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levity-levin

Playful mutual ingression meets Leonid Levin's algorithmic bounds. Use for: playful exploration with theoretical guarantees, mutual ingression with convergence proofs, emergent solutions within complexity bounds, social computation meeting algorithmic optimality.

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill levity-levin --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 8 KB
Bundled scripts: none
Version: 1.0.0
Path: skills/ai-ml/levity-levin/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Levity-Levin: Playful Mutual Ingression Meets Algorithmic Bounds ## Overview Playful mutual ingression (levity) anchored by Leonid Levin's algorithmic complexity guarantees for: - **Playful exploration with theoretical guarantees**: Explore freely with convergence proofs - **Mutual ingression with convergence proofs**: Agents influence each other within bounds - **Emergent solutions within complexity bounds**: Collective intelligence with optimality guarantees - **Social computation meeting algorithmic optimality**: Community building that's theoretically sound ## Core Concepts ### Levity: Playful Mutual Ingression ``` Agents A₁, A₂, ..., Aₙ engage in playful interaction Each action by Aᵢ influences probability space of others Collective exploration naturally leads to emergent solutions ``` ### Levin Bounds (Complexity Guarantees) ``` For any solution found via levity: Cost(solution) ≤ K · Cost(optimal_solution) Where K is universal constant independent of problem ``` ### The Integration Playful systems guaranteed to find near-optimal solutions: - **Exploration**: Agents wander playfully - **Ingression**: Each agent's actions affect others' probability spaces - **Bounds**: All di

What's inside
Steps it walks through
  1. Overview
  2. Core Concepts
  3. Levity: Playful Mutual Ingression
  4. Levin Bounds (Complexity Guarantees)
  5. The Integration
  6. Key Insight
  7. Applications
  8. 1. Playful Multi-Agent Search
  9. 2. Emergent Solution Finding
  10. 3. Social Computation with Guarantees
  11. 4. Mutual Ingression Networks
  12. Theoretical Guarantees
  13. Convergence
  14. Emergence
Ships with 1 file
  • metadata.json
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About this skill
What does the levity-levin skill do?

Playful mutual ingression meets Leonid Levin's algorithmic bounds. Use for: playful exploration with theoretical guarantees, mutual ingression with convergence proofs, emergent solutions within complexity bounds, social computation meeting algorithmic optimality.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill levity-levin --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.

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