Jakub Arnold is a Senior Machine Learning Engineer based in Prague with 15 years of software development experience and a strong academic background in artificial intelligence. He combines production-focused ML engineering at MSD with systems-level work across Rust, C++, Python and web technologies, shipping everything from cloud DNA-processing pipelines to high-performance search services. Jakub is also an indie game developer who built a custom 2D engine in Rust using wgpu and has published games on Steam, reflecting deep graphics and real-time systems expertise beyond typical ML roles. A long-time open-source contributor, he’s fixed core Ember.js behaviors and enhanced ember-model with features like nested dirty tracking and robust findMany handling. Known for pragmatic problem-solving and debugging, he repeatedly turns complex research and domain requirements into deployable, high-performance software. He brings a rare blend of academic rigor, low-level systems craft, and full-product shipping experience.
15 years of coding experience
10 years of employment as a software developer
Master's degree, Artificial Intelligence, Master's degree, Artificial Intelligence at Charles University in Prague
Contributions summary:Jakub made several significant contributions to the Ember Model library, including adding the `reload` and `findMany` methods to the Model class. They implemented dirty tracking for nested objects, enabling better data management. The user also updated the adapter to correctly utilize `collectionKey` and `rootKey`, ensuring proper data serialization and retrieval. Moreover, the user addressed multiple edge cases and bug fixes, like fixing `findMany` not resolving when records are in cache.
Ember.js - A JavaScript framework for creating ambitious web applications
Role in this project:
Front-end Developer
Contributions:11 commits in 2 months
Contributions summary:Jakub contributed to the Ember.js framework by addressing various issues related to the user interface and application behavior. Their work included fixing documentation errors in the `{{each}}` and `{{render}}` helpers, and implementing features such as the `allowed-keys` option for the `{{action}}` helper. They also made improvements by normalizing controller lookup and implementing tests for better functionality.
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Jakub Arnold - Senior Machine Learning Engineer at MSD