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name: Horse AI System description: Manage the 100 AI poker horses for content and gameplay

Horse AI System Skill

Overview

The Ghost Fleet consists of 100 AI-powered horse personas that:

1. Post social content (clips, news, memes)
2. Play poker using GTO strategies
3. Have persistent memory and relationships

Database Tables

content_authors (Horse roster)

• id, name, alias, avatar_url
• specialty, voice, stakes
• is_active, profile_id

horse_personality (GTO traits)

• gto_adherence (0-100%)
• deviation_trigger (never/strong_read/weak_opponent/icm_pressure/any_read/always)
• mixed_strategy_bias (balanced/aggressive/defensive/survival/max_variance)
• preferred_stack_depths, preferred_game_types, preferred_topologies
• archetype_name (GTO_Purist/Balanced/Aggressive_GTO/Passive_GTO/Exploitative/MTT_Specialist/Degen)

horse_memory (Persistent memory)

• memory_type (POST/OPINION/INTERACTION/TOPIC/STORY/CLAIM)
• content_summary, keywords, sentiment
• strength (decays over time)

horse_relationships (Inter-horse dynamics)

• relationship_type (friend/rival/mentor/student/neutral)
• sentiment_score (-1.0 to 1.0)

Cron Endpoints

Content Posting

Poker Playing

Playing a Hand

1. Get Horse Personality

Copyconst { data: personality } = await supabase.rpc('get_horse_personality', {
  p_author_id: horseId
});

2. Query GTO Solution

Copyconst { data: spot } = await supabase
  .from('solved_spots_gold')
  .select('strategy_matrix')
  .eq('scenario_hash', hash)
  .single();

const strategy = spot.strategy_matrix[heroHand];

3. Apply Personality Bias

Copyconst { data: action } = await supabase.rpc('get_horse_action', {
  p_author_id: horseId,
  p_strategy_actions: strategy.actions
});
// Returns 'Raise', 'Call', or 'Fold'

Memory Functions

Record Memory

CopySELECT record_horse_memory(
  1,                    -- author_id
  'OPINION',            -- memory_type
  'Fold equity matters', -- summary
  'strategy',           -- related_topic
  ARRAY['fold', 'equity', 'bluff']  -- keywords
);

Get Memories for Context

CopySELECT * FROM get_horse_memories(1, 'strategy', 10);

Archetype Behaviors

Best Practices

1. Always fetch personality before making decisions
2. Record memories after significant posts/hands
3. Update relationships after interactions
4. Use topic cooldowns to prevent repetition