ClaudSkills / Engineering / architecture

Equivariant Architecture Designer

Quality score: 70/100 · Category: Engineering · Sub-category: architecture

Use when you have validated symmetry groups and need to design neural network architecture that respects those symmetries. Invoke when user mentions equivariant layers, G-CNN, e3nn, steerable networks, building symmetry into model, or needs architecture recommendations for specific symmetry groups. Provides architecture patterns and implementation guidance.

What this skill does

Equivariant Architecture Designer is a production-ready Claude Code skill (quality score 70/100) in the architecture sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/equivariant-architecture-designer/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when you have validated symmetry groups and need to design neural network architecture that respects those symmetries. Invoke when user mentions equivariant layers, G-CNN, e3nn, steerable networks, building symmetry into model, or needs architecture recommendations for specific symmetry groups.

Who uses this skill

The Equivariant Architecture Designer skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/equivariant-architecture-designer
curl -L https://claudskills.com/skills/equivariant-architecture-designer/SKILL.md \
  -o ~/.claude/skills/equivariant-architecture-designer/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/equivariant-architecture-designer/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/equivariant-architecture-designer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\equivariant-architecture-designer\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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