training data generation: Viewpoints

Maxime Theillard, Frederic Renard, Vincent Coyette, Emrick Sinitambirivoutin, Avshalom Manevich, Antonio Loison, Antoine Bonnet, Maxime Langevin, Aleix Cambray (H-AI), Léonard Benedetti, Tony Wu, Mats L. Richter, Michael Eickenberg, Sławek Mucha, Matthias Brunel, Daniel Beechey

Agentic Task Factory produces ~10,000 verifiable tasks

The internal Agentic Task Factory generates interactive environments and verifiable tasks from documentation alone—including screenshots and open-source software—and has produced about 10,000 tasks across web apps, MCP servers, desktop environments, and hybrid GUI/MCP environments.

Holo4: powering generalist computer-use agentsSep 28, 2026

Supporting evidence

Holo4: powering generalist computer-use agents

Original excerpt

Our internal set of agentic pipelines builds interactive environments and verifiable tasks from documentation alone, such as screenshots of real websites or open-source software. So far it has produced about 10,000 tasks across web apps, MCP servers and desktop environments, including hybrid environments that expose the same state through a GUI and MCP.

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These findings reflect the available sources, not an exhaustive or current view.

training data generation

Viewpoint map

Agentic Task Factory produces ~10,000 verifiable tasks

Original conversations1

Holo4: powering generalist computer-use agents