CogitoNTNU/DeepTactics-Muzero
Feb 2025 – Apr 2025
3 Months active
Languages Used
GitPythonCSSHTMLJavaScriptTypeScriptYAML
Technical Skills
Algorithm ImplementationBackend DevelopmentCode OrganizationConfigurationConfiguration ManagementDeep Learning
Eirik Solberg
PROFILE
Eirik Solberg
Contributed to CogitoNTNU/DeepTactics-Muzero by building and refining both backend AI infrastructure and user-facing frontend features over three months. Developed core Monte Carlo Tree Search logic and aligned backend integration with the Muzero architecture using Python and PyTorch, enabling scalable experimentation and improved AI decision-making. Enhanced the frontend with React and TypeScript, delivering a configuration UI overhaul, dynamic game home page, and team section improvements. Addressed build stability, configuration mapping, and test reliability, ensuring smoother development workflows. Focused on code clarity, maintainability, and UI/UX polish, resulting in a more robust, user-friendly platform for reinforcement learning research and experimentation.
Overall Statistics
Feature vs Bugs
67%Features
Repository Contributions
45Total
Bugs
4
Commits
45
Features
8
Lines of code
2,561
Activity Months3
Your Network
41 peopleWork History
April 2025
17 Commits • 3 Features
Apr 1, 2025April 2025 — Delivered user-facing UI improvements and strengthened frontend reliability for CogitoNTNU/DeepTactics-Muzero. Key features delivered include: About Page Team Section Enhancements with ImageCard components, verified GitHub/LinkedIn links, and new team member details; and a Game Home Page Overhaul with a data-driven source, dynamic rendering of game links, and streamlined styling. Major bugs fixed include frontend build and configuration stability, and a MuZero config mapping bug fix to ensure correct parameter flow. The team temporarily disabled a failing replay buffer test to stabilize CI while root causes are investigated. UI polish and readability improvements were applied to the configuration page for cleaner UX.
17 Commits • 3 Features
Apr 1, 2025April 2025 — Delivered user-facing UI improvements and strengthened frontend reliability for CogitoNTNU/DeepTactics-Muzero. Key features delivered include: About Page Team Section Enhancements with ImageCard components, verified GitHub/LinkedIn links, and new team member details; and a Game Home Page Overhaul with a data-driven source, dynamic rendering of game links, and streamlined styling. Major bugs fixed include frontend build and configuration stability, and a MuZero config mapping bug fix to ensure correct parameter flow. The team temporarily disabled a failing replay buffer test to stabilize CI while root causes are investigated. UI polish and readability improvements were applied to the configuration page for cleaner UX.
April 2025
March 2025
16 Commits • 3 Features
Mar 1, 2025March 2025: Major stability and UX enhancements for MuZero experiments. Delivered a frontend UI overhaul for MuZero configuration, added MCTS Node unit tests, migrated the ML framework optimizer from TensorFlow SGD to PyTorch SGD, and fixed a critical Action import path in the network module. These changes decrease experimentation cycle time, improve reliability, and align the stack with PyTorch-based training.
March 2025
16 Commits • 3 Features
Mar 1, 2025March 2025: Major stability and UX enhancements for MuZero experiments. Delivered a frontend UI overhaul for MuZero configuration, added MCTS Node unit tests, migrated the ML framework optimizer from TensorFlow SGD to PyTorch SGD, and fixed a critical Action import path in the network module. These changes decrease experimentation cycle time, improve reliability, and align the stack with PyTorch-based training.
February 2025
12 Commits • 2 Features
Feb 1, 2025February 2025 monthly summary for CogitoNTNU/DeepTactics-Muzero: This month focused on establishing a solid development foundation and advancing core AI capabilities. The work enables scalable experimentation, faster onboarding, and stronger alignment with Muzero-like architecture, laying the groundwork for improved AI-driven decisions and performance.
12 Commits • 2 Features
Feb 1, 2025February 2025 monthly summary for CogitoNTNU/DeepTactics-Muzero: This month focused on establishing a solid development foundation and advancing core AI capabilities. The work enables scalable experimentation, faster onboarding, and stronger alignment with Muzero-like architecture, laying the groundwork for improved AI-driven decisions and performance.
February 2025
Activity
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Quality Metrics
Correctness90.4%
Maintainability92.4%
Architecture86.4%
Performance86.6%
AI Usage20.0%
Skills & Technologies
Programming Languages
CSSGitHTMLJavaScriptPythonTypeScriptYAML
Technical Skills
Algorithm ImplementationBackend DevelopmentBuild ManagementCSSCode ClarityCode GenerationCode HighlightingCode OrganizationCode RefactoringComponent DesignComponent DevelopmentConfigurationConfiguration ManagementDeep LearningDependency Management
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