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MasarUX
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aipd-i04MasarUX ProIntermediate

Personalization, Memory, and Adaptive AI Experiences

Learn to decide what an AI product should remember, what it should adapt, and what it should never infer or store silently — and how users understand, inspect, correct, delete, and control personalization. Design memory models, cold-start experiences, adaptive interfaces, consent moments, and review/edit/delete/reset surfaces that keep a long-term AI relationship trustworthy.

20 hours (approximately)3 Levels · 30 Lessons
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By the end of this Course, you can specify a memory model with clear provenance and duration, design a deliberate cold-start and adaptive experience, and produce consent, review, correction, deletion, and no-memory surfaces that keep long-term personalization trustworthy and correctable.

01Distinguish context from memory, session from persistent memory, and user-provided from inferred memory
02Design memory scope, duration, and provenance, and specify a memory model from the user's own perspective
03Design a deliberate cold-start experience and progressive personalization instead of an empty or overreaching one
04Decide what should adapt and what should remain stable, explain adaptation in plain language, and avoid over-personalization
05Recognize and design for stale personalization, wrong personalization, and shared-device/multi-user problems
06Design consent for persistent memory, sensitive-memory handling, and a real memory review/edit surface
07Design delete/forget behavior that matches real product behavior, reset personalization, and a genuine no-memory mode
08Design a trustworthy long-term relationship between a user and a product that remembers them
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Curriculum

3 Levels · 30 Lessons

Assessment

Each Lesson may include a Quiz

Each Level may include an Exam

Completion requirements

Complete the available Lessons

Pass all configured Quizzes and Exams

Locked activities open only after their prerequisites are met

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Course Skills6 Course Skills
Adaptive Interface Design
Cold-Start Experience Design
Long-Term Trust Design
Memory Correction and Deletion Design
Memory Model Design
Personalization Consent and Review Design
Related Competency Domains
Professional Practice
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Career Path relationship
AI Product Designer

Completed Course progress automatically counts toward the Career Path when this Course belongs to a Mission.

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What You'll Gain
  • Builds one practiced memory-and-personalization judgment across 30 bilingual Lessons
  • Keeps every personalization claim tied to real, disclosed memory, never silent collection
  • Separates what a "forget" or "reset" action actually does from what a reassuring settings screen would prefer to imply, at every step
  • Uses scenario-based assessments to rehearse the real judgment calls of a working Product Designer's memory-and-personalization practice
Who Is This Course For?
  • UX/Product Designers designing AI features that remember users across sessions or adapt over time
  • Designers who need to decide what should persist, what should adapt, and what should never be stored silently
  • Product teams responsible for consent, review, correction, and deletion of persistent AI memory
  • Anyone building a long-term AI product relationship who needs it to stay trustworthy, not opaque
Course Features
  • 3 progressive Levels and 30 substantive bilingual Lessons
  • 30 Lesson Quizzes with 10 scenario-based questions each
  • 3 Level Exams with 15 transfer questions each
  • One structurally validated Practice Task designing a complete Memory Control and Cold-Start Experience
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Course Completion Certificate

Awarded after the Course's configured completion requirements are met.