5.2 Feature Extensions

This section outlines planned feature extensions and enhancements for the Neural Snake AI system, focusing on user experience improvements and new capabilities.

5.2.1 Advanced Game Modes

1. Multiplayer Mode

   class MultiplayerManager {
       constructor(config) {
           this.gameServer = new GameServer(config);
           this.rooms = new Map();
           this.matchmaker = new MatchMaker();
       }
   
       // Create game room
       createRoom(options) {
           const room = new GameRoom({
               maxPlayers: options.maxPlayers,
               gameMode: options.mode,
               private: options.private
           });
           
           this.rooms.set(room.id, room);
           return room;
       }
   
       // Handle player matching
       async matchPlayers(player) {
           const match = await this.matchmaker.findMatch({
               skill: player.rating,
               region: player.region,
               mode: player.preferredMode
           });
           
           return this.initializeMatch(match);
       }
   }

2. Tournament System

   class TournamentSystem {
       // Initialize tournament
       createTournament(config) {
           return new Tournament({
               format: config.format,
               players: config.players,
               rounds: config.rounds,
               prizes: config.prizes
           });
       }
   
       // Bracket management
       manageBrackets() {
           this.brackets = new BracketManager({
               type: 'double-elimination',
               seeding: 'random',
               matchesPerRound: 2
           });
       }
   
       // Score tracking
       trackScores() {
           this.scoreTracker = new ScoreTracker({
               metrics: ['wins', 'length', 'efficiency'],
               leaderboard: true,
               history: true
           });
       }
   }

5.2.2 Enhanced AI Capabilities

1. Advanced Learning Modes

   class AdvancedLearning {
       // Implement reinforcement learning
       setupReinforcementLearning() {
           this.rlSystem = new ReinforcementLearning({
               algorithm: 'DQN',
               replayBuffer: 10000,
               batchSize: 32,
               gamma: 0.99
           });
       }
   
       // Genetic evolution system
       implementGeneticEvolution() {
           this.evolutionSystem = new GeneticEvolution({
               populationSize: 100,
               mutationRate: 0.01,
               crossoverRate: 0.7,
               generationLimit: 1000
           });
       }
   
       // Multi-agent learning
       setupMultiAgentLearning() {
           this.multiAgentSystem = new MultiAgentLearning({
               agents: 10,
               cooperation: true,
               competition: true
           });
       }
   }

2. Behavior Patterns

   class BehaviorSystem {
       // Implement strategy patterns
       defineStrategies() {
           this.strategies = {
               aggressive: new AggressiveStrategy(),
               defensive: new DefensiveStrategy(),
               balanced: new BalancedStrategy(),
               adaptive: new AdaptiveStrategy()
           };
       }
   
       // Pattern recognition
       implementPatternRecognition() {
           this.patternRecognizer = new PatternRecognizer({
               patterns: this.predefinedPatterns,
               learningRate: 0.01,
               recognition: {
                   threshold: 0.8,
                   window: 100
               }
           });
       }
   }

5.2.3 Enhanced Visualization

1. 3D Rendering

   class Enhanced3DRenderer {
       // Initialize 3D environment
       setup3DEnvironment() {
           this.renderer = new THREE.WebGLRenderer({
               antialias: true,
               alpha: true
           });
           
           this.scene = new THREE.Scene();
           this.camera = new THREE.PerspectiveCamera(75, window.innerWidth / window.innerHeight, 0.1, 1000);
       }
   
       // Create snake model
       createSnakeModel() {
           return new SnakeModel({
               segments: true,
               animation: true,
               materials: this.snakeMaterials,
               physics: true
           });
       }
   
       // Implement effects
       addVisualEffects() {
           this.effects = {
               particles: new ParticleSystem(),
               lighting: new AdvancedLighting(),
               postProcessing: new PostProcessor()
           };
       }
   }

2. Interactive Replays

   class ReplaySystem {
       // Record gameplay
       recordGame() {
           this.recorder = new GameRecorder({
               fps: 60,
               compression: true,
               metadata: true
           });
       }
   
       // Playback controls
       implementPlayback() {
           this.playback = new PlaybackController({
               speed: 1,
               controls: ['play', 'pause', 'seek', 'speed'],
               markers: true
           });
       }
   
       // Analysis tools
       addAnalysisTools() {
           this.analyzer = new GameAnalyzer({
               metrics: true,
               heatmaps: true,
               statistics: true
           });
       }
   }

5.2.4 Social Features

1. Achievement System

   class AchievementSystem {
       // Define achievements
       setupAchievements() {
           this.achievements = new AchievementManager({
               categories: ['gameplay', 'learning', 'social'],
               storage: 'cloud',
               notifications: true
           });
       }
   
       // Progress tracking
       trackProgress() {
           this.progressTracker = new ProgressTracker({
               metrics: this.achievementMetrics,
               milestones: this.milestones,
               rewards: this.rewardSystem
           });
       }
   }

2. Leaderboard System

   class LeaderboardSystem {
       // Global rankings
       setupGlobalRankings() {
           this.rankings = new RankingSystem({
               categories: ['score', 'size', 'survival'],
               timeframes: ['daily', 'weekly', 'allTime'],
               regions: true
           });
       }
   
       // Social features
       implementSocialFeatures() {
           this.social = new SocialFeatures({
               friends: true,
               challenges: true,
               sharing: true,
               chat: true
           });
       }
   }

5.2.5 Mobile Support

1. Mobile UI

   class MobileInterface {
       // Responsive design
       implementResponsiveUI() {
           this.ui = new ResponsiveUI({
               breakpoints: this.screenBreakpoints,
               layouts: this.mobileLayouts,
               orientation: 'both'
           });
       }
   
       // Touch controls
       setupTouchControls() {
           this.controls = new TouchController({
               gestures: true,
               sensitivity: 0.8,
               feedback: true
           });
       }
   }

These feature extensions will enhance the user experience and provide new ways for users to interact with and enjoy the Neural Snake AI system.