\input zb-basic \input zb-ioport \iteman{io-port 05491793} \itemau{Park, Jack} \itemti{Toward a topic maps amanuensis.} \itemso{Maicher, Lutz (ed.) et al., Scaling topic maps. Third international conference on topic maps research and applications, TMRA 2007, Leipzig, Germany, October 11--12, 2007. Revised selected papers. Berlin: Springer (ISBN 978-3-540-70873-5/pbk). Lecture Notes in Computer Science 4999. Lecture Notes in Artificial Intelligence, 140-153 (2008).} \itemab Summary: The CALO project at SRI International provides unique opportunities to explore the boundaries of knowledge representation and organization in a learning environment. A goal reported here is to develop methods for assistance in the preparation of documents through a topic map framework populated by combinations of machine learning and recorded social gestures. This work in progress continues the evolution of Tagomizer, our social bookmarking application, adding features necessary for annotations of websites beyond simple bookmark-like tagging, including the creation of new subjects in the topic map. We report on the coupling of Tagomizer with a Java wiki engine, and show how this new framework will serve as a platform for CALO's DocAssist application. \itemrv{~} \itemcc{} \itemut{CALO; DocAssist; topic map; social computing; machine learning; dashboard} \itemli{doi:10.1007/978-3-540-70874-2\_14} \end