Is there AI in Highload—and why not? [ukr]

AI has already become part of the modern engineering landscape, but things are much more complicated in high-load production systems. GenAI works well in demos and copilots, but is it ready for real-time processing, heavy workloads, and critical production scenarios?

In this panel discussion, we’ll talk about why AI has yet to become the standard for high-load architectures, where the line between ML and GenAI lies, why inference is expensive, and why FinOps is becoming a new headache for engineering teams. We’ll discuss on-prem vs cloud for AI workloads and real-world production constraints.

Oleksandr Savchenko
СТО в МінЦифри
  • CTO at the Ministry of Digital Transformation
  • Over 18 years in IT (including 8 years in leadership roles)
  • Practicing Enterprise Architect
  • Speaker at international conferences, creator of courses and workshops
  • SEI, TOGAF, AWS, Arcitura Digital Transformation акредитований спеціаліст, iCAgile Certified Professional
  • LinkedIn
Oleg Tsal-Tsalko
CTO, EPAM Ukraine
  • Technical Director at EPAM Ukraine with over 8 years of experience in Solution Architecture, Enterprise Architecture, and Technology Consulting
  • He has a strong technical background, having served as a Tech Lead/Team Lead for over 15 years in the IT industry
  • He has worked across many sectors, including Finance/Banking, E-commerce/Retail, Entertainment, Transportation, Risk, and Healthcare
  • Currently working in the GovTech/Public Sector, where, together with teams, I help government organizations and ministries implement digital transformation and AI to improve the quality of public services and the overall quality of life for Ukrainians
  • Leader of the architecture community at EPAM Ukraine, trainer, and mentor at the School of Architects
  • As an AWS Certified Solution Architect Professional and AWS Authorized Instructor, I have conducted numerous external training sessions on working with the AWS Cloud
  • Speaker and chair of the program committee for the Devoxx Ukraine conference
  • Recently, I have been actively involved in developing AI within the company and implementing it for our clients
  • LinkedIn, Twitter
Anton Boyko
BoykoAnt.PRO
  • Founder and main speaker at Ukrainian Microsoft Azure Community.
  • 20 years in application development.
  • Builds apps based on Microsoft Azure platform since 2011.
  • Microsoft Azure technical expert.
  • Microsoft Azure MVP since 2014.
  • Microsoft Regional Director since 2020.
  • Academic Director at IT Step
  • Facebook, Twitter, Linkedin, MVP, RD
Dmytro Nemesh
Lalafo, CTO
  • CTO в компанії Lalafo
  • An adept of microservice architecture
  • Expert in building Big Data and Highload projects
  • Expert in building full-text search
  • Extensive experience in launching various technical areas from scratch
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