Скачать или смотреть Data for AI Agents: RL Gyms and Virtual Environments

The path to deploying capable, enterprise-ready AI is paved with high-quality data and realistic testing environments. Public benchmarks and generic sandboxes are no longer enough.

Join Olga Megorskaya, CEO of Toloka, and Renaud de La Guéronnière, Program Director, AI Agents, as they discuss Toloka's pioneering approach to building bespoke evaluation platforms. In this conversation, they unpack the strategy behind creating "virtual companies"—fully functional digital replicas of an organization's tools, data, and workflows.

The video covers:

The flaw in generic testing: Why off-the-shelf benchmarks fall short for specialized enterprise AI.

Building digital twins: A look into the process of creating high-fidelity virtual environments.

The power of failure: How designing difficult benchmarks is key to developing resilient AI agents.

Automated RL gyms: How these environments provide the perfect sandbox for training, fine-tuning, and evaluating cutting-edge AI.