Aalto University
Master of Science (Technology) — Computer, Communication and Information Sciences
FinlandAI Architect & Cloud Consultant
Tech guy with a passion for startups | AI Builder | CTO | Growth Hacker | Scrum Master | Cloud | DevOps Architect
AI consultancy for unicorns in the making
GLAD YOU'RE HERE 🌌
Claude Certified Architect and Google-certified Generative AI Leader, specialising in Gemini Enterprise agent development. I help organisations take AI from pilot to production — establishing where it creates real margin, designing the architecture, and standing up the platform that runs it.
Twelve years across enterprise IT operations, platform engineering and venture-backed startups means I assess an AI initiative on both axes at once: the model, and the infrastructure underneath it. In practice, programmes rarely stall on model capability — they stall on data access, evaluation and cost governance. That is where the work starts.
Master of Science in Computer Science from Aalto University, with a track record spanning Big Data research, DevOps architecture at Trimble and Nets, and two AI-native ventures founded from the ground up. Consulting today at EPAM Systems for enterprise clients.
Typical engagements: AI opportunity assessment, agentic and RAG architecture, cloud platform design, and levelling up delivery teams until they can run it without me.
Claude Certified Architect và Generative AI Leader do Google chứng nhận, chuyên sâu về phát triển agent trên Gemini Enterprise. Tôi giúp doanh nghiệp đưa AI từ thử nghiệm lên vận hành thật — xác định nơi AI tạo ra giá trị thực, thiết kế kiến trúc, và xây dựng nền tảng để chạy nó.
Mười hai năm làm việc trong vận hành IT doanh nghiệp, platform engineering và các startup được đầu tư giúp tôi đánh giá một dự án AI trên cả hai trục cùng lúc: mô hình, và hạ tầng bên dưới nó. Trên thực tế, các chương trình AI ít khi thất bại vì năng lực mô hình — chúng thất bại vì dữ liệu, cách đo lường chất lượng và kiểm soát chi phí. Đó là nơi công việc bắt đầu.
Thạc sĩ Khoa học Máy tính tại Đại học Aalto, với kinh nghiệm trải dài từ nghiên cứu Big Data, kiến trúc DevOps tại Trimble và Nets, đến hai startup AI đồng sáng lập từ con số không. Hiện là consultant tại EPAM Systems cho khách hàng doanh nghiệp.
Các hạng mục tư vấn thường gặp: đánh giá cơ hội AI, kiến trúc agentic và RAG, thiết kế nền tảng cloud, và nâng năng lực đội ngũ đến mức tự vận hành được mà không cần tôi.
Claude Certified Architect ja Googlen sertifioima Generative AI Leader, erikoisalana Gemini Enterprise -agenttikehitys. Autan organisaatioita viemään tekoälyn pilotista tuotantoon — tunnistamaan, missä se tuottaa aitoa katetta, suunnittelemaan arkkitehtuurin ja rakentamaan alustan, jolla se ajetaan.
Kaksitoista vuotta yritysten IT-operaatioissa, platform engineeringissä ja pääomasijoitetuissa startupeissa tarkoittaa, että arvioin tekoälyhanketta molemmilla akseleilla yhtä aikaa: malli ja sen alla oleva infrastruktuuri. Käytännössä hankkeet kaatuvat harvoin mallin kykyihin — ne kaatuvat datan saatavuuteen, arviointiin ja kustannusten hallintaan. Siitä työ alkaa.
Tietotekniikan diplomi-insinööri Aalto-yliopistosta. Kokemusta Big Data -tutkimuksesta, DevOps-arkkitehtuurista Trimblellä ja Netsillä sekä kahdesta itse perustetusta tekoälyyrityksestä. Nykyään konsulttina EPAM Systemsillä yritysasiakkaille.
Tyypilliset toimeksiannot: tekoälyn mahdollisuuksien arviointi, agentti- ja RAG-arkkitehtuuri, pilvialustan suunnittelu sekä tiimien valmentaminen tasolle, jolla ne pärjäävät ilman minua.
Claude Certified Architect och Google-certifierad Generative AI Leader, specialiserad på agentutveckling i Gemini Enterprise. Jag hjälper organisationer att ta AI från pilot till produktion — att fastställa var det ger verklig marginal, designa arkitekturen och bygga plattformen som kör den.
Tolv år inom företags-IT, platform engineering och riskkapitalfinansierade startups gör att jag bedömer ett AI-initiativ på båda axlarna samtidigt: modellen och infrastrukturen under den. I praktiken stannar program sällan av på modellens förmåga — de stannar av på dataåtkomst, utvärdering och kostnadsstyrning. Där börjar arbetet.
Civilingenjör i datavetenskap från Aalto-universitetet, med erfarenhet från Big Data-forskning, DevOps-arkitektur på Trimble och Nets, samt två AI-bolag grundade från grunden. Konsult i dag på EPAM Systems för företagskunder.
Typiska uppdrag: utvärdering av AI-möjligheter, agent- och RAG-arkitektur, design av molnplattform, och att lyfta teamen till en nivå där de klarar sig utan mig.
Claude Certified Architect et Generative AI Leader certifié par Google, spécialisé dans le développement d’agents Gemini Enterprise. J’aide les organisations à faire passer l’IA du pilote à la production : identifier où elle génère une marge réelle, concevoir l’architecture et mettre en place la plateforme qui l’exécute.
