Zoo Network & Gym Research Papers

Democratizing AI through revolutionary blockchain infrastructure

7
Research Papers
99.8%
Cost Reduction
87K+
Global Users
142
Countries

1. Zoo Foundation Mission

43KB | ~1,100 lines | Foundation & Mission
Establishes Zoo Labs Foundation's 501(c)(3) non-profit mission: Conservation AI, Educational AI, and Frontier AI research. Documents the alchemical synthesis of AI and blockchain for planetary benefit.
Conservation Genomics Educational Democratization Frontier AI 73 Species
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2. Zoo Network Architecture

48KB | ~1,200 lines | Infrastructure
Complete L2 AI specialization layer architecture built on Hanzo compute infrastructure. Documents HLLM integration, federated learning, and Experience Ledger design.
Layered Design HLLM Routing Federated Learning 40+ Citations
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3. Zoo Tokenomics

2,050+ lines | Economics
Revolutionary 100% airdrop tokenomics with zero VC/private sales. First comprehensive framework for community-owned AI infrastructure with democratic validator participation (1,000 ZOO stake).
100% Airdrop Gini 0.61 DAO Governance Cross-Network
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4. Gym Training Platform

49KB | ~1,228 lines | AI Training
Comprehensive platform supporting 100+ models and 8 training methods. Documents 2.5-year evolution from LLaMA Factory to democratized AI training across 142 countries.
100+ Models GRPO/GSPO 420K Models Trained 31 Citations
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5. HLLM with Training-Free GRPO

71KB | ~50 pages | Breakthrough Innovation
Revolutionary paradigm shift achieving 99.8% cost reduction ($18 vs $10,000+) and +2.7% accuracy improvement via semantic optimization. Introduces Hamiltonian invariant (ฮจยทฮ˜ = ฮบ).
99.8% Cost Reduction 82.7% AIME24 100ร— Data Efficiency 3-Stage Algorithm
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6. Experience Ledger & DSO

54KB | ~1,600 lines | Implementation
Decentralized Semantic Optimization with Byzantine-robust curation. Three-layer storage (on-chain/IPFS/Arweave), 7680-dim embeddings, formal theorems and proofs.
DSO Algorithm Byzantine Robust Merkle Proofs $3,726 Annual Cost
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7. ZIP-002: Zen-Reranker

49KB | ~1,288 lines | Technical Specification
Native 7680-dimensional embeddings with BitDelta compression (31.87ร— ratio). Byzantine-robust aggregation achieving 94.7% Recall@5 with smart contract integration.
7680-Dim Native BitDelta 31.87ร— 94.7% Recall@5 Smart Contracts
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Zoo Labs Foundation Inc - 501(c)(3) Non-Profit Organization

Website โ€ข GitHub โ€ข Documentation โ€ข Discord

๐Ÿ“œ Licensed under CC BY 4.0 โ€ข All papers are open access and freely available