michalsk.pl
Dostępny na rozmowy o AI / MCP

Michał Kamiński

>AI Architect@ Siemens Digital Industries Software

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

Łódź, Polska · praca zdalna [email protected]
Michał Kamiński
~/michalsk online
01 — about

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.

3.6+ yrs
w Siemens DIS
20+
certyfikatów AI / inżynierskich
14
open-source repo
MCP · RAG · Agents
obszary ekspertyzy
02 — experience

Doświadczenie

Od safety‑critical w Dell, przez solution engineering, po architekturę AI.

  1. AI ArchitectObecna rola

    sie 2025 – obecnie
    Siemens Digital Industries Software

    Jako 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)
  2. Product Architect

    mar 2024 – sie 2025
    Siemens Digital Industries Software

    As 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 Management
  3. Implementation Consultant

    sty 2024 – sie 2025
    Siemens Digital Industries Software

    As 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/SQLSQLJavaJavaScriptES6
  4. Junior Solution Engineer

    lis 2022 – gru 2023
    Siemens Digital Industries Software

    I 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)
  5. Envr Health & Safety Advisor / Główny Specjalista ds. BHP i PPOŻ.

    paź 2017 – paź 2022
    Dell

    Responsibility 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.

  6. Envr Health & Safety Analyst / Inspektror ds. BHP

    lis 2014 – paź 2017
    Dell

    Responsibility 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.

04 — stack

Technologie i kompetencje

Fokus na AI i LLM‑y, z solidnym zapleczem w Pythonie i inżynierii procesu.

01 · AI / LLM
LangChainLangGraphAgentsRAGPrompt EngineeringEmbeddingsVector DatabasesOpenAI APIGenerative AIResponsible AI
02 · Protokoły & tooling
MCP ServerMCP ClientMCP ToolsMCP ResourcesMCP PromptsFunction CallingJSON Schema
03 · Języki & stack
PythonTypeScriptJavaScriptSQLPL/SQLJavaHTMLCSSNode.jsNext.jsReact
04 · Data & infra
NumPyPandasFAISSQdrantDockerhttpxasync PythonCircuit BreakerObservability
05 · Inżynieria & proces
Software ArchitectureSDLCAgile / ScrumBusiness AnalysisRequirementsCross-functional Collaboration
05 — certs

Certyfikaty

Ciągła nauka — Anthropic, LangChain, DeepLearning.AI, IBM, Google Cloud, AI_devs.

AI_devskwi 2026

AI_devs 4 Builders

Anthropickwi 2026

Introduction to Model Context Protocol

Anthropickwi 2026

Model Context Protocol: Advanced Topics

LangChainsty 2026

Foundation: Introduction to LangChain - Python

LangChainsty 2026

Quickstart: LangChain Essentials - Python

LangChainsty 2026

Quickstart: LangGraph Essentials - Python

Przeprogramowanigru 2025

10xdevs 2

Googlewrz 2025

Certificate - AI in business development

06 — education

Edukacja i języki

Oct 2023 - Jun 2024

Postgraduate Degree · Data Science

Lodz University of Technology
2016 - 2017

Postgraduate studies · Occupational Safety and Health

Lodz University of Technology
2014 - 2016

Master's degree · Fire Safety Engineering

Szkoła Główna Służby Pożarniczej w Warszawie
2010 - 2014

Engineer's degree · Fire Safety Engineering

Szkoła Główna Służby Pożarniczej w Warszawie
2012 - 2013

Technican · Occupational Safety and Health Technology/Technician

Centrum Nauki i Biznesu "Żak"
languages.json
  • polskinative
  • angielskiśredniozaawansowany
  • niemieckipodstawowy
07 — contact

Napisz do mnie

Porozmawiajmy o MCP, RAG, agentach lub wdrożeniu AI w Twojej organizacji.

status.json

Otwarty na nowe wyzwania AI.

Współprace, konsultacje, wystąpienia, code review.