Ahmed Mohammed Nagdy

CuraLoom is an agent for Arabic-speaking adults who learn alone around a job. Most good learning material is not in Arabic, and long courses get dropped. CuraLoom interviews the learner in their own dialect, by text or voice, and learns their goal, background, weekly time and past attempts. A scout searches the open web in English, Russian, Chinese and French, and code checks each source's licence from the page itself. It then builds a personal Arabic course. Each lesson is written in Arabic beside the source excerpt it explains, with a bilingual card for every term and the licence of every excerpt. Source diagrams are relabelled in Arabic. A quiz gates each lesson at 80%. When the learner goes quiet, a coach nudges on day 2, offers a lighter week on day 5 and checks in on day 10, within the consent and quiet hours the learner set. When they come back, a five-question recap shows what they still know, and the app proposes a new plan version. Code makes every change, the model explains it in Arabic, and nothing changes until the learner accepts. A live trace shows every model call, tool call and decision with its cost. The demo runs offline from recorded model answers and says so on screen.