Part 9 of 10

Advanced Features & Future Directions

⏱️ 20 minutes 2:10 - 2:30 PM

9.1 Advanced Agent Features (10 minutes)

Current (30 production-ready agents):

Coming Soon (70 extended agents):

Neuroscience-informed learning (Level 7):

  • Neuroplasticity optimization
  • Working memory management
  • Sleep consolidation tracking
  • Embodied cognition support

AI Ethics (Level 8):

  • Algorithmic fairness monitoring
  • Privacy protection enforcement
  • Bias detection and correction

Domain Specialists (Level 7):

  • STEM-specific pedagogies
  • Literacy and language support
  • Arts and creative thinking
  • Critical thinking development
  • Social studies and civic education

Longitudinal Learning (Level 8):

  • Career pathway guidance
  • Lifelong learning portfolios
  • Skill decay prevention

Real-World Integration (Level 9):

  • Project-based learning coordination
  • Workplace simulation
  • Service learning integration

Parent & Community Engagement (Level 9):

  • Family involvement tools
  • Stakeholder communication

Implementation Roadmap:

4-year phased deployment across Phases 1-4

9.2 Research Opportunities (10 minutes)

Research Questions:

  1. Optimal mode sequencing: Is KE → SPL → SBCAT always best?
  2. Agent effectiveness: Which agents have the most impact on learning?
  3. Cross-institutional portability: Can learner models transfer between schools?
  4. Ethical AI: How do fairness and bias agents improve equity?
  5. Neuroscience validation: Do multimodal approaches enhance memory consolidation?

Collaboration Opportunities:

Open Source Roadmap:

Key Takeaways