Dynamic Architectures Meta-Skill

When to Use This Skill

Invoke this meta-skill when you encounter:

Growing Networks: Adding capacity during training (new layers, neurons, modules)
Pruning Networks: Removing capacity that isn't contributing
Continual Learning: Training on new tasks without forgetting old ones
Gradient Isolation: Training new modules without destabilizing existing weights
Modular Composition: Building networks from graftable, composable components
Lifecycle Management: State machines controlling when to grow, train, integrate, prune
Progressive Training: Staged capability expansion with warmup and cooldown

This is the entry point for dynamic/morphogenetic neural network patterns. It routes to 7 specialized reference sheets.

IMPORTANT: All reference sheets are located in the SAME DIRECTORY as this SKILL.md file.