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One click signs you in. Every account uses the password atlearnic-demo. Start with Amal: she has something at stake.

• AmalStudent · week 7Two topics fading before a checkpoint, a trap she keeps falling into, and a fix from her instructor waiting on Today. Watch the plan re-plan as she answers.
• Dr. Omar SiddiquiInstructor · Section 2The Brief: what to do this week, ranked, one click each, with the effect tracked.
• MariamStudent · strongGuidance fades for strong students; the structure never does.
• NoorStudent · day onePlacement in under 18 questions: watch the fog lift off the atlas.
• Dr. Layla HaddadCourse coordinatorLock what must be the same in every section; preview every publish.
• Huda RahmanInstitution adminAI governance, the audit log, and whether the model's predictions hold.