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The AI Agent Workshop: TORONTO

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About this event

What to expect

Join top AI engineers in Toronto for a hands-on half-day workshop focused on building self-improving AI agents with reinforcement learning. Hosted by Weights & Biases, this intensive session will teach you how to create production-ready agents that continuously learn and improve from real-world interactions.

What You'll Learn

This workshop is designed for AI engineers, practitioners, and ML researchers who want to master the next frontier of AI development. You'll gain practical experience with:

  • Building and evaluating open-source LLM-powered agents on real-world tasks
  • Applying serverless reinforcement learning to continuously improve agent performance and reliability
  • Designing structured tasks and evaluation pipelines to prevent model drift
  • Architecting production-ready agents with tool use, MCP integration, and skills frameworks
  • Creating cost-efficient, self-improving agents using iterative evaluation workflows

Workshop Sessions

Session One: ART-E-Mini - Specialize Open Source Models Through Reinforcement Learning

Learn how to continuously improve an AI agent as it works with end users using reinforcement learning. You'll build an agent that searches real emails with an open-source model, evaluate its performance, and then enhance it with serverless RL on powerful CoreWeave GPUs. This session covers how to define tasks to prevent model drift and enable cost-effective agents using Weights & Biases tools.

Session Two: From Brains to Body - Supercharging Your Specialized Agent

Discover how to optimize your newly specialized model and equip it with the skillset needed to become a powerful agent. You'll explore agent skills, tool use, MCPs (Model Context Protocols), evaluations, and more. Throughout this session, you'll gain deep understanding of agent improvement using W&B Weave for observability and evaluation.

Key Takeaways

  • Hands-on experience building LLM-powered agents from scratch
  • Understanding of reinforcement learning workflows for agent improvement
  • Practical knowledge of evaluation pipelines and preventing model drift
  • Production-ready patterns for tool integration and skills frameworks
  • Real-world insights from top AI engineers and practitioners

This workshop runs from 12:00 PM to 6:00 PM at Vantage Venues, 150 King Street West. Whether you're building customer service agents, research assistants, or specialized automation tools, you'll walk away with a clear

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