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mstojko

PROFILE

Mstojko

During August 2025, Marko Stojko developed core vision-related features for the tenstorrent/tt-metal repository, focusing on the introduction of the VisionEmbedding class to support vision model capabilities. He enhanced deployment reliability by refactoring code, expanding test coverage, and updating documentation, all implemented in Python with supporting YAML configuration. Marko improved CI pipelines and model configuration to ensure compatibility across multiple models and deployment environments, reducing integration risk and enabling faster iteration. Additionally, he updated the Tracy submodule to incorporate the latest features and fixes. His work demonstrated depth in deep learning, DevOps, and robust unit testing practices throughout the project.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

9Total
Bugs
0
Commits
9
Features
3
Lines of code
199
Activity Months1

Work History

August 2025

9 Commits • 3 Features

Aug 1, 2025

August 2025 (tt-metal): Delivered core vision-related capabilities and strengthened deployment reliability. Key features include the VisionEmbedding class introduction with initial tests and supportive refactors/docs, and CI/model path/configuration improvements to enhance compatibility across multiple models and deployment setups. Updated the Tracy submodule to a newer commit to gain latest features and fixes. These changes were accompanied by expanded test coverage and documentation updates, alongside environment-aware adjustments that reduce integration risk and accelerate iteration on vision-enabled models. Overall, the work improves business value by enabling faster experimentation, more robust CI/testing, and up-to-date dependencies.

Activity

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Quality Metrics

Correctness84.4%
Maintainability86.6%
Architecture84.4%
Performance84.4%
AI Usage33.4%

Skills & Technologies

Programming Languages

NonePythonYAML

Technical Skills

CI/CDDeep LearningDevOpsMachine LearningPyTorchPythonPython developmentUnit TestingVersion ControlYAML configurationdeep learningmachine learningtestingunit testing

Repositories Contributed To

1 repo

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

tenstorrent/tt-metal

Aug 2025 Aug 2025
1 Month active

Languages Used

NonePythonYAML

Technical Skills

CI/CDDeep LearningDevOpsMachine LearningPyTorchPython

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