The World Evolves, and So Must AI.
Dynamic World
- Constantly changing
- Context-rich and personal
- Full of new information
Static AI
- Trained once, never adapts
- Generic and one-size-fits-all
- Struggles to keep up
AI should grow with the world, learning from new experiences, remembering what matters, and evolving with us.
Human-AI Co-Learning
We believe progress happens when humans and AI learn side by side. AI should not only serve as a tool, but also as a partner that expands human capability. Through shared learning, both can evolve together toward deeper understanding and creativity.
Design Principles
Structure-driven learning
Modularity
Knowledge stored in independent blocks.
Each piece of knowledge exists as a discrete module, allowing selective updates without disrupting the entire system.
Plasticity
New learning without overwriting old memory.
The ability to adapt and learn new information while preserving valuable existing knowledge and experiences.
Discrete Routing
Hard gating/codebook ensures separation and sharing.
Intelligent routing mechanisms decide when to use existing knowledge vs. creating new pathways for novel information.
Structure stores memory. Routing builds adaptability.
From Static to Dynamic
From Tool to Partner
Through continual learning, it is:
Reliable
Once corrected, mistakes never repeated.
Persistent
Retains context and builds on it.
Personalized
Learn your style, adapt to you.
Growing
Improves continuously, like a living system.
We see a future where AI is not fixed or forgotten, but alive with learning, ready to grow alongside humanity.