Transforming Data Interaction: Industry Trends in Agentic AI
- Track:
- Machine Learning, NLP and CV
- Type:
- Talk
- Level:
- intermediate
- Room:
- South Hall 2A
- Start:
- 15:25 on 16 July 2025
- End:
- 15:55 on 16 July 2025
- Duration:
- 30 minutes
Abstract
The conversational AI revolution has reached a pivotal moment in 2025, with the global agentic AI market projected to reach $127 billion in 4 years. This talk explores how developers can leverage cutting-edge frameworks like LangGraph to build production-ready conversational analytics solutions that democratize data access across organizations.
We'll examine the architectural evolution from traditional BI bottlenecks to stateful, multi-agent systems that enable natural language data interaction. Through practical implementation patterns, you'll discover how to build systems that automatically generate insights, create interactive visualizations, and provide intelligent analysis- all through conversational interfaces.
The presentation covers LangGraph's latest production features including node caching, streaming capabilities, and the new Assistants framework for configuration management. We'll explore proven evaluation strategies using LangFuse and Ragas that ensure reliable performance in enterprise environments, and demonstrate multi-agent orchestration patterns that handle complex analytical workflows.