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With diverse Internet technologies, networked learning allows individuals or groups of learners to develop connections, form communities, and construct knowledge through interactive experiences. The interactions in such learning spaces can be dynamic and complicated. The current study focuses on the design and development of an auto-assessment model for networked knowledge construction in two different learning settings. Results and reflections through the design and development experience are discussed.