# Continual Learning

> Continual learning, lifelong learning, and catastrophic forgetting

- Skill: `neuralblitz/continual-learning` (Agent Skill)
- Install (CLI): `npx skillmds@latest add neuralblitz/continual-learning`
- Raw SKILL.md: https://api.skillmd.com/api/skills/neuralblitz/continual-learning/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- License: MIT
- Author: NeuralBlitz (https://skillmd.com/u/neuralblitz)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/neuralblitz/continual-learning

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## What I do
- Build models that learn continuously
- Prevent catastrophic forgetting
- Apply experience replay
- Handle task drift

## When to use me
When building systems that learn over time.

## Key Concepts
- Catastrophic forgetting
- Experience replay
- Elastic weight consolidation
- Progressive networks
- Task incremental learning
- Class incremental learning
- Evaluation protocols