Michał Kamiński
Projektuję odporne systemy AI end-to-end. Agenci, RAG, MCP — z myślą o produkcji.

O mnie
Podejście: double-check, security-by-design, observability-first
Jako AI Architect w R&D w Siemensie zamieniam złożone wymagania na odporne, end-to-end rozwiązania AI. Background w rolach safety-critical w Dell ukształtował sceptyczne, research-driven podejście do technicznej poprawności — połączone ze studiami podyplomowymi z Data Science i filozofią double-check. Buduję agentów i aplikacje w oparciu o LangChain, LangGraph, MCP, wektorowe bazy danych i embeddingi, żeby automatyzować złożone procesy i dostarczać wyniki, które wytrzymują realną, produkcyjną weryfikację.
Doświadczenie
Od safety‑critical w Dell, przez solution engineering, po architekturę AI.
AI ArchitectObecna rola
sie 2025 – obecnieSiemens Digital Industries SoftwareJako AI Architect w R&D prowadzę strategiczne wdrożenia AI w całej organizacji: • Strategia i ocena — strategie AI zgodne z celami biznesu i studia wykonalności dla inicjatyw AI • Estymacje i planowanie — rzetelne wyceny i roadmapy wdrożeń od koncepcji do produkcji • Szkolenia i transfer wiedzy — warsztaty dla zespołów R&D, budowa wewnętrznych kompetencji AI • Narzędzia wewnętrzne — aplikacje AI automatyzujące procesy manualne • Rozwój produktu — integracja AI w ofercie produktowej • Współpraca cross-funkcyjna — praca z zespołami development, analityki biznesowej i interesariuszami
LangGraph (Wykres językowy)Product Architect
mar 2024 – sie 2025Siemens Digital Industries SoftwareAs a Product Architect, I was responsible for delivering customized logistics solutions for enterprise clients using a cloud-based transport management platform. My work focused on the entire lifecycle of client-specific implementations — from requirement analysis through post-go-live support. I led the extraction and analysis of functional and non-functional requirements, translating them into structured specifications and implementation documentation. This included designing data flows, system interfaces, and use-case definitions tailored to each customer’s business model. Throughout the project lifecycle, I collaborated closely with internal development teams, testers, and business analysts, ensuring alignment with both technical feasibility and client expectations. I also coordinated technical workshops and led handovers between analysis, development, and operations teams. Once the solution was developed, I supervised system deployment activities and managed hypercare phases to ensure smooth stabilization and client satisfaction. Projects I supported served clients in sectors such as commercial vehicle manufacturing and global aviation ground handling — both requiring high integration standards, reliability, and compliance with industry-specific operational procedures. This role demanded strong communication skills, technical understanding of logistics platforms, and the ability to manage complexity across international, multi-stakeholder environments.
Business AnalysisProduct DesignProduct DevelopmentProject ManagementImplementation Consultant
sty 2024 – sie 2025Siemens Digital Industries SoftwareAs an Implementation Consultant, I was responsible for technically delivering customized logistics workflows within a transport management platform. Acting in a developer role, I implemented client-specific solutions based on predefined specifications, ensuring they aligned with both functional requirements and system standards. My responsibilities included platform configuration, development of transformation logic using JavaScript, Oracle SQL, and Apache Velocity, as well as implementing and validating data mappings for EDI, REST, and SOAP-based interfaces. I used these protocols to handle inbound and outbound data flows but did not build the integrations themselves. I participated in end-to-end testing, supported release deployments, and ensured smooth hypercare support post go-live. My work demanded attention to data accuracy, process stability, and clear documentation to support long-term maintainability. The role required close collaboration with international teams and stakeholders across various time zones, including clients in Asia and Europe. This involved flexible coordination, asynchronous troubleshooting, and clear technical communication. Operating in a highly structured logistics environment, I delivered stable, repeatable solutions while supporting continuous improvement across active deployments.
