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Building the future of decentralized intelligence

Point Labs is an AI research lab exploring the intersection of machine learning and Web3.

AI ResearchZero-Knowledge MLDecentralized TrainingOn-chain Agents

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// about

Research at the edge

We believe the next wave of AI innovation will be built on open, decentralized infrastructure. Our research focuses on making this future a reality.

AI Research

Advancing the frontiers of machine learning with novel architectures and training methodologies.

Privacy-Preserving ML

Zero-knowledge proofs for verifiable and private AI inference at scale.

Decentralized Infrastructure

Building protocols for distributed model training and inference networks.

On-chain Agents

Autonomous AI systems that interact with blockchain environments.

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"The future of AI is open, verifiable, and owned by everyone."

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// research

Active projects

Our current research initiatives spanning AI, cryptography, and decentralized systems.

Neural Consensus

Active

Decentralized model validation using novel consensus mechanisms for AI inference verification.

AIConsensusResearch

zkML Framework

Active

Open-source toolkit for building zero-knowledge machine learning applications.

ZKMLOpen Source

View on GitHub

Distributed Training Protocol

Upcoming

Protocol for incentivized collaborative model training across decentralized networks.

ProtocolTrainingWeb3

Autonomous Agent Research

Active

Exploring the intersection of AI agents and on-chain execution environments.

AgentsResearchBlockchain