Decentralized A(G)I
>> Autonomous agents
Identity, wallets, smart contracts for interaction with autonomous agents
Agentic economy [customer-agent, agent-agent, agent-human worker]
Payment systems and financial primitives for AI
>> Data pipelines
Collaborative and crowdsourced RAG datasets, labelling, synthetic data generation
Crowdsourced pre-training and fine-tuning
>> Distributed infrastructure
Inference on edge devices or networks of edge devices
Aggregation, decentralized marketplace and routing of compute providers
>> User-owned models — specialized and optimized models:
custom models
distillation techniques and networks
inference optimizations and quantization
>> Self-sovereign data and identity for AI
>> Autonomous agents
Identity, wallets, smart contracts for interaction with autonomous agents
Agentic economy [customer-agent, agent-agent, agent-human worker]
Payment systems and financial primitives for AI
>> Data pipelines
Collaborative and crowdsourced RAG datasets, labelling, synthetic data generation
Crowdsourced pre-training and fine-tuning
>> Distributed infrastructure
Inference on edge devices or networks of edge devices
Aggregation, decentralized marketplace and routing of compute providers
>> User-owned models — specialized and optimized models:
custom models
distillation techniques and networks
inference optimizations and quantization
>> Self-sovereign data and identity for AI
web3 for AI
>> Programmable Incentives
Decentralized incentives/tokenomics for ML research and development [Huggingface with tokens]
Incentivization of crowdsourced work in data scraping, labelling, synthetic data generation
>> Cryptography and authenticity
Privacy-preserving AI applications with local models, trusted execution enclaves/environment or FHE ML
Verifiable compute via OPML, ZKML
Content authenticity and fingerprinting solution to defend against deepfakes
>> Governance
Model governance with DAO-style decision-making or democracy
Co-owned agents and models
Fundraising infrastructure or Initial Model Offering software
>> Programmable Incentives
Decentralized incentives/tokenomics for ML research and development [Huggingface with tokens]
Incentivization of crowdsourced work in data scraping, labelling, synthetic data generation
>> Cryptography and authenticity
Privacy-preserving AI applications with local models, trusted execution enclaves/environment or FHE ML
Verifiable compute via OPML, ZKML
Content authenticity and fingerprinting solution to defend against deepfakes
>> Governance
Model governance with DAO-style decision-making or democracy
Co-owned agents and models
Fundraising infrastructure or Initial Model Offering software
AI for web3
>> Web3 Social
Spam protection and moderation for web3 social networks
Content recommendation using ML
User-owned AI models integrated with web3 social
Content generation, including text, video and transformation across modalities (e.g. podcast → Farcaster thread)
>> ML for DeFi
Onchain quant trading
Price estimation and price prediction, including low-liquidity assets
Prediction markets with AI participants
>> AI for DAO Governance
Prompter for DAO participants that can summarize discussions and act on behalf of token holders
Deliberation, consensus-building and mediation of discussions with AI
AI-powered governance and voting
>> Gaming
AI-powered narratives, storytelling and NPCs
Generative content for games, including music, 3D scenes and objects, gameplay elements
>> Security
Automated auditing and transaction simulation for smart contracts
Code generation
>> Web3 Social
Spam protection and moderation for web3 social networks
Content recommendation using ML
User-owned AI models integrated with web3 social
Content generation, including text, video and transformation across modalities (e.g. podcast → Farcaster thread)
>> ML for DeFi
Onchain quant trading
Price estimation and price prediction, including low-liquidity assets
Prediction markets with AI participants
>> AI for DAO Governance
Prompter for DAO participants that can summarize discussions and act on behalf of token holders
Deliberation, consensus-building and mediation of discussions with AI
AI-powered governance and voting
>> Gaming
Generative content for games, including music, 3D scenes and objects, gameplay elements
AI-powered narratives, storytelling and NPCs
>> Security
Automated auditing and transaction simulation for smart contracts
Code generation