Stanislav Kirillov is a Berlin-based lead software developer and founder with 11 years of experience building and scaling ML systems and infrastructure across Yandex, Toloka, and startups. He combines deep hands-on expertise in GPU-accelerated machine learning—demonstrated by CUDA bug fixes and refactors in the high-profile CatBoost project—with leadership roles overseeing ML systems and moderation platform development. At Yandex he progressed from developer to head of an ML systems group, driving performance and stability improvements for large-scale production models. Now leading teams at Nebius while founding InferScope, he blends engineering management with low-level performance work and a background in information security. Colleagues rely on him for pragmatic, efficiency-focused solutions that bridge research code and production-grade systems.
11 years of coding experience
8 years of employment as a software developer
Specialist, Information security, Specialist, Information security at Национальный Исследовательский Ядерный Университет «МИФИ» (бывший Московский Инженерно-Физический Институт)
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
Role in this project:
Back-end Developer
Contributions:21 releases, 23 reviews, 647 commits in 5 years 4 months
Contributions summary:Stanislav primarily focused on fixing and refactoring CUDA-related bugs and issues within the CatBoost library. Their contributions involved addressing bugs in CUDA code, including the model converter and testing files, ensuring correct bias handling and overall functionality. The user also worked on refactoring and simplifying code related to feature processing and data loading, specifically, with respect to sparse features and the use of iterators. This work was geared towards improving the efficiency and stability of the CatBoost library's GPU implementation.
Contributions:22 pushes, 7 branches, 2 tags in 2 years 10 months
mpi
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Stanislav Kirillov - Lead Software Developer at Nebius