MARCIN STASKO / CV
Marcin
Stasko.
CTO · Head of AI · Head of Engineering
Wrocław, Poland · +48 663 222 322
mstasko@s4p.eu · s4p.eu
linkedin.com/in/marcinstasko
PROFESSIONAL PROFILE
I lead technology teams and still work hands-on with AI architecture. My background connects scientific reasoning,
software and industrial systems. At LG Energy Solution, I built digital transformation capability and coordinated
work across more than 30 engineers. Today, I run Science For People, combining AI consulting, implementation,
education and product development.
CURRENT PRACTICE
Independent Consultant; subsequently Founder & CEO
Science For People / S4P OÜ | 2017-Present | Remote / International
• Completed more than 50 consulting projects in 16 countries, including over 3,000 consulting hours. The work covered
AI strategy, architecture reviews, technical development, integration and implementation planning.
• I advise founders and leadership teams on use cases, investment priorities, governance and practical ways of
working with AI. I turn business goals into roadmaps with clear ownership.
• I develop the Science For People platform for consulting, implementation support and education. Its AI tools connect
prompt specifications, evaluation, human review and reusable knowledge with a clear record of decisions and
completed work.
• Lead Try-Doo, an Android/web AI hairstyle assistant combining facial landmarks, photo analysis, recommendations,
generated previews, preferences and salon-ready instruction cards.
• I also look after the product's day-to-day operation, from credits and Google Play Billing to content reports, data
deletion, rewarded ads and services running on GCP Cloud Run.
• I help organizations move LLM and RAG solutions from proof of concept to production. My workshops, courses and
mentoring have reached more than 14,000 learners and professionals.
LANGUAGES
Polish: Native | English: C1 | Latin: B1
EDUCATION
Bachelor’s & Master’s degrees - Opole University. Research period: 2014-2017. Chemistry, biotransformation and enzymatic
processes.
Engineer - Opole University of Technology. Study period: 2010-2014. Individual Study Programme; thesis on polycyclic
aromatic hydrocarbons in biomass-combustion exhaust gases.
Marcin Stasko  /  mstasko@s4p.eu
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02 / DELIVERY & EXPERIENCE
AI in production.
60
machines
50
production lines
7
defect problems
AI/Digital Transformation Manager
LG Energy Solution | 2021-March 2026 | Biskupice Podgórne, Poland
• Built digital transformation capability and coordinated work across more than 30 engineers in software, data science,
automation and manufacturing. Managed technology budgets, server procurement, KPIs and architecture under strict
on-premises security requirements.
• Led predictive maintenance across 60 machines and 10 signal types, from signal processing and model training to
deployment; reported project savings exceeded $10M annually.
• Led computer vision for seven defect-detection problems across 50 production lines (five supervised, two unsupervised);
reported project savings exceeded $45M annually. Used Python, PyTorch and OpenCV.
• Directed company-wide autocalibration from equipment and PLC integration through data processing, auto-optimizing
algorithms, software deployment and machine operating procedures; developed battery formation and electrochemical
quality analytics.
• Architected and deployed an internal LLM/RAG platform with Milvus and Django. Developed agentic applications,
document processing and transcription workflows; conducted separate LoRA adaptation research using enterprise
knowledge.
• Led SAS-to-TIBCO Spotfire migration, data-lake/staging integration and tailored BI. Introduced modular Docker/MongoDB
services, CI/CD, MLOps and YouTrack API delivery analytics.
• Represented LG through international keynotes, lectures and media work. Supported university curricula, an
electromobility laboratory and chemical/IT expertise for complex legal and procedural matters.
Senior Data Scientist
LG Chem / LG Energy Solution | 2020-2021 | Biskupice Podgórne, Poland
• Led a Six Sigma Black Belt project delivering $28M in savings; magnetic-separator diagnostics and algorithm upgrades
delivered $2M annually. Automated SAS/Python reporting, saving 25,000+ work hours annually.
• Built APAS manufacturing BI, presented it to the LG Chem CEO and supported its worldwide distribution within LG.
Developed data-warehouse-backed End-Use/IPR customs traceability and interprocess ML.
Senior Defect Engineer
LG Chem | 2018-2020 | Biskupice Podgórne, Poland
• Led a Six Sigma Green Belt project generating $2.3M annually; investigated defects across electrodes, assembly and
formation, and researched chemical treatment, separation and industrial cleaning.
COURT-APPOINTED EXPERT WITNESS
Court-appointed Expert Witness - District Court in Opole | Apr 2018 - Jan 2024 · 5 yrs 10 mos | Opolskie, Poland
Prepared independent opinions for the court in cases involving food, cosmetics and medicinal products. Assessed the safety of production
processes and finished products, examined toxicological issues, and explained the scientific evidence, methods and limits of the
conclusions in clear language.
Scope: Production safety for food, cosmetics and medicinal products; Toxicological analysis and interpretation; Safety of finished food,
cosmetic and medicinal products
Financial outcomes are source-reported project results; they are not additive portfolio totals.
