continual learning
2 posts
Article
Mini-AGI trains a model you can't sign
Mini-AGI trains a continual-learning model on 8GB VRAM. Why self-updating weights break signing, auditing, and red-team results, and how to defend.
Article
Rewriting weights live on 8GB of VRAM
Continual learning on 8GB VRAM makes the update step cheap, not safe. The real work is governing a self-updating model with gates, versioning, and rollback.