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ClaudSkills / General / ai-tooling

Agent Evolution Patterns

Category: General  ·  Sub-category: ai-tooling  ·  Last updated:
ai:agent
How the agent evolution system works — capturing instincts, promoting them to agent overlays, approval workflow, rollback, and the full continuous-learning flywheel pipeline

From the source SKILL.md

Agent evolution closes the continuous-learning feedback loop: validated instincts flow from sessions into agent instructions, making agents smarter over time without touching the versioned agent files in the repo.

What this skill does

Agent Evolution Patterns is a community-contributed Claude Code skill in the ai-tooling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/agent-evolution-patterns/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Agent Evolution Patterns Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/agent-evolution-patterns
curl -L https://claudskills.com/skills/agent-evolution-patterns/SKILL.md \
  -o ~/.claude/skills/agent-evolution-patterns/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/agent-evolution-patterns/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/agent-evolution-patterns/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\agent-evolution-patterns\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.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Attribution & license

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