Continual Learning: Three Approaches That Work
Continual learning without catastrophic forgetting: what fruit flies, LoRAs and differentiable plasticity show about models that learn after training.
All
AI 68
Geology 26
Benchmarking 24
Machine Learning 16
Evaluation 12
Agentic AI 9
Open Source 9
Reinforcement Learning 5
China 4
Complexity Theory 3
Recursive Self-Improvement
Why RSI is Hard (Especially for Big Labs)
Why RL breaks down for recursive self-improvement at scale, and the two paths around it after six years building continuously-learning models.
Self-Improving AI: What Has Actually Been Demonstrated
Self-improving AI systems that revise their own harness, weights or data: an evidence audit of what has been shown by 2026, and what still has not.