parallel-fanout

parallel-fanout - Interaction-Entropy-Seeded Parallel Skill Dispatch

Overview

A metaskill that transforms every user interaction into a maximally parallel skill invocation, using the interaction's entropy as the seed for deterministic SplitMixTernary forking.

┌─────────────────────────────────────────────────────────────────┐
│                    USER INTERACTION                              │
│  "implement feature X with Y constraints"                        │
└──────────────────────────┬──────────────────────────────────────┘
                           │
                    ┌──────▼──────┐
                    │   ENTROPY   │
                    │  EXTRACTION │
                    │ (Shannon H) │
                    └──────┬──────┘
                           │ seed = hash(interaction) & MASK64
                    ┌──────▼──────┐
                    │ SplitMix64  │
                    │   .fork(3)  │
                    └──────┬──────┘
                           │
           ┌───────────────┼───────────────┐
           │               │               │
    ┌──────▼──────┐ ┌──────▼──────┐ ┌──────▼──────┐
    │  GENERATOR  │ │ COORDINATOR │ │  VALIDATOR  │
    │   (+1 RED)  │ │  (0 GREEN)  │ │  (-1 BLUE)  │
    │ child[0]    │ │  child[1]   │ │  child[2]   │
    └──────┬──────┘ └──────┬──────┘ └──────┬──────┘
           │               │               │
           └───────────────┼───────────────┘
                           │
                    ┌──────▼──────┐
                    │   MERGE     │
                    │  GF(3) = 0  │
                    └─────────────┘

Interaction Entropy → Seed

def interaction_to_seed(interaction_text)
  # Shannon entropy of interaction
  chars = interaction_text.chars
  freq = chars.tally
  total = chars.size.to_f
  
  h = freq.values.sum { |c| 
    p = c / total
    -p * Math.log2(p) 
  }
  
  # Hash interaction with entropy weight
  fnv1a = 0xcbf29ce484222325
  interaction_text.bytes.each do |b|
    fnv1a ^= b
    fnv1a = (fnv1a * 0x100000001b3) & 0xFFFFFFFFFFFFFFFF
  end
  
  # Combine hash with entropy bits
  entropy_bits = (h * 1_000_000).to_i
  (fnv1a ^ (entropy_bits * GOLDEN)) & MASK64
end