dataset_info
dict | data
list |
|---|---|
{
"name": "Gensyn Glossary Dataset",
"version": "1.0.0",
"description": "A comprehensive glossary of terms related to Gensyn Protocol and decentralized machine learning",
"created": "2025-12-09T00:00:00",
"author": "Community Contributor",
"license": "MIT",
"categories": [
"protocol",
"products",
"technical",
"community",
"blockchain"
]
}
|
[
{
"id": 1,
"term": "Gensyn",
"definition": "A decentralized protocol that unifies the world's computing power into a single, open network for machine learning.",
"category": "protocol"
},
{
"id": 2,
"term": "Verde",
"definition": "Gensyn's cryptographically verifiable ML evaluation system that ensures faithful execution on untrusted hardware.",
"category": "technical"
},
{
"id": 3,
"term": "RL Swarm",
"definition": "A decentralized reinforcement learning framework for collaborative model training over the internet.",
"category": "products"
},
{
"id": 4,
"term": "CodeZero",
"definition": "The current training environment in RL Swarm focused on code generation tasks with Proposer, Solver, and Evaluator roles.",
"category": "products"
},
{
"id": 5,
"term": "BlockAssist",
"definition": "An AI assistant that learns from user actions in Minecraft through imitation learning.",
"category": "products"
},
{
"id": 6,
"term": "CodeAssist",
"definition": "A completely private and local AI coding assistant that learns the user's coding style.",
"category": "products"
},
{
"id": 7,
"term": "Delphi",
"definition": "An open, verifiable intelligence market where users stake tokens on AI models' performance benchmarks.",
"category": "products"
},
{
"id": 8,
"term": "Judge",
"definition": "An AI-settled prediction market demonstrating scalable, objective resolution using Verde verification.",
"category": "products"
},
{
"id": 9,
"term": "GenRL",
"definition": "Gensyn's modular reinforcement learning library for distributed, fault-tolerant training.",
"category": "technical"
},
{
"id": 10,
"term": "Solver",
"definition": "A participant role that performs ML training tasks and generates proofs of work.",
"category": "protocol"
},
{
"id": 11,
"term": "Verifier",
"definition": "A participant role that replicates proof portions and compares results against thresholds.",
"category": "protocol"
},
{
"id": 12,
"term": "Submitter",
"definition": "An end-user who provides ML tasks and payment to the Gensyn network.",
"category": "protocol"
},
{
"id": 13,
"term": "Whistleblower",
"definition": "A participant role that challenges verifier work as the final defense layer against fraud.",
"category": "protocol"
},
{
"id": 14,
"term": "Proof-of-Learning",
"definition": "A probabilistic verification method using gradient optimization metadata to create verifiable work certificates.",
"category": "technical"
},
{
"id": 15,
"term": "Pinpoint Protocol",
"definition": "A graph-based protocol enabling consistency verification without full replication of work.",
"category": "technical"
},
{
"id": 16,
"term": "LMSR",
"definition": "Logarithmic Market Scoring Rule - the on-chain pricing mechanism used in Delphi for continuous liquidity.",
"category": "technical"
},
{
"id": 17,
"term": "$TEST",
"definition": "The test-only token used within the Gensyn Testnet for trading and activities.",
"category": "blockchain"
},
{
"id": 18,
"term": "TGE",
"definition": "Token Generation Event - the future launch of Gensyn's mainnet token.",
"category": "blockchain"
},
{
"id": 19,
"term": "Gensyn Foundation",
"definition": "The organization responsible for decentralized governance post-TGE, announced December 2025.",
"category": "protocol"
},
{
"id": 20,
"term": "swarm.pem",
"definition": "A peer identity file that links a node to its on-chain identity. Must be preserved and never shared.",
"category": "technical"
},
{
"id": 21,
"term": "Proposer",
"definition": "A role in CodeZero that generates coding problems and adjusts difficulty levels.",
"category": "products"
},
{
"id": 22,
"term": "Evaluator",
"definition": "A frozen model role in CodeZero that assesses solutions and assigns rewards.",
"category": "products"
},
{
"id": 23,
"term": "Pioneer Program",
"definition": "A community recognition program celebrating contributors who shape Gensyn's culture.",
"category": "community"
},
{
"id": 24,
"term": "Rover",
"definition": "Entry-level role in the Pioneer Program for consistent community contributors.",
"category": "community"
},
{
"id": 25,
"term": "Pioneer",
"definition": "Advanced role in the Pioneer Program for members who embody Gensyn culture.",
"category": "community"
