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Applied AI, data systems, and automation.

Product Operations at Trade Republic. M.Sc. at Humboldt-Universität, researching multilingual language models.

Experience and education

Develop and maintain n8n infrastructure and workflows for internal operations and cross-team communication. Troubleshoot automation failures with partner teams, translate operational requirements into maintainable workflows, and support teams during implementation.

Selected work

On-Chain Market Intelligence & Signal Automation

~$2.5M

Led a private 10-person market-intelligence group. Built Python and Rust automation for on-chain data and P&L estimation.

Python · Rust · Blockchain Data

MIMIC-IV Clinical Data Pipeline

Built a Dockerized PostgreSQL environment and a Python QueryBuilder for clinical extraction with Bronze-Silver-Gold ETL.

Python · PostgreSQL · Docker

Multilingual Factual Knowledge Transfer

Built a controlled synthetic-fact framework for measuring English-to-Turkish transfer separately from relearning.

Python · NLP · LLM Evaluation

Spatial-Aware Process Mining

Designed a compact Space XES extension for spatial process data, validated across three datasets.

Python · PM4Py · XES

VendorProof

n8n winner

AI vendor due diligence where every claim must cite real evidence. Built in n8n with Nebius Token Factory and Tavily; won Best use of n8n at Nebius Build Week with NVIDIA 2026.

n8n · Nebius · Tavily

Contact

umut@yesildal.me