AI Agentic Evolving

Q: What is a Claude Code skill and how does the AI Agentic Evolving skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Agentic Evolving is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Product category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Product · Sub-category: product-misc · Last updated: 2026-05-30

ai:agent

USE FOR: Agentic AI systems, multi-agent coordination, evolving agents, agent lifecycle management, emergent behavior, and trust dynamics in autonomous systems. Use for reasoning about agent architectures, communication protocols, coalition formation, reputation systems, and the mathematical foundations of agentic safety and multi-agent trust formalization. DO NOT USE FOR: formal verification of those AI systems (use @lean-ai-formalization); high-stakes / verifiable AI mode (use @ai-high-stakes-verifiable); causal/deontic reasoning (use @ai-causal-deontic). TRIGGERS: agentic AI, multi-agent, evolving agent, agent lifecycle, emergent behavior, trust dynamics, autonomous system.

Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

AI Agentic Evolving includes pricing or quota commentary. The SKILL.md is on the shorter side at about 395 words.

Source: github.com/r-irbe/proof-skills
License: Apache-2.0
Original author: r-irbe
Indexed lastmod: 2026-05-30
Catalog position: Product · product-misc
Indexed related skills: 10

How AI Agentic Evolving fits the catalog

AI Agentic Evolving sits in the Product category under the product-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Mathematical and architectural foundations for autonomous agents, multi-agent systems, evolving capabilities, and formally verified trust/safety dynamics.

What this skill does

AI Agentic Evolving is a community-contributed Claude Code skill in the product-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-agentic-evolving/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The AI Agentic Evolving Claude Code skill is built for product managers, product designers, and cross-functional teams planning, shipping, and measuring product features. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 115,000+ 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/ai-agentic-evolving
curl -L https://claudskills.com/skills/ai-agentic-evolving/SKILL.md \
  -o ~/.claude/skills/ai-agentic-evolving/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-agentic-evolving/. Claude Code auto-discovers it on next session.

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

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

See pricing → Download desktop app

Frequently asked questions

How do I install the AI Agentic Evolving Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-agentic-evolving/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the AI Agentic Evolving skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the AI Agentic Evolving skill?

Use AI Agentic Evolving when your Claude Code task falls under the Product category — specifically in the product misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use AI Agentic Evolving" or describe the task and let Claude pick). Browse related skills at /category/product/.

What is a Claude Code skill and how does the AI Agentic Evolving skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Agentic Evolving is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Product category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/r-irbe/proof-skills/blob/HEAD/skills/ai-agentic-evolving/SKILL.md
License: Apache-2.0
Author: r-irbe
Website: https://github.com/r-irbe/proof-skills

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

r-irbe. (2026). AI Agentic Evolving [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-agentic-evolving/

BibTeX

@misc{ai-agentic-evolving-2026,
  author    = {r-irbe},
  title     = {AI Agentic Evolving [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-agentic-evolving/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

[![ClaudSkills](https://claudskills.com/badge/ai-agentic-evolving.svg)](https://claudskills.com/skills/ai-agentic-evolving/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)

Security scan

Grade A · scanned 2026-06-13 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
⚠ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/ai-agentic-evolving/#security)

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