Kirill Gelvan

AI Agents Researcher at JetBrains

Munich, Bavaria, Germany
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Summary

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Kirill Gelvan is an AI agents researcher and NLP engineer with eight years of experience and a focused three-plus years in production NLP and RAG systems. Based in Munich, he built scalable retrieval-augmented pipelines and error-classification automation that reduced unethical responses by 35% and extended chatbot memory threefold while increasing ARPU. At JetBrains he developed an IDE Debugging-Agent and explored agent distillation and implicit context condensation to tackle software-engineering benchmarks. He combines hands-on model distillation, quantization and vector DB scaling with teaching experience—creating and delivering multiple university and Coursera courses—bringing both practical product impact and clear technical communication to cross-functional teams. Notably, he emphasizes team cohesion and confident leadership alongside technical depth, making him effective at turning research ideas into reliable engineering features.
code8 years of coding experience
job4 years of employment as a software developer
bookMaster of Science - MS, Mathematics in Data Science, Master of Science - MS, Mathematics in Data Science at Technical University of Munich
bookBachelor's degree, 𝐅𝐚𝐜𝐮𝐥𝐭𝐲 𝐨𝐟 𝐂𝐒, Applied Mathematics and Informatics, Bachelor's degree, 𝐅𝐚𝐜𝐮𝐥𝐭𝐲 𝐨𝐟 𝐂𝐒, Applied Mathematics and Informatics at Higher School of Economics
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Stackoverflow

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Github Skills (56)

transformers10
pytorch10
language-model10
python10
machine-learning10
keras10
deep-learning10
tensorflow10
bert10
natural-language-processing10
transformer10
speech-recognition10
nlp10
jax10
reinforcement-learning9

Programming languages (6)

C++TeXJavaScriptJupyter NotebookPythonKotlin

Github contributions (5)

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Kirili4ik/code2vec

Apr 2020 - Aug 2021

code2vec for Python 3 made for NL2ML project
Contributions:22 commits, 10 pushes, 1 branch in 1 year 4 months
pythonembeddingscode2vecpython-3python3
Contributions:25 commits, 14 pushes in 8 months
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Kirill Gelvan - AI Agents Researcher at JetBrains