Based on this YouTube video's total view count of 60.0K views and industry-standard rates, the estimated total earning is $42 - $120 through ad revenue. Historical data is not yet available to calculate daily, weekly, or monthly averages.

Explore RL Environments Explained: How AI Agents Learn Real-World Work | Brendan Foody, Mercor with 60,014 views, 500 likes, and 10 comments. Experience the impact of this video content that has captured audience attention.

RL environments have become the hottest topic in AI training data. But what are they, exactly? At Sequoia Capital’s Own Your Intelligence event, Mercor CEO Brendan Foody breaks down the three components: worlds (the messages, docs, and files of a real project), apps (high-fidelity clones of tools like Salesforce and Google Workspace), and tasks (prompts paired with rubric-based verifiers). He walks through a real legal environment built with lawyers from top firms, and shares post-training results showing dramatic gains on domain-specific tasks from modest compute. Brendan also covers why humans remain essential for measuring the frontier, how Mercor prices data, the shift from crowdsourced labeling to expert-built environments, and what's next: ultra-long-horizon tasks and virtual coworkers. He argues that technology once limited to frontier labs is now reaching application companies, and the datasets they build are becoming their moat. 00:00 Introduction 00:47 A short history of the data market: crowdsourcing to agentic data 02:29 What an RL environment is: worlds, apps, tasks 03:57 Why only humans can measure the frontier 05:35 Building verifiers is the hard part 06:44 Walkthrough: a real legal RL environment 08:18 Leaderboards — and what open weights change 09:45 Post-training results on Apex Agents 11:17 Three ways companies buy data 12:49 Q&A: How do you price data? 14:17 Q&A: What "data quality" actually means 16:42 Q&A: The misunderstanding about synthetic data 18:17 Q&A: Why RL environments now — and what comes after 21:20 Q&A: Can you scale rubric generation with models? 23:00 Q&A: RL environments for cyber defense 25:33 Q&A: Build data in-house or partner?

With SocialCounts.org’s view counter, track your YouTube video’s live view count and YouTube likes count in real time with fast, reliable updates.

Watch every YouTube video live view count rise with our real-time YouTube views tracker—built for accuracy and minimal delay.

Follow YouTube real time views as they happen, using our dedicated view counter for YouTube videos.

Get up-to-date live view count on YouTube and see real-time growth with SocialCounts.org’s smart tracking tools.