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Zhangir Meirbek -_-ZM
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Zhangir Meirbek -_-

@zhangirmeirbek-_

Engineering student and LLM researcher who built a Python benchmark that improved theory-of-mind evaluation coverage by 40%.

Canada
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For UniToMBench, I designed and documented a Python benchmarking pipeline that improved evaluation coverage by 40% across 1,000+ test cases. I also engineered a SQL-backed versioning system for reproducible runs and investigated model failure modes through prompt stress tests.

As Engineering Lead & Captain of the UAE National Robotics Team, I coordinated engineering work across a 6-person team. I designed and built the robot chassis and intake system for the FIRST Global Challenge, where the team placed 17th among 191 countries.

I’ve also built projects spanning embedded systems, AI, and full-stack software. My ESP32 music player integrates audio playback and a custom interface, while my hackathon work included a banking recommender prototype and a PostgreSQL-backed EdTech platform.

Experience

Work history, roles, and key accomplishments

UniToMBench logoUN

Co-author – LLM Research

UniToMBench

Nov 2024 - Sep 2025 (10 months)

Designed and documented a Python benchmarking pipeline for evaluating theory of mind in LLMs, improving evaluation coverage by 40% across 1,000+ test cases. Engineered a SQL-backed versioning system to reduce labeling errors and communicated findings via technical write-ups.

MH

Software Engineer

Mentoria Hub

Jun 2026 - Present (5 months)

Owned the complete SDLC for an EdTech platform, from PostgreSQL schema design through Next.js 15 front-end to cloud deployment with automated build pipelines. Built a normalized PostgreSQL-backed knowledge graph with an SVG front-end, deployed via CI/CD and merged through peer-reviewed pull requests.

JP

Embedded Systems Engineer

JPod-ESP32

Jun 2026 - Present (5 months)

Built a functional ESP32-based portable music player prototype by integrating SPI/UART peripherals, a TFT display, rotary encoder controls, and microSD-based audio playback. Designed a responsive embedded UI with playback controls and themes, and debugged hardware/firmware integration issues.

BR

AI Engineer

Banking Recommender

May 2025 - Present (1 year 6 months)

Collaborated with a 4-person agile team to prototype a RAG pipeline that enriched sparse user profiles with relational data, increasing recommendation relevance by 23% (simulated CTR). Designed a hybrid retrieval module to reduce cold-start failures by 30% and optimized the NLP inference layer for sub-200ms REST API responses.

Education

Degrees, certifications, and relevant coursework

University of British Columbia logoUC

University of British Columbia

Bachelor of Applied Science, Electrical Engineering

2025 -

Pursuing a Bachelor of Applied Science in Electrical Engineering with a minor in Computer Science, expected to graduate in May 2029.

DeepLearning.AI logoDE

DeepLearning.AI

Supervised Machine Learning: Regression and Classification, Machine Learning

Completed the Supervised Machine Learning: Regression and Classification course offered by DeepLearning.AI and Stanford Online.

AWS logoAW

AWS

Solutions Architecture Job Simulation, Solutions Architecture

Completed the Solutions Architecture Job Simulation offered by AWS through Forage.

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