braindance-worlds

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GF(3)-conserved distribution of Claude threads across Aptos worlds

⭐1stars🔀2forks📁View on GitHub🕐Updated Jan 9, 2026

When & Why to Use This Skill

This Claude skill provides a mathematically rigorous framework for distributing conversation threads across decentralized Aptos environments. By utilizing GF(3) arithmetic (Galois Field of 3) and semantic affinity mapping, it ensures that AI agent states are balanced, conserved, and logically organized by topic, enabling advanced decentralized memory management and verifiable data distribution.

Use Cases

  • Decentralized State Management: Distributing AI agent memory and conversation history across blockchain-based 'worlds' while maintaining mathematical consistency and balance.
  • Semantic Context Routing: Automatically assigning specific discussion topics—such as DAOs, Topology, or WASM—to dedicated storage environments based on their semantic affinity for optimized retrieval.
  • Verifiable Thread Distribution: Leveraging GF(3) conservation laws to audit and verify that conversation data has been correctly partitioned and distributed across a network of nodes.
  • Load Balancing for AI Agents: Using trit-based hashing to ensure an even spread of computational or storage load across multiple decentralized environments.
namebraindance-worlds
descriptionGF(3)-conserved distribution of Claude threads across Aptos worlds
version1.0.0

Braindance Worlds

Distribute threads to worlds preserving Σ ≡ 0 (mod 3).

Algorithm

1. Hash each thread → trit ∈ {-1, 0, +1}
2. Sum thread trits: T = Σ(t_i)
3. Select worlds where Σ(w_j) ≡ -T (mod 3)
4. Match by semantic affinity (letter → topic)

Distribution (14 threads → 14 worlds)

World Trit Thread Topic
alice +1 019b7219 Continuation
world_c +1 019b71d1 Cantordust
world_f +1 019b7643 Drand
world_r +1 019b71bb R2con
world_x +1 019b7622 eXtract
bob 0 019b7654 Beacon
world_e 0 019b74de Embedding
world_n 0 019b71e8 NeurIPS
world_t 0 019b71cb Topology
world_w 0 019b72ac WASM64
world_a -1 019b71f0 Automata
world_d -1 019b74e1 DAO
world_s -1 019b71c8 Sonification
world_v -1 019b71d3 Reverse

Conservation

Σ(worlds)  = 5(+1) + 5(0) + 4(-1) = +1
Σ(threads) = 2(+1) + 12(-1)       = -10
TOTAL      = -9 ≡ 0 (mod 3) ✓

Semantic Affinity Map

{:c "Cantordust" :r "Radare" :x "eXtract" :f "Fault-tolerance"
 :e "Embedding" :n "NeurIPS" :t "Topology" :w "WASM"
 :a "Automata" :d "DAO" :s "Sonification" :v "reVerse"}

Query

# Unzip + assign
unzip -l ~/Desktop/braindances.zip | awk 'NR>3{print $4}' | \
  while read f; do echo "$f → world_$(echo $f | md5 | cut -c1)"; done

Unassigned Worlds

b g h i j k l m o p q u y z — available for future threads.