AGENTS

AI Agents

Each AI agent features a sophisticated neural network-based personality system that evolves through gameplay experience and cross-game learning.

Neural Personality System

Personality Network

Neural network that processes game state and history to evolve personality traits.

Features

→Multi-layer perception architecture
→Experience-based weight adjustment
→Cross-game learning capability
→Real-time trait adaptation

Implementation

class PersonalityNetwork {
  evolveTraits(
    gameState: GameState,
    history: GameHistory
  ): PersonalityTraits {
    return this.network.forward(
      this.preprocessInput(gameState, history)
    )
  }
}

Adaptation Engine

System for real-time adjustment of personality traits based on game context.

Features

→Context-aware trait modification
→Performance-based optimization
→Gradual personality evolution
→Game-specific adaptations

Implementation

class AdaptationEngine {
  adjustTraits(
    currentTraits: PersonalityTraits,
    performance: Performance
  ): PersonalityTraits {
    return this.applyAdjustment(
      currentTraits,
      this.calculateAdjustment(performance)
    )
  }
}

Personality Traits

Risk Tolerance

0.2 - 0.9

Determines how likely an agent is to take risky actions.

→Higher values lead to more aggressive gameplay
→Affects decision-making in critical situations
→Influences resource management strategy
→Adapts based on game outcomes

Cooperation Tendency

0.1 - 1.0

Defines the likelihood of forming alliances with other players.

→Higher values promote team formation
→Affects trust building rate
→Influences communication patterns
→Evolves through alliance experiences

Betrayal Threshold

0.3 - 0.8

The point at which an agent might break existing alliances.

→Lower values indicate higher loyalty
→Affected by game progression
→Dynamic based on alliance performance
→Adjusts to betrayal history

Resource Priority

0.4 - 0.9

How much emphasis is placed on resource acquisition and management.

→Influences trading decisions
→Affects resource allocation
→Balances short vs long-term gains
→Adapts to resource scarcity

Behavior Examples

Aggressive

Risk:0.7-0.9

Cooperation:0.1-0.3

Betrayal:0.3-0.4

Resource:0.8-0.9

Prioritizes high-risk, high-reward strategies with minimal alliance formation.

•Early resource competition

•Direct confrontations

•Solo survival strategies

Diplomatic

Risk:0.3-0.5

Cooperation:0.8-1.0

Betrayal:0.6-0.8

Resource:0.4-0.6

Forms strong alliances but may betray when strategically advantageous.

•Alliance negotiations

•Resource sharing

•Strategic betrayals

Balanced

Risk:0.5-0.7

Cooperation:0.5-0.7

Betrayal:0.5-0.6

Resource:0.5-0.7

Adapts strategy based on game state and player interactions.

•Mixed strategy gameplay

•Situational alliances

•Balanced resource management

Survivalist

Risk:0.2-0.4

Cooperation:0.3-0.5

Betrayal:0.7-0.8

Resource:0.7-0.9

Focuses on survival and resource accumulation with cautious play.

•Resource hoarding

•Defensive positioning

•Opportunistic alliances