Sergei Bratchikov

NLP & RL Engineer at White Circle

France
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Summary

👤
Senior
🎓
Top School
Sergei Bratchikov is an NLP and RL engineer with 8 years of experience building and aligning large language models, moderation systems, and high-throughput inference pipelines across industry and open-source labs. He designs SOTA detectors for harmful and hallucinated content, automates jailbreak testing to harden model safety, and applies online/offline RL to improve moderation and alignment. His work spans production optimization (vLLM, ONNX, Triton, TensorRT, FP8 quantization) and research-grade tooling—he leads open-source LLM projects and training frameworks with publications including EMNLP 2024. Based in France and trained in applied mathematics at NUST MISIS, Sergei blends rigorous academic grounding with hands-on system engineering and a notable knack for turning adversarial model attacks into stronger, community-facing safety benchmarks.
code8 years of coding experience
job4 years of employment as a software developer
bookNational University of Science and Technology "MISIS"  (Moscow Institute of Steel and Alloys)
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Github Skills (48)

intel10
onnxruntime10
compression10
quantization10
optimization10
reinforcement-learning9
transformers9
pytorch9
hardware9
onnx9
machine-learning9
inference9
mixture-of-experts9
gpu9
tflite9

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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hivaze/MCBootstrap

Dec 2017 - Dec 2021

Contributions:50 pushes, 1 branch in 4 years
hivaze/PrivateGPTBot

Apr 2023 - Mar 2025

Private chat bot on aiogram for limited access to ChatGPT with custom personalities.
Contributions:14 PRs, 92 pushes, 16 branches in 1 year 11 months
aiogrambotchatgpt-apipython
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Sergei Bratchikov - NLP & RL Engineer at White Circle