},
{
"id": 26,
"term": "The Core",
"definition": "An exclusive Discord area for verified community members with special access.",
"category": "community"
},
{
"id": 27,
"term": "HiveMind",
"definition": "A decentralized communication protocol backend supported by GenRL.",
"category": "technical"
},
{
"id": 28,
"term": "CheckFree",
"definition": "A fault-tolerant decentralized training method achieving 1.6x speedup without checkpoints.",
"category": "technical"
},
{
"id": 29,
"term": "SAPO",
"definition": "Swarm sAmpling Policy Optimization - a decentralized RL post-training method for collective learning.",
"category": "technical"
},
{
"id": 30,
"term": "SkipPipe",
"definition": "A partial and reordered pipelining framework for training LLMs in heterogeneous networks.",
"category": "technical"
},
{
"id": 31,
"term": "HDEE",
"definition": "Heterogeneous Domain Expert Ensemble - a research framework for distributed expertise.",
"category": "technical"
},
{
"id": 32,
"term": "NoLoCo",
"definition": "A communication efficiency framework for distributed machine learning.",
"category": "technical"
},
{
"id": 33,
"term": "OP Stack",
"definition": "The Ethereum Layer 2 rollup framework that Gensyn's custom blockchain is built on.",
"category": "blockchain"
},
{
"id": 34,
"term": "Staking",
"definition": "Depositing tokens as collateral to participate in the network and ensure honest behavior.",
"category": "blockchain"
},
{
"id": 35,
"term": "Slashing",
"definition": "Penalty mechanism that burns a participant's stake if they act maliciously.",
"category": "blockchain"
},
{
"id": 36,
"term": "Rollup",
"definition": "A Layer 2 scaling solution that processes transactions off-chain and posts proofs to Ethereum.",
"category": "blockchain"
},
{
"id": 37,
"term": "Trustless Verification",
"definition": "The ability to verify ML computations without trusting the party that performed them.",
"category": "technical"
},
{
"id": 38,
"term": "DataManager",
"definition": "A GenRL component that manages environment data like datasets, images, or game boards.",
"category": "technical"
},
{
"id": 39,
"term": "RewardManager",
"definition": "A GenRL component that implements custom reward functions for RL training.",
"category": "technical"
},
{
"id": 40,
"term": "GameManager",
"definition": "A GenRL component that orchestrates data flow between components and the agent swarm.",
"category": "technical"
}
] |
Gensyn Glossary Dataset
A comprehensive glossary of terms related to the Gensyn Protocol and decentralized machine learning ecosystem.
Dataset Description
This dataset contains 40 key terms and definitions covering the Gensyn protocol, products, technical concepts, community programs, and blockchain components.
Dataset Statistics
| Category | Count |
|---|---|
| Protocol | 5 |
| Products | 8 |
| Technical | 16 |
| Community | 4 |
| Blockchain | 7 |
| Total | 40 |
Data Format
{
"id": 1,
"term": "Gensyn",
"definition": "A decentralized protocol that unifies the world's computing power into a single, open network for machine learning.",
"category": "protocol"
}
Categories
- Protocol: Core Gensyn protocol concepts and roles
- Products: Gensyn applications (RL Swarm, BlockAssist, CodeAssist, Delphi, Judge)
- Technical: Technical terms, research papers, and system components
- Community: Community programs and roles
- Blockchain: Web3 and blockchain-related terms
Usage
Loading with Python
import json
with open('gensyn-glossary-dataset.json', 'r') as f:
data = json.load(f)
for item in data['data']:
print(f"{item['term']}: {item['definition']}")
With Hugging Face Datasets
from datasets import load_dataset
dataset = load_dataset("planzb/gensyn-glossary-dataset")
Use Cases
- Chatbot Training: Train bots to explain Gensyn terminology
- Documentation: Reference for technical writers
- Onboarding: Help new community members learn the ecosystem
- Search: Build semantic search over Gensyn terms
- Education: Learning resource for decentralized ML concepts
Sample Terms
| Term | Category |
|---|---|
| Verde | Technical |
| RL Swarm | Products |
| Pioneer | Community |
| Slashing | Blockchain |
| Proof-of-Learning | Technical |
Sources
Official Gensyn resources:
Version History
| Version | Date | Changes |
|---|---|---|
| 1.0.0 | 2025-12-09 | Initial release with 40 terms |
License
MIT License
Related Datasets
- Gensyn QA Dataset - Question-Answer pairs about Gensyn
Disclaimer: Community-created dataset. Refer to official Gensyn documentation for the most current information.
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