The Science BehindLifelong Learning
A revolutionary architecture that separates foundation from learning, enabling AI that truly remembers and grows with you.
Genome
Llama-70B Base
The immutable foundation. Read-only base intelligence that provides core reasoning capabilities.
Cortex
LoRA Deltas
Your personal memory layer. Continuously learns and adapts to your preferences, style, and knowledge.
Validator
Safety Layer
Prevents alignment drift. Ensures learned behaviors stay within safe boundaries.
Building the Proof
Build 3 Skills
Poem style, Python conventions, trivia memory
Validate <1% Drift
Alignment safety after 100 updates
Compress to 37MB
Portable personal AI identity
Launch Demo
Public Gradio interface
Standing on Giants
LoRA: Low-Rank Adaptation of Large Language Models
Hu et al., 2021
Core technique for efficient personalization
Overcoming Catastrophic Forgetting in Neural Networks
Kirkpatrick et al., 2017
EWC method for preventing drift
Progressive Neural Networks
Rusu et al., 2016
Architecture inspiration for genome/cortex separation
Building in Public
Follow our progress on GitHub. We're committed to transparency and open research. Our demo code, architecture decisions, and learnings are shared with the community.
View on GitHub