June
2026

Hybrid event

j-labs, Zabłocie 43B, Kraków

AI Agents in Action

Join us for the #105 Talk4Devs!

All talks will be held in Polish. To sign up, please switch to the Polish version of our website.

Prelegenci

  • Łukasz Wątor
    Łukasz Wątor
    Java Tech Lead at j-labs
  • Ryszard Szwajlik
    Ryszard Szwajlik
    AI Technical Lead at j-labs
  • Jakub Gajski
    Jakub Gajski
    AI Technical Lead at j-labs

Agenda

A good plan is everything

Talks, breaks, snacks - see what’s in the program!

See location
17:30 18:00

Guest registration

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18:00 18:05

Welcome & event opening

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18:05 19:00

Agentic SDLC: From Copilot to Controllable Multi-Agent Workflows in Claude Code

I’ll show how the role of LLMs is evolving in developers’ everyday work — from inline suggestions in IntelliJ and GitHub Copilot, through Claude Code CLI as an agent with full access to the project, tools, and external systems, all the way to designing multi-agent workflows with permission control, cross-session memory, MCP servers, and Human-in-the-Loop. Based on real examples from production projects, we’ll show where the assistant ends and the autonomous agent begins — and how to stay in control.

Prelegent

  • Łukasz Wątor
    Łukasz Wątor
    Java Tech Lead at j-labs
  • Software Architect & Senior Java Developer with 20 years of experience. Skilled in managing the full lifecycle of IT projects, from initial concept through to deployment. An expert in software development, security, and systems architecture. Passionate about end-to-end solutions, he combines engineering rigor with a creative approach to implementing next-generation technologies, including AI agents.

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    19:00 19:30

    Break

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    19:30 20:30

    From Alerts to Diagnosis: Architecture of an Autonomous SRE Agent

    AI agents for SRE are moving from experiments to production, but reliability, observability, and safety are still major challenges. In this session, we present our autonomous SRE diagnosis agent built with Microsoft Agent Framework, Magentic orchestration, Memgraph, k8s, OpenSearch, and OpenTelemetry.

    We explain why we chose graph-based orchestration for long-running diagnostic workflows and share practical lessons from building the system: controlling context explosion, parallelizing investigative agents, enforcing structured outputs, and deduplicating noisy alerts. We also show how graph databases enables operational memory by correlating incidents and reusing past diagnostic insights.

    Finally, we discuss safety boundaries for autonomous operations and the challenge of evaluating non-deterministic AI-driven SRE systems using ITBench and internal experiments.

    Prelegent

  • Ryszard Szwajlik
    Ryszard Szwajlik
    AI Technical Lead at j-labs
  • A software engineer with a strong backend foundation and a steadily developed specialization in artificial intelligence. Professionally connected with the world of Java and distributed systems, he has spent years designing and developing microservices, APIs, and platforms running in cloud and containerized environments.

    He currently serves as AI Technical Lead at j-labs, where he focuses on exploring and applying AI technologies in practice – from classic backend systems to modern solutions built on LLMs. He combines engineering precision with an analytical approach to problem-solving, always weighing complexity, maintenance costs, and real business value.

    A graduate of postgraduate studies in Machine Learning and Data Science at AGH University of Science and Technology, with hands-on experience in deep learning, NLP, and data analysis. His interests include AI agents, RAG systems, and the real-world application of artificial intelligence in production environments – with a strong focus on where AI genuinely adds value and where it merely increases complexity.

    An engineer who prefers demonstrating the real capabilities and limitations of AI over promising “AI magic.” If you want to understand how to combine a classic software engineering mindset with the new wave of LLM-based tools – you’re in the right place.

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    19:30 20:30

    From Alerts to Diagnosis: Architecture of an Autonomous SRE Agent

    AI agents for SRE are moving from experiments to production, but reliability, observability, and safety are still major challenges. In this session, we present our autonomous SRE diagnosis agent built with Microsoft Agent Framework, Magentic orchestration, Memgraph, k8s, OpenSearch, and OpenTelemetry.

    We explain why we chose graph-based orchestration for long-running diagnostic workflows and share practical lessons from building the system: controlling context explosion, parallelizing investigative agents, enforcing structured outputs, and deduplicating noisy alerts. We also show how graph databases enables operational memory by correlating incidents and reusing past diagnostic insights.

    Finally, we discuss safety boundaries for autonomous operations and the challenge of evaluating non-deterministic AI-driven SRE systems using ITBench and internal experiments.

    Prelegent

  • Jakub Gajski
    Jakub Gajski
    AI Technical Lead at j-labs
  • He has worked across chemistry, data science, classical machine learning, deep learning, and the development of microservices for cybersecurity. He has experience both in R&D projects and in deploying ML solutions in real-world environments.

    Currently, he uses large language models to build AI agents. Despite the wave of AI popularity, he remains an enthusiast of Linux, software development in the broad sense, and machine learning systems architecture.

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    20:30 22:00

    Networking & refreshments

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    j-labs meetup space

    We’re meeting in our j-labs meetup space in Zabłocie, Cracow. Don’t let that fool you - it’s not a house-party vibe. We’ve created a modern space designed for comfortable networking and knowledge sharing. There will also be a buffet, hot drinks, and cold ones - straight from the tap!

    You’ll find our office address below, and before the event you’ll receive an email with detailed instructions on how to get to the meetup space.

    Zabłocie 43B, 30-701 Kraków
    Salka meetupowa j-labs
    To sign up, please switch to the Polish version of our website.