Why Production-Ready AI Systems Matter More Than Ever
The gap between building a generative AI demo and deploying it in production has never been more apparent. Across Lithuania’s growing tech ecosystem, development teams are discovering that the skills needed to impress stakeholders with a prototype are vastly different from those required to run stable, secure, and scalable AI systems in the real world.
That’s why Europe Cloud is bringing our intensive “Generative AI in Production” workshop to Vilnius on March 26, 2026, at Workland Gedimino’s St. George Hall.
The Challenge: Moving Beyond the Notebook
If you’ve worked with Large Language Models (LLMs), you know the pattern: spinning up a Jupyter notebook, experimenting with prompts, getting impressive results, and thinking “this is ready for production.” Then reality hits.
How do you version your prompts? How do you test for hallucinations at scale? What happens when your model starts experiencing serving skew? How do you prevent prompt injection attacks? And perhaps most importantly—how do you keep costs under control when enterprise-level traffic hits your system?
These aren’t theoretical questions. They’re the everyday challenges faced by ML engineers and developers who are tasked with operationalizing generative AI applications.
What Makes This Workshop Different
This isn’t another introduction to AI or a high-level overview of what’s possible with generative models. This is a hands-on technical deep-dive into GenAIOps—the emerging discipline of operationalizing Large Language Models at enterprise scale.
Real Labs, Real Infrastructure, Real Scenarios
Every module in this full-day intensive includes practical labs using Google Cloud’s production-grade tools:
Morning Session: Managing Experimentation
- Build actual RAG (Retrieval-Augmented Generation) architectures
- Implement unit testing frameworks for GenAI applications
- Learn LLM model evaluation techniques that catch issues before users do
- Track experiments systematically using Vertex AI
Afternoon Session: Productionization & Monitoring
- Deploy with Vertex AI Pipelines for scalable, versioned systems
- Implement safeguarding strategies against prompt injection
- Set up Cloud Logging for production LLM systems
- Monitor for evaluation-serving skew
- Establish continuous validation frameworks
From MLOps to GenAIOps: Understanding the Shift
Traditional MLOps practices don’t fully translate to the world of generative AI. LLMs introduce unique challenges:
- Nondeterministic outputs that require new testing strategies
- Prompt engineering as a critical operational concern
- Hallucination detection as an ongoing requirement
- Context window management for production systems
- Cost optimization in ways that don’t sacrifice quality
Our curriculum addresses these GenAI-specific operational challenges head-on.
Who Should Attend
This workshop is designed for technical practitioners who are:
- Developers building applications that leverage LLMs
- ML Engineers responsible for model deployment and maintenance
- Technical Leads planning GenAI implementation strategies
- Cloud Architects designing AI-powered systems
You should have basic familiarity with cloud concepts and some programming experience. This isn’t a beginner course—it’s for professionals ready to bridge the gap between experimentation and production deployment.
Why Vilnius? Why Now?
Lithuania’s tech sector is experiencing remarkable growth, with Vilnius emerging as a key hub for innovation in Eastern Europe. The timing couldn’t be better: as organizations across the Baltics race to adopt generative AI, the need for production-grade implementation skills has never been higher.
This workshop is part of Europe Cloud’s Spring 2026 training tour, following successful sessions in Sofia (GCP Core Infrastructure) and Riga (GenAI in Production). By bringing this training directly to Vilnius, we’re ensuring that Lithuanian tech professionals have access to the same cutting-edge operational knowledge available anywhere in the world.
The Europe Cloud Advantage
As a Google Cloud Premier Partner with ISO 27001 certification, Europe Cloud brings deep expertise in cloud architecture, security, and operations. Our trainers don’t just teach theory—they work with production systems daily, solving the exact challenges you’ll learn to address in this workshop.
What You’ll Walk Away With
By the end of this intensive day, you’ll have:
✅ Practical experience deploying LLMs with proper versioning and packaging ✅ Security knowledge to protect against prompt injection and other GenAI-specific vulnerabilities ✅ Testing frameworks that work for nondeterministic outputs ✅ Monitoring strategies to catch quality degradation before users do ✅ Cost optimization techniques that maintain performance ✅ Production deployment patterns using Vertex AI Pipelines
Most importantly, you’ll shift from a “notebook mindset” to a “production mindset”—understanding not just what’s possible with GenAI, but how to make it reliable, secure, and sustainable at enterprise scale.
Event Details
Date: March 26, 2026 Time: 09:00 (Full-day intensive) Location: Workland Gedimino, St. George Hall, Vilnius, Lithuania Format: Hands-on workshop with practical labs throughout
Space is intentionally limited to ensure quality interaction and hands-on support. This isn’t a lecture hall—it’s an intensive learning environment where you’ll work directly with the tools and techniques that power production GenAI systems.
The Real Cost of Getting It Wrong
Consider this: a poorly implemented LLM system can cost your organization in multiple ways:
- Security breaches from prompt injection attacks
- Runaway cloud costs from unoptimized deployments
- Reputation damage from hallucinated outputs reaching users
- Development delays from having to rebuild improperly architected systems
- Compliance issues from inadequate logging and monitoring
One day of training could save months of painful lessons learned the hard way.
Join the Vilnius Tech Community
This workshop isn’t just about individual skill development—it’s about elevating Lithuania’s entire tech ecosystem. When more developers understand production-grade GenAI operations, everyone benefits: startups can build better products, enterprises can deploy with confidence, and the talent pool becomes stronger.
The generative AI revolution is here. The question isn’t whether your organization will adopt these technologies—it’s whether you’ll deploy them properly.
Ready to Transform Your GenAI Operations?
Don’t let your AI projects remain stuck in the proof-of-concept phase. Join us in Vilnius on March 26 and learn how to build GenAI systems that are secure, scalable, and production-ready.
Limited seats available. Registration closes soon.
About Europe Cloud
Europe Cloud is a Google Cloud Premier Partner specializing in cloud infrastructure, AI/ML operations, and enterprise cloud solutions. With ISO 27001 certification and a track record of successful cloud implementations across Eastern Europe, we help organizations leverage cloud technology to drive innovation and growth.
Questions? Contact us at [email protected] or visit our website at europe-cloud.com.
