Adaptive Mob Ai

[1.1.17] - 2025-12-15

Added

• AI Tier Progression System (Inspired by Hostile Neural Networks)

  • 5-tier intelligence system: UNTRAINED → LEARNING → TRAINED → EXPERT → MASTER
  • Mobs gain combat experience and level up their AI over time
  • Experience persists across mob deaths (global per-mob-type tracking)
  • Accuracy-based decision making (30% → 95% tactical success rate)
  • Dynamic think intervals (smarter mobs react faster)
  • Visual tier indicators with colored particles (green/blue/purple)
  • Tier-up celebration effects with enchantment glints
  • Federation sync for tier data (servers share AI progression globally)
  • Configuration options: enableTierProgression, visualTierIndicators, experienceRateMultiplier

• Variant Family Grouping System

  • 12 mob families for cross-learning (zombie family, skeleton family, etc.)
  • Variant mobs share 50% experience with family members
  • Drowned learns from zombies, stray learns from skeletons, etc.

• Mob-Specific Think Costs

  • Base intervals per mob type (zombies: 15t, skeletons: 20t, bosses: 30t)
  • Tier-based speed modifiers (MASTER mobs think 40% faster)
  • Performance optimized for complex mob AI

• Cloudflare Worker Tier Endpoints

  • /api/tiers POST/GET for tier data upload/download
  • FederationCoordinator stores global tier progression in Durable Object
  • Merge strategy: keeps maximum experience per mob type

Changed

• AI decision making now includes accuracy checks (lower tiers make tactical mistakes)
• Think intervals now dynamic based on mob type and intelligence tier
• Experience system tracks total combat outcomes per mob type globally

Technical

• New AITier enum with 5 progression levels and tier metadata
• TierVisualIndicators utility class for particle effects
• Tier data sync methods in FederatedLearning and CloudflareAPIClient
• Config loading enhanced to read tier progression settings
• All systems maintain full backwards compatibility

[1.1.13] - 2025-12-14

Fixed

• Critical: Mob freezing during federation uploads (blocking HTTP on server thread)
  • All uploads now use CompletableFuture.runAsync() fire-and-forget pattern
  • Dedicated HTTP executor ensures complete isolation from server thread
  • Data copying prevents concurrent modification during async upload

[1.1.8] - 2025-12-14

Added

• Federated Learning v3.0.0: Complete rewrite with Durable Objects
  • Decisive round finality (10 min OR 10 contributors)
  • Forced startup pull ensures bootstrap traffic
  • GitHub flight recorder for debugging
  • Proof-of-life /status endpoint
  • Single source of truth coordinator

Changed

• Client behavior: Now uses v3 API endpoints (/api/global, /api/upload)
• Round closure: Hard limits prevent indefinite rounds
• Startup flow: Guaranteed download on server start
• Bootstrap uploads: First encounter triggers immediate upload

Fixed

• No guaranteed bootstrap traffic (forced startup pull added)
• Rounds never closing (time/contributor limits enforced)
• No federation visibility (enhanced status endpoint)
• Rate limit risk (logging once per round)

[1.1.7] - 2025-12-14

Added

• GitHub logging system for federation debugging
• GitHubLogger utility (async, non-blocking, safe)
• Round finality rules in FederationCoordinator
• Enhanced status endpoint with proof-of-life data

Fixed

• Federation rounds staying open indefinitely
• Lack of visibility into federation status

[1.1.6] - 2025-12-12

Added

• Per-mob learning statistics in /amai stats command
• Detailed breakdown of tactics by mob type

Changed

• Enhanced stats display with mob-specific data

[1.1.5] - 2025-12-10

Added

• Forced bootstrap uploads on first mob encounter
• Initial upload system to establish federation connection
• Heartbeat sync mechanism

Fixed

• Servers not uploading data (bootstrap issue)
• Federation connection not establishing reliably

[1.1.4] - 2025-12-09

Changed

• Restored single JAR build (all dependencies bundled)
• Simplified deployment (one file instead of two)

Fixed

• Dependency management issues with split JARs

[1.1.3] - 2025-12-08

Added

• Auto-increment version system for local builds
• Build automation improvements

[1.1.2] - 2025-12-07

Added

• Enhanced logging for federation operations
• Better error messages

[1.1.0] - 2025-12-05

Added

• Federated Learning System v2.0
  • Global model aggregation via Cloudflare Workers
  • Real-time tactic sharing across all servers
  • FedAvg algorithm for model updates
  • Automatic sync every 10 minutes

Changed

• Moved from local-only learning to distributed system
• Cloudflare Worker backend for coordination
• Enhanced mob AI with global tactics

[1.0.0] - 2025-12-01

Added

• Initial Release
• Deep Q-Network for mob learning
• Rule-based + learning hybrid AI
• Support for 8 mob types:
  • Zombie, Skeleton, Creeper, Spider
  • Husk, Stray, Wither Skeleton, Enderman
• MCA Reborn integration (optional)
  • Villager personality system
  • Mood-based dialogue
  • 40+ dialogue templates
• Configuration system
  • Per-mob toggles
  • AI difficulty scaling (0.5 - 3.0)
  • Federation enable/disable
• Commands:
  • /mcaai info - Mod status
  • /mcaai stats - AI statistics
  • /mcaai federation - Federation status
  • /mcaai test dialogue - Dialogue testing

Version Format

Format: [MAJOR.MINOR.PATCH]

• MAJOR: Breaking changes, architecture rewrites
• MINOR: New features, API changes
• PATCH: Bug fixes, minor improvements