Douze années passées dans l’exploitation informatique en entreprise, l’ingénierie de plateforme et les startups financées par du capital-risque me permettent d’évaluer une initiative d’IA sur les deux axes à la fois : le modèle et l’infrastructure qui le porte. En pratique, les programmes échouent rarement à cause des capacités du modèle — ils échouent sur l’accès aux données, l’évaluation et la maîtrise des coûts. C’est là que le travail commence.
Master en informatique de l’université Aalto, avec un parcours allant de la recherche en Big Data à l’architecture DevOps chez Trimble et Nets, en passant par deux startups d’IA fondées de zéro. Aujourd’hui consultant chez EPAM Systems auprès de clients grands comptes.
Missions types : évaluation des opportunités d’IA, architecture agentique et RAG, conception de plateforme cloud, et montée en compétence des équipes jusqu’à ce qu’elles s’en passent.
Claude Certified Architect und Google-zertifizierter Generative AI Leader mit Schwerpunkt auf Gemini Enterprise Agent Development. Ich helfe Organisationen, KI vom Pilotprojekt in den Produktivbetrieb zu bringen — zu bestimmen, wo sie echte Marge erzeugt, die Architektur zu entwerfen und die Plattform aufzubauen, die sie betreibt.
Zwölf Jahre in Enterprise-IT-Operations, Platform Engineering und VC-finanzierten Startups bedeuten, dass ich eine KI-Initiative auf beiden Achsen gleichzeitig bewerte: das Modell und die Infrastruktur darunter. In der Praxis scheitern Programme selten an der Modellfähigkeit — sie scheitern an Datenzugang, Evaluation und Kostensteuerung. Genau dort beginnt die Arbeit.
Master of Science in Informatik von der Aalto-Universität, mit Erfahrung aus Big-Data-Forschung, DevOps-Architektur bei Trimble und Nets sowie zwei selbst gegründeten KI-Unternehmen. Heute Consultant bei EPAM Systems für Enterprise-Kunden.
Typische Mandate: Bewertung von KI-Potenzialen, agentische und RAG-Architektur, Cloud-Plattform-Design und die Befähigung der Teams, bis sie ohne mich auskommen.
“Stay hungry, stay foolish.”
Master of Science (Technology) — Computer, Communication and Information Sciences
FinlandBachelor's Degree — Business Information Technology
FinlandBBA — Business, Management & Marketing
United KingdomA direct-booking site for a beachfront villa — headless content, real transactions, zero OTA commission. Built end-to-end and running in production.
AI-powered, end-to-end pricing intelligence for SaaS companies. Pricing and business-model recommendations from company objectives, competitor insight and go-to-market data — estimation through to deployment and prediction, with minimal human touch.
A location-based marketplace helping restaurants, cafés and grocery stores sell surplus food to people nearby — cutting waste while making good food affordable for blue-collar workers, students and low-income families across Southeast Asia.
Master's-level research at Elgiganten AB on deploying mobile Big Data and sensor technologies in retail — tracking in-store customer activity and evaluating Apache Hadoop for the case company.
EPAM Systems
Cloud and DevOps consulting for enterprise clients — architecture, automation and delivery practices.
Antler · Ho Chi Minh City
Antler is a global early-stage VC firm that invests in the defining technology companies of tomorrow. Built and validated Pricey inside the programme.
BánhĐa · Melbourne, Australia
Led all technology for a surplus-food marketplace — mobile and web platform, location services and infrastructure.
Nets Group · Helsinki
Consulted, developed and supported teams migrating services to AWS and Azure. Architected CI/CD pipelines, Infrastructure as Code (Terraform) and test automation. Defined DevSecOps best practices, mentoring teams to become self-sufficient.
Trimble Inc. · Finland
Managed the product development and software release life cycle. Built the AWS deployment pipelines, developed and integrated software services, and continuously optimised our DevOps solutions. 6 years 5 months.
Finnish Defence Forces · Uusimaa, Finland
Puolustusvoimat · Försvarsmakten — national service.
Elgiganten AB · Sweden
Researched the potential of mobile Big Data for business decision-making in the case company's stores — sensor technologies for customer activity and location, and a suitable Apache Hadoop deployment.
Bothnia Invent AB · Sweden
Managed the performance of 5 kiosks across Finland, Sweden and Norway. Developed and improved Avis's kiosk UI in C# .NET for remote customer service, and maintained the back-office FTP server holding sensitive customer data — 24/7, safely and securely.
Shipping momovt.com and independent products — AI services, content and commerce.
Deep in Generative AI: Gen-AI Leader and Gemini Enterprise Agent Development certifications.
Antler EIR → co-founded Pricey. Joined EPAM Systems as a consultant.
Left Trimble after 6+ years, senior DevOps at Nets, then co-founded BánhĐa as CTO.
Served in the Finnish Defence Forces, Marine Force.
Graduated Aalto University with a Master of Science in Computer Science.
Started at Trimble Inc. — DevOps engineer and Scrum Master.
First engineering role: kiosks, C# .NET and back-office servers at Bothnia Invent AB.
Building something ambitious, or need a cloud platform that actually holds up? I read every message.