Apache VelocityPL/SQLSQLJavaJavaScriptES6Junior Solution Engineer
lis 2022 – gru 2023Siemens Digital Industries SoftwareI supported the delivery of client-specific logistics workflows within a transport management platform. Working under the guidance of senior developers, I contributed to the configuration and development of technical solutions based on detailed implementation specifications. My daily tasks involved creating and adjusting transformation logic using JavaScript, Oracle SQL, and Apache Velocity. I also worked with data mapping and process configuration using EDI, REST, and SOAP message formats — primarily as a platform user, not as an integrator. I was responsible for supporting testing activities, identifying issues in early stages, and assisting with deployments to test and production environments. During hypercare phases, I contributed to issue resolution and applied updates under supervision. This role provided hands-on experience with large-scale logistics processes and enterprise data flows, requiring attention to detail, problem-solving skills, and a structured approach to platform development. Throughout my projects, I collaborated with distributed teams and international clients, including those in different time zones. This required strong communication skills, time flexibility, and the ability to work effectively in cross-functional teams. The position was a foundation for developing deeper technical expertise and process understanding in enterprise logistics systems.
SQLJavaScriptCascading Style Sheets (CSS)Envr Health & Safety Advisor / Główny Specjalista ds. BHP i PPOŻ.
paź 2017 – paź 2022DellResponsibility for developing, implementing and monitoring company occupational health and safety (H&S) programs and policies to ensure compliance with regulations from any regulating authority. Developing and conducting health and safety training, providing guidance and consultation in health and safety topics such as emergency response, hazardous material handling, life safety, health/wellness, ergonomics. Promotion of awareness of health and safety culture and programs through communication and collaborative team interaction. Conducting job analysis, and oversees safe implementation and final review of all new engineering facilities, maintenance, operations and product development projects. Conducting management health and safety briefings and metrics Investigating or ensuring adequate investigation of all incidents and facilitates corrective action to prevent future occurrence Disseminates information to implement health and safety policies, procedures and standards ensuring integration with Dell business partners’ standard operating procedures and policies. Preparing accurate and up-to-date information used in incident analysis. Uses root cause analysis to determine incident trends and unsafe activities as well as provide documentation for regulatory agencies. Managing chemical safety program including chemical authorizations. I develop, coordinate, and implement Health & Safety training, procedures etc.
Envr Health & Safety Analyst / Inspektror ds. BHP
lis 2014 – paź 2017DellResponsibility for developing, implementing and monitoring company occupational health and safety (H&S) programs and policies to ensure compliance with regulations from any regulating authority. Developing and conducting health and safety training, providing guidance and consultation in health and safety topics such as emergency response, hazardous material handling, life safety, health/wellness, ergonomics. Promotion of awareness of health and safety culture and programs through communication and collaborative team interaction. Conducting job analysis, and oversees safe implementation and final review of all new engineering facilities, maintenance, operations and product development projects. Conducting management health and safety briefings and metrics Investigating or ensuring adequate investigation of all incidents and facilitates corrective action to prevent future occurrence Disseminates information to implement health and safety policies, procedures and standards ensuring integration with Dell business partners’ standard operating procedures and policies. Preparing accurate and up-to-date information used in incident analysis. Uses root cause analysis to determine incident trends and unsafe activities as well as provide documentation for regulatory agencies. Managing chemical safety program including chemical authorizations. I develop, coordinate, and implement Health & Safety training, procedures etc.
Projekty open‑source
Produkcyjnej jakości narzędzia AI: MCP, RAG, agenci, observability.
Technologie i kompetencje
Fokus na AI i LLM‑y, z solidnym zapleczem w Pythonie i inżynierii procesu.
Certyfikaty
Ciągła nauka — Anthropic, LangChain, DeepLearning.AI, IBM, Google Cloud, AI_devs.
AI_devs 4 Builders
Introduction to Model Context Protocol
Model Context Protocol: Advanced Topics
Foundation: Introduction to LangChain - Python
Quickstart: LangChain Essentials - Python
Quickstart: LangGraph Essentials - Python
10xdevs 2
Certificate - AI in business development
Edukacja i języki
Postgraduate Degree · Data Science
Postgraduate studies · Occupational Safety and Health
Master's degree · Fire Safety Engineering
Engineer's degree · Fire Safety Engineering
Technican · Occupational Safety and Health Technology/Technician
- polskinative
- angielskiśredniozaawansowany
- niemieckipodstawowy
Napisz do mnie
Porozmawiajmy o MCP, RAG, agentach lub wdrożeniu AI w Twojej organizacji.
Otwarty na nowe wyzwania AI.
Współprace, konsultacje, wystąpienia, code review.