I train language models and build products on them.
Research engineer in the R&D team at T-Bank (T-Tech): post-training and alignment of the T-gen family, T-Lite and T-Pro. Before that, two years taking AI products from an idea to a release: a tutor, a lawyer, an investment analyst.
GMT+3 · Innopolis — Kazan
RL environments built from scratch for agentic, tool-calling, multi-turn and
instruction-following setups. SFT, GRPO, RLVR, reward design with explicit reward-hacking
mitigation, and multi-agent synthetic-data pipelines on verl, vLLM and SGLang.
116M — requests a month go through the in-house models I post-train
69.6 — in-house Arena, against 65.8 for a baseline 7× larger
28.2% — acceptance rate of the track that took the paper, 263 of 931
From Production Traffic to Post-Training: Building a Self-Hosted LLM That Covers the Corporate Request Mix — EMNLP 2026, Industry Track. We consolidate traffic from 200+ internal applications onto a single self-hosted 32B model: a separate GRPO expert per axis, merged with two-stage SLERP, because each axis hacks its reward in its own way. Read on arXiv →
Deeplit · founder and CEO, 2023–2025 — an AI maths tutor. Raised $25 000, hired a team of 7, shipped an MVP to 2 000+ users, and took 1st place at KIvO 2024: the top education innovation in Russia, out of 1 100+ entries, named by HSE University and Alfa-Bank.
Croissan Studio · NLP engineer, 2024–2025 — a financial-analysis bot on three LangGraph agents, and a legal-contract system over 413K+ fragments of Russian law: IVFFlat → HNSW, 760 rps at 98% recall.
Parimate — a video habit-report verified without a moderator: ASR, face recognition, deepfake detection, fuzzy phrase matching. Audience prize at AI Workshop Week 2025.
risk_tech_hack_akbars — 1st place, Risk-Tech ML Hackathon at Ak Bars Bank, 2025. RMSE 21 473 against 29 812.
ADMET_2024_Hackathon — 2nd place: predicting how dangerous a molecule is to a human.
stud_startup_bot — the grant-application assistant I built after a talk. 300 monthly users on a 3-day MVP.
Python PyTorch Transformers TRL verl vLLM SGLang LangGraph LangChain
FastAPI PostgreSQL Airflow Docker
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