# OpenWiki

A memory layer for agents doing cross-document reasoning now has a controlled comparison: on 111 synthetic insurance documents, an agent using the OpenWiki-compiled wiki reached 0.52 accuracy on 50 questions requiring connections across sources, against 0.10 with keyword search alone; adding an evidence graph built from citations and document references raised accuracy a further 27%, doubled citation consistency and cut cost per correct answer by 58%. On simple lookups the two conditions were about equal, so the wiki brought no advantage there.

A memory layer for agents doing cross-document reasoning now has a controlled comparison: on 111 synthetic insurance documents, an agent using the OpenWiki-compiled wiki reached 0.52 accuracy on 50 questions requiring connections across sources, against 0.10 with keyword search alone; adding an evidence graph built from citations and document references raised accuracy a further 27%, doubled citation consistency and cut cost per correct answer by 58%. On simple lookups the two conditions were about equal, so the wiki brought no advantage there.