database class by introducing a default read-only permission when none is specified, reducing the risk of unintended writes and simplifying instantiation. Updated tests to reflect the new default behavior. No critical bugs reported this month; emphasis on robust defaults and test coverage. Overall impact includes stronger security posture, easier usage, and maintainable code changes. Technologies demonstrated: Python, unit testing, test-driven development, and defensive design.

October 2025

3 Commits • 2 Features

Oct 1, 2025

October 2025 highlights for terrapower/armi focused on reliability, configurability, and maintainability. Delivered two targeted features and fixed a critical cross-section loading bug, with documentation improvements that clarify zone customization. Impact includes more reliable restarts, safer XS loading, and clearer configuration pathways for reactor zones. Demonstrated strong Python refactoring, interface design, and documentation skills, delivering tangible business value by reducing restart risk, enabling easier customization, and improving maintainability.

September 2025

4 Commits • 1 Features

Sep 1, 2025

September 2025 monthly summary for terrapower/armi: Focused on reliability and data integrity in geometry and pin-index management. Delivered Robust Pin Index Assignment for Spatial Blocks, including sorting-resilient logic, handling mixed fuel/non-fuel grids, and clearing previous pinIndices; added tests to verify behavior. Fixed CoordinateLocation persistence on load to guarantee accurate reconstruction of spatial relationships when saving/loading reactor models. These changes improve accuracy of simulations, reduce risk of data corruption during reordering, and enhance test coverage. Technologies demonstrated include Python code changes, test-driven development, and DB loading integrity.

August 2025

7 Commits • 5 Features

Aug 1, 2025

August 2025 monthly summary for terrapower/armi: Focused on data-model simplification, robust pin-indexing, and improved data reconciliation. Delivered multiple data-model cleanups to reduce maintenance surface and potential misconfigurations. Enhanced pin indexing with per-component pinIndices and a block-level fallback to ensure accurate pin-tracking across rotations and configurations. Strengthened test reliability and correctness with concrete equality/hash fixes and unique test identifiers. Improved database comparison to correctly diff dictionaries and datasets of differing sizes, enabling more reliable state comparisons. Business value: cleaner data models reduce onboarding and maintenance costs; more accurate pin mappings improve simulation fidelity and configuration confidence; robust diffs speed issue diagnosis and reduce drift between expected and actual results; improved test hygiene lowers CI flakiness and accelerates iteration. Technologies/skills demonstrated: Python data modeling and refactoring, mapping algorithms, rotation-aware data structures, defensive programming for tests, and enhanced data-diff tooling.

July 2025

1 Commits

Jul 1, 2025

Monthly summary for 2025-07: Delivered a critical data integrity fix in terrapower/armi by updating the Geodst file reader to use 32-bit integers, preventing truncation and overflow for large values and ensuring accurate representation of inputs. This change addresses larger datasets and reduces the risk of incorrect simulations and downstream errors. The commit implementing the change is 73b8629f8291004289378f0fcc1cbedb2b3c8a21. The work demonstrates solid data-type handling, Python/NumPy proficiency, and contributes to the reliability of geodst-based workflows.

May 2025

1 Commits • 1 Features

May 1, 2025

May 2025 monthly summary for terrapower/armi: Delivered feature to automatically expand a reactor to its full core configuration on database load, gated by a new setting to prevent unnecessary expansion. Updated database loading logic to respect the setting and added tests to verify correct behavior. These changes reduce unnecessary work during startup/load and improve reliability of core configuration loading.

April 2025

2 Commits • 1 Features

Apr 1, 2025

In April 2025, terrapower/armi delivered key improvements focused on memory-efficient iteration and MPI shutdown efficiency. The team introduced iterator-based block traversal and reduced unnecessary inter-process communication, resulting in performance gains and easier maintenance. These changes lay groundwork for scalable simulations and improved developer velocity.

March 2025

1 Commits • 1 Features

Mar 1, 2025

March 2025 monthly summary focused on delivering a key performance improvement in the ARMI framework.

February 2025

2 Commits

Feb 1, 2025

February 2025 – terrapower/armi: Delivered targeted fixes to improve numerical robustness and reduce noise in simulation output. Key work included HexGrid improved rotated index detection with a relative pitch tolerance and suppression of density warnings for Component Fluids, both accompanied by dedicated tests ensuring correct behavior under floating-point variations and material conditions. These changes enhance reliability of grid indexing and material handling, lower maintenance cost due to warning noise, and support more trustworthy downstream analyses.

December 2024

2 Commits • 1 Features

Dec 1, 2024

December 2024 monthly work summary focused on terrapower/armi, highlighting key features delivered, major bugs fixed, and overall impact. The work emphasizes business value through improved correctness, reliability, and maintainability of the rotation/orientation functionality and its tests.

Activity

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Quality Metrics

Correctness92.0%
Maintainability92.0%
Architecture89.6%
Performance83.8%
AI Usage21.6%

Skills & Technologies

Programming Languages

PythonRST

Technical Skills

API DesignAlgorithm DesignCode OptimizationCode Quality ImprovementCode RefactoringComponent DesignComponent ManagementConfiguration ManagementCore DevelopmentData HandlingData StructuresDatabase ComparisonDatabase ManagementDocumentationError Handling

Repositories Contributed To

1 repo

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

terrapower/armi

Dec 2024 Feb 2026
10 Months active

Languages Used

PythonRST

Technical Skills

Algorithm DesignCode Quality ImprovementCode RefactoringDocumentationRefactoringUnit Testing