Marcin Stasko  /  mstasko@s4p.eu
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03 / SKILLS & CREDENTIALS
Expertise, with context.
TECHNICAL SKILLS
AI, machine learning & signals
Python · PyTorch · Scikit-learn · XGBoost · Pandas · model
training · feature engineering · forecasting · time-series
analysis · denoising · spectral analysis · anomaly detection
LLMs & knowledge systems
Large language models (LLMs) · retrieval-augmented
generation (RAG) · LangChain · LangGraph · Langfuse ·
Milvus · vector search · agentic workflows · LoRA adaptation
research
Computer vision & industrial integration
OpenCV · supervised defect detection · unsupervised image
anomaly detection · camera integration · facial landmarks ·
PLC integration · autocalibration · battery formation analytics
Software & architecture
Python · SQL · Django · REST APIs · modular services ·
microservices · Git · YouTrack API · application integration ·
system architecture
Data platforms & analytics
PostgreSQL · MongoDB · Redis · Milvus · SAS · TIBCO
Spotfire · data warehouses · data lakes · staging zones ·
business intelligence · manufacturing traceability
Cloud, infrastructure & delivery
Google Cloud Platform · Cloud Run · Docker · Kubernetes ·
on-premises deployment · Apache Airflow / DAGs · CI/CD ·
MLOps · server procurement · production monitoring
LEADERSHIP & PEOPLE SKILLS
Cross-functional leadership · Executive communication · Critical thinking & evidence · Prioritization & accountability ·
Mentoring & knowledge sharing · Collaboration under pressure
Connect multidisciplinary teams and senior decision-makers; prioritize roadmaps against budgets and constraints; explain scientific
uncertainty; mentor engineers and managers; use structured communication and conflict management under pressure.
CERTIFICATIONS & PROFESSIONAL STUDY
Leadership & delivery: ITIL Master; PRINCE2 Agile Expert; Professional Scrum Master II; Lean Six Sigma Black Belt - LG Chem; Lean Six
Sigma Green Belt - LG Chem
AI & data: Probabilistic Graphical Models - Stanford University; Advanced Data Science - IBM; SAS Certified Specialist: Machine Learning
Using SAS Viya 3.5; SAS Certified Predictive Modeler Using SAS Enterprise Miner 14; DAG Authoring for Apache Airflow
Additional professional study: ITIL: Foundation; Strategic Leader; Direct, Plan and Improve; Digital and IT Strategy; High-velocity IT;
Forensic Science and Criminal Justice - University of Leicester; Food Safety / Quality Systems - LUQAM & Bureau Veritas: HACCP, ISO
22000, IFS, BRC
RESEARCH EXPERIENCE & PUBLICATION
June 2016 - October 2016 · 5 months | Visiting Researcher - Karolinska Institutet. Completed a research placement in Medical Biochemistry and
Biophysics, focused on modifying a bacterial expression vector and selectively labeling selenoproteins with fluorescent markers.
June 2015 - October 2015 · 5 months | Research Intern - University of Graz. Completed a biocatalysis research placement at the Institute of Organic
and Bioorganic Chemistry, investigating enzymatic phosphorylation of alcohols in low-water solvents. The research later contributed to a ChemSusChem
publication.
June 2014 - October 2014 · 5 months | Research Intern - Institute of Organic Chemistry, Polish Academy of Sciences. Conducted research on the
synthesis of fluorescent probes for enzymatic assays.
Tasnádi, G.; Staśko, M.; Ditrich, K.; Hall, M.; Faber, K. “Preparative-Scale Enzymatic Synthesis of rac-Glycerol-1-phosphate from Crude Glycerol Using
Acid Phosphatases and Phosphate.” ChemSusChem, 2020, 13(7), 1759-1763. DOI: 10.1002/cssc.201903236.
PL: Wyrażam zgodę na przetwarzanie przez podmiot, do którego kieruję niniejszą aplikację, dodatkowych danych osobowych dobrowolnie
zawartych w moim CV, w zakresie, w jakim ich przetwarzanie wymaga mojej zgody, w celu przeprowadzenia bieżącego procesu rekrutacyjnego,
zgodnie z art. 6 ust. 1 lit. a rozporządzenia Parlamentu Europejskiego i Rady (UE) 2016/679 z dnia 27 kwietnia 2016 r. (RODO). Zgodę mogę
wycofać w dowolnym momencie, bez wpływu na zgodność z prawem przetwarzania dokonanego na jej podstawie przed jej wycofaniem.
EU/EEA: I consent to the organisation to which I submit this application processing the additional personal data voluntarily included in my CV, to the
extent that such processing requires my consent, for the purposes of the current recruitment process, in accordance with Article 6(1)(a) of Regulation
(EU) 2016/679 (GDPR). I may withdraw my consent at any time, without affecting the lawfulness of processing based on consent before its
withdrawal.
Marcin Stasko  /  mstasko@s4p.eu
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