Speaker

Kamesh Sampath
Snowflake

🔭 Veteran tech innovator with over 20 years in the trenches. As an author and developer advocate, I'm on a mission to demystify data and cloud technologies. My passion? Empowering developers to push boundaries and create the impossible. With a track record of crafting enterprise solutions across diverse industries, I bring battle-tested insights to the dev community. Let's code the future together.

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Building Production-Grade LLM Applications: From RAG to Observability
Deep Dive (BEGINNER level)

Two focused sessions delivering real-world expertise for production-grade AI applications that solve actual business problems.

The Reality: RAG is everywhere in theory, but production deployment is where most projects stall. We'll bridge that gap with battle-tested approaches.

Session 1: RAG Mastery Unleashed (60 min) Build a complete RAG application from scratch using cutting-edge vector search and serverless LLM deployment. Watch as we transform a simple chatbot into an intelligent system that understands context, retrieves relevant information, and delivers human-like responses.

  • Live Demo: Real-time RAG pipeline with error handling

Session 2: Production Superpowers (60 min) The secret sauce of production RAG: bulletproof observability, automatic evaluation, and serverless scaling that handles anything you throw at it. We'll show you the monitoring dashboards that keep Fortune 500 companies running smoothly.

  • Live Demo: Observability stack with OpenTelemetry

Key Takeaways

  • Production RAG: Enterprise-grade applications with vector search
  • Autonomous Workflows: Self-validating agents for complex problems
  • AISQL Integration: LLM operators in SQL for classification
  • Observability: Monitoring systems that prevent issues
  • Data Democratization: Natural language business interaction

Target Audience Developers and data scientists moving from experimentation to production AI applications.

Come hungry for knowledge, leave with superpowers.

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