Senior ML/Data Pipeline Engineer

Senior software engineer with 20+ years of experience in production systems, including neural nets since 1996. Currently focused on building a regulatory forecasting system for Polish law, involving large-scale PDF to structured graph extraction and reasoning under uncertainty. Expertise lies in engineering-shaped work, particularly application/data rather than infra/SRE/Kubernetes-heavy tasks. Comfortable as an autonomous individual contributor or a small-team tech lead. Excels in domains where messy real-world data meets non-trivial reasoning, such as regulatory, legal, scientific, and financial fields. Also writes about the practical applications and limitations of AI coding agents. Seeks roles with EU hours or US East Coast overlap.