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Mohammadhoseyn BayatMB
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Mohammadhoseyn Bayat

@mohammadhoseynbayat

AI engineer at SMILINNO - PersianPoetry who built a Neo4j graph with ~5M nodes and ~16M edges.

Iran
Message

At SMILINNO - PersianPoetry, I built a Neo4j knowledge graph from source data through schema design, crawling, and streaming ETL, scaling it to ~5M nodes and ~16M edges. I also built nine Airflow DAGs for data pipelines, graph repair, vectorization, and validation.

I designed a LangGraph/Langfuse query-planning layer and built the FastAPI backend for a Persian-poetry chatbot and interactive game. After replacing an unstable ReAct orchestrator with intent and entity routing, I helped bring intent latency from 60 seconds to 2 seconds and meaning retrieval from ~50 seconds to ~22 seconds.

I also built a supervised fine-tuning dataset factory and evaluated 17 Qwen2.5-7B configurations, improving masked perplexity from 25.02 to 21.64. Earlier, I delivered web and mobile applications at Metafan and worked on data and simulation systems, including graph curation workflows.

Experience

Work history, roles, and key accomplishments

SP
Current

Artificial Intelligence Engineer

SMILINNO - PersianPoetry

Jan 2026 - Present (9 months)

Built a Neo4j knowledge graph from the ground up, including schema design, multi-source crawling, and ETL, scaling to ~5M nodes and ~16M edges. Designed a LangGraph query-planning layer and a FastAPI backend for a Persian-poetry chatbot, improving latency and reliability.

ME

Web & Mobile Developer

Metafan

Jul 2021 - Jan 2026 (4 years 6 months)

Delivered production web and mobile applications, REST APIs, and data services using React, React Native, Expo, TypeScript, and Node.js. Built Cytoscape.js graph visualizations and improved interaction performance and resilience.

Education

Degrees, certifications, and relevant coursework

University of Tehran logoUT

University of Tehran

Master of Science, Computational Linguistics

2024 -

Pursuing a Master of Science in Computational Linguistics at the University of Tehran from 2024 to 2026.

Yazd University logoYU

Yazd University

Bachelor of Science, Computer Science

2020 - 2024

Completed a Bachelor of Science in Computer Science at Yazd University from 2020 to 2024.

Amirkabir University of Technology logoAT

Amirkabir University of Technology

Licentiate degree, Mechanical Engineering

2018 - 2020

Earned a Licentiate degree in Mechanical Engineering from Amirkabir University of Technology from 2018 to 2020.

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