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AI Duel Simulation

Execute AI-vs-AI duel simulations to measure decision quality and detect regressions in MTG gameplay.

Updated Aug 27, 2026
Search Tags:#testing#ai#simulation#benchmark#duel#mtg#ai-bots
One-click install
npx skills add https://github.com/gamajose/MagicTheGathering --skill ai-duel-simulation
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: AI Duel Simulation
Source: https://github.com/gamajose/MagicTheGathering/tree/main/.claude/skills/ai-duel
Command: npx skills add https://github.com/gamajose/MagicTheGathering --skill ai-duel-simulation

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill enables automated AI-vs-AI duel simulations to assess decision quality, compare strategies, and detect regressions across matchups.

Core Features & Use Cases

  • Batch experimentation: run many games with different seeds to benchmark AI consistency.
  • Configurable difficulty & matchups: evaluate AI behavior across presets like red-vs-green and other metagame scenarios.
  • Regression detection: monitor for regressions by comparing outcomes across builds.

Quick Start

Run a default AI-vs-AI duel to benchmark decision quality across typical matchups.

Frequently Asked Questions about AI Duel Simulation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I run AI-vs-AI simulations to benchmark decision quality in MTG?▼

Batch AI duel simulations run many games with different seeds to benchmark AI consistency across typical scenarios. This process helps evaluate AI behavior and compare strategies across configurable difficulty levels and matchup presets.

How do I detect gameplay regressions across different AI builds?▼

Configure AI-vs-AI duels using preset matchups like red-vs-green and other metagame scenarios. You apply different difficulty levels and seeds through the simulation configuration to evaluate specific AI behavior.

Can I control the random seed for MTG AI duel simulations?▼

AI duel simulations enforce functional requirements through the ai-duel binary and its configuration. This setup manages batch runs, seed control, and matchup presets to execute automated AI-vs-AI testing.

What is the best way to compare AI strategies in Magic The Gathering?▼

Regression detection in AI duel simulations involves monitoring gameplay outcomes across multiple builds. By comparing these results from batch runs, you can identify regressions and validate overall decision quality.

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