Research
Continual Learning: AI That Never Stops Learning
Models that learn new tasks without forgetting old ones.
VI
Vijayakumar S
Jun 7, 202611 min read
Overcoming Catastrophic Forgetting
2026 techniques let models learn continuously without performance degradation on previous tasks.
Methods
- Elastic Weight Consolidation (EWC)
- Memory replay (store some old examples)
- Dynamic architectures (grow when needed)
VI
Vijayakumar S
AI Engineer 路 ML Enthusiast
Passionate about building intelligent systems, speech synthesis, and LLM applications. Writing about the tools and ideas shaping the next decade of software.