Marble Cognition (also referred to as “Marble”) announces a $3.75 million pre-seed funding round to launch technology described as AI agent “workers” or “coworkers” that watch how people work and learn from those observations. Both outlets frame the effort as addressing a gap between the rapid spread of AI agents and organizations’ ability to deploy them effectively.

Tech.eu highlights the funding details, saying the round is co-led by Heartcore and Seedcamp and includes participation from angel investors, including a aboard member of Datadog. SiliconANGLE emphasizes the product problem more broadly, describing AI agents as becoming commoditized and arguing the company’s approach aims to help enterprises use them by enabling agents to learn workplace processes. Both stories tie the funding to the company’s launch and describe the core “learning by watching” concept, with differing emphasis on the business-finance specifics versus the market need.