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Nikita Khomich

Scaling RL @Tzafon
Tzafon · United Kingdom · engineer
Founding Member Of Technical Staff At Tzafon, Working On Scaling Reinforcement LearningBronze Medal For Belarus At IMO 2020 (rank 262, 17 Points)University Of Cambridge (2021-2024)Co-author Of 'Grokking Revisited' (LSTM Reverse-engineering, Dec 2024)Speaker On Robust Computer-use Agents (Lisbon AI, Feb 2026)

Nikita Khomich is a Belarusian-born engineer and researcher. He won a bronze medal for Belarus at the 61st International Mathematical Olympiad (IMO 2020, held online from St Petersburg), having graduated from Lyceum BGU in Minsk. He studied at the University of Cambridge (2021-2024). His roles have spanned research and engineering: a junior researcher at Huawei (Cambridge), a research intern at IPAM (UCLA), a computational scientist contractor at Cambridge, and a quantitative-research role listed for 2024-2025. Since 2025 he has been a founding member of technical staff at Tzafon, an AI company building foundation models for computer-use agents, where he works on scaling reinforcement learning. He co-authored public research on 'grokking' in LSTMs and speaks publicly on computer-use agents.

Nikita Khomich (NikitosKh) — founding member of technical staff at Tzafon (AI, scaling RL); Cambridge mathematics graduate; IMO 2020 bronze medallist for Belarus; co-author of 'Grokking revisited' (LSTM reverse-engineering); speaker on robust computer-use agents.

Details
LocationUnited Kingdom
Company sitetzafon.ai
UniversityUniversity of Cambridge
Reinforcement learningMachine learning researchDeep learningMathematicsQuantitative researchComputer-use agentsAutomated theorem provingStatisticsMechanistic interpretability
Notes
  • Quant employment verification: UNRESOLVED. No employer or role can be confirmed from primary sources. The only quantitative-finance-adjacent entries are LinkedIn-index-only: a 'Quantitative Research' role 2024-06..2025-01 at a company left Undisclosed (no employer name, no domain, no primary-source page), and a 'Spring Intern' at Citadel listed 2022 (Citadel is a genuine hedge fund/market maker, but a 'spring intern' is commonly a short insight/spring-week student programme, which does not by itself establish employment). Neither has independent primary-source corroboration; the LinkedIn enrichment index is not an independent confirmation. Retention: uncertainty retained.
  • Founding Member of Technical Staff at Tzafon (AI, San Francisco Bay Area), stated to be scaling reinforcement learning; this is a current technical/engineering role, not a quantitative-finance role.
  • Co-author of 'Grokking revisited: reverse engineering grokking modulo addition in an LSTM' (Dec 2024), a mechanistic-interpretability study with public code, indicating active ML research output.Dec 2024
  • Bronze medal for Belarus at the 61st International Mathematical Olympiad (IMO 2020, held online), confirmed by the official IMO results page (rank 262, 17 points).Sep 2020
  • Studied at the University of Cambridge 2021-2024 (mathematics), per the LinkedIn index; no degree title is stated in sources, so no degree is asserted.
  • Prior research and engineering roles listed in the LinkedIn index: Junior Researcher at Huawei (Cambridge, automated theorem proving, 2022); Research Intern at IPAM, UCLA (DL for time series denoising, 2022); Computational Scientist contractor at University of Cambridge (applied statistics/ML, 2023). Index-only, no independent primary-source page read for these.
  • Graduated from Lyceum BGU (Lyceum of Belarusian State University, Minsk); the Lyceum's own Facebook page announced his bronze medal as a graduate of the school.Sep 2020
  • Public code presence at github.com/NikitosKh (username also used as an alias), consistent with the ML/engineering profile.

Competition record

Belarus · IMO

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