using-dynamic-architectures
Use when building networks that grow, prune, or adapt topology during training. Routes to continual learning, gradient isolation, modular composition, and lifecycle orchestration skills.
Profile →npx skills add majiayu000/claude-skill-registry --skill using-dynamic-architectures --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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. ## How to Access Reference Sheets **IMPORTANT**: All reference sheets are located in the SAME DIRECTORY as this SKILL.md file. When this skill is loaded from: `skills/using-dynamic-architectures/SKILL.md` Reference sheets like `continual-learning-foundations.md` are at: `skills/using-dynamic-architectures/continual-learning-foundations.md` NOT at: `skills/continual-learning-foundations.md` (WRONG
- When to Use This Skill
- How to Access Reference Sheets
- Core Principle
- The 7 Dynamic Architecture Skills
- Routing Decision Framework
- Step 1: Identify the Core Problem
- Step 2: Catastrophic Forgetting (Continual Learning)
- Step 3: Gradient Isolation
- Step 4: PEFT Adapters (LoRA, QLoRA)
- Step 5: Dynamic Architecture Patterns
- Step 6: Modular Composition
- Step 7: Lifecycle Orchestration
- Step 8: Progressive Training
- Common Multi-Skill Scenarios
What does the using-dynamic-architectures skill do?
Use when building networks that grow, prune, or adapt topology during training. Routes to continual learning, gradient isolation, modular composition, and lifecycle orchestration skills.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill using-dynamic-architectures --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.