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Topic: Continual Learning

Nested Learning: Unifying Architecture and Optimization for Continual AI

Under the Hood

Nested Learning: Unifying Architecture and Optimization for Continual AI

Dec 7, 2025152

Unify architecture and optimization as nested, multi-timescale learners to curb forgetting and enable continual learning, validated by the Hope model’s strong results.

AI ArchitectureContinual LearningLLM Context ManagementSelf-Modifying AI

Sparse Memory Layers: Targeted Continual Learning Without Forgetting

Under the Hood

Sparse Memory Layers: Targeted Continual Learning Without Forgetting

Nov 3, 2025102

Use sparse memory layers and TF-IDF–guided slot updates to learn continually without forgetting.

Continual LearningAI ArchitectureModel Fine-TuningCatastrophic Forgetting