Lean AI Formalization

Q: What is a Claude Code skill and how does the Lean AI Formalization 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. Lean AI Formalization 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: prd-spec · Last updated: 2026-05-30

ai:agent

USE FOR: Formal verification of AI systems — agentic AI safety, alignment, high-stakes AI, evolving agents, neural network properties, and AI governance constraints. Use when formalizing safety envelopes, trust dynamics, multi-agent composition, AI act compliance, reward specifications, alignment properties, or any AI system property that must be formally verified. DO NOT USE FOR: AI methodology itself (use @ai-high-stakes-verifiable or @ai-agentic-evolving); security-specific formalisation (use @lean-security-formalization); knowledge formalisation (use @lean-knowledge-formalization). TRIGGERS: AI formalization, agentic safety, alignment proof, high-stakes AI, neural network property, AI governance.

About this skill (catalog notes)

Lean AI Formalization is published as a SKILL.md file in this catalog. The SKILL.md is on the shorter side at about 357 words.

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

How Lean AI Formalization fits the catalog

Lean AI Formalization sits in the Product category under the prd-spec 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

Guide to formally verifying properties of AI systems, from safety envelopes to alignment guarantees.

What this skill does

Lean AI Formalization is a community-contributed Claude Code skill in the prd-spec sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/lean-ai-formalization/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when formalizing safety envelopes, trust dynamics, multi-agent composition, AI act compliance, reward specifications, alignment properties, or any AI system property that must be formally verified. DO NOT USE FOR: AI methodology itself (use @ai-high-stakes-verifiable or @ai-agentic-evolving); security-specific formalisation (use @lean-security-formalization); knowledge formalisation (use @lean-knowledge-formalization).

Who uses this skill

The Lean AI Formalization 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 116,000+ 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/lean-ai-formalization
curl -L https://claudskills.com/skills/lean-ai-formalization/SKILL.md \
  -o ~/.claude/skills/lean-ai-formalization/SKILL.md

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

Skills live at ~/.claude/skills/lean-ai-formalization/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\lean-ai-formalization\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 Lean AI Formalization Claude Code skill?

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

What does the Lean AI Formalization 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 Lean AI Formalization skill?

Use Lean AI Formalization when your Claude Code task falls under the Product category — specifically in the prd spec 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 Lean AI Formalization" or describe the task and let Claude pick). Browse related skills at /category/product/.

What is a Claude Code skill and how does the Lean AI Formalization 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. Lean AI Formalization 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/lean-ai-formalization/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). Lean AI Formalization [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/lean-ai-formalization/

BibTeX

@misc{lean-ai-formalization-2026,
  author    = {r-irbe},
  title     = {Lean AI Formalization [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/lean-ai-formalization/}
}

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