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Building and Managing Agentic AI Pipelines - PyData Dublin

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What to expect

Join PyData Ireland for an evening exploring the cutting edge of agentic AI and how intelligent systems can transform data pipeline management. This meetup, hosted in partnership with QuantumBlack, AI by McKinsey, brings together practitioners to share insights on building and orchestrating AI agents that actively manage machine learning and data workflows.

The evening kicks off with Jitendra Gundaniya, Senior Software Engineer at QuantumBlack, presenting a beginner-friendly introduction to building agentic GenAI pipelines using Kedro Builder. Through a visual drag-and-drop interface, you'll see how to construct sophisticated agent architectures — connecting LLM context nodes, prompts, and tools — without writing boilerplate code by hand. This session demystifies the core pattern of agentic systems (LLM + prompts + tools → agent → output) and demonstrates where visual scaffolding helps accelerate development and where custom code is still essential for agent logic and output schemas.

The second talk features Dmitry Sorokin, Senior Machine Learning Engineer II at QuantumBlack, exploring how AI agents can orchestrate traditional ML and data pipelines through MCP (Model Context Protocol) servers. Discover a practical pattern for wrapping production-grade frameworks, enabling agents built with tools like LangGraph or Claude Code to programmatically manage workflows. This approach preserves the deterministic reliability of production systems while layering on the reasoning capabilities and flexibility of modern AI agents.

What you'll learn:

  • How visual tools like Kedro Builder lower the barrier to building agentic pipelines
  • Practical patterns for connecting LLM context nodes, prompts, and tools
  • How to expose data and ML pipelines through MCP servers
  • Techniques for combining deterministic workflows with agentic flexibility
  • Where AI agents excel in pipeline orchestration and management

This event is ideal for data scientists, ML engineers, software developers, and anyone curious about integrating intelligent agents into their data infrastructure. Whether you're just starting with agentic AI or looking to enhance existing pipelines with autonomous capabilities, you'll leave with actionable insights and real-world implementation strategies.

The meetup includes dedicated networking time to connect with Dublin's vibrant Python and data sci

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