Learners taking initiative to define learning goals and processes through technology has potential benefits but also risks of generating non-knowledge. While technology can give more initiative to learners, they need support and scaffolding to understand the nature of knowledge and how to validate and construct knowledge properly within a domain. Technologies that give feedback and require learners to represent their knowledge in a way that makes their conception of knowledge validation explicit can help address these challenges.