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ManaMind: An AI agent for playing Magic: The Gathering at superhuman level using deep reinforcement learning

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GitHub Issues Tracking

This directory contains information about how we track work for the ManaMind project.

Labels

We use labels to categorize issues by development phase:

  • phase-1: Phase 1 - Foundation & Forge Integration (3-6 months)
  • phase-2: Phase 2 - Mastery & MTGA Adaptation (6-12 months)
  • phase-3: Phase 3 - Superhuman Performance (12-24 months)

Key Issues

  • #12: Project Tracking - Main issue tracking overall progress
  • #2: Game State Management
  • #3: Action System
  • #4: MCTS Agent Implementation
  • #5: Neural Network Training Pipeline
  • #6: Forge Integration
  • #7: Model Evaluation System
  • #8: Distributed Training Infrastructure
  • #9: MTGA Integration
  • #10: Test Suite
  • #11: Analytics Dashboard

For more information about the project goals and roadmap, see the main PRD.

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ManaMind: An AI agent for playing Magic: The Gathering at superhuman level using deep reinforcement learning

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