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The Case for an L1 Blockchain Dedicated to AGI

  • Writer: shaukat shamim
    shaukat shamim
  • Mar 6
  • 3 min read

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As artificial general intelligence (AGI) moves from theoretical research to practical implementation, it demands a technological infrastructure that can support its unique requirements. AGI will require vast amounts of computational power, real-time data access, and robust security mechanisms to function effectively. However, existing blockchain ecosystems — built primarily for financial applications, general-purpose smart contracts, or decentralized storage — are ill-equipped to handle AGI’s specific needs.


To truly enable AGI at scale, the world needs a Layer 1 (L1) blockchain designed from the ground up to support AGI development, deployment, and governance. This specialized L1 blockchain would provide a decentralized, trustless, and censorship-resistant environment for AGI while addressing critical challenges such as computational efficiency, verifiable decision-making, and ethical oversight.


Why an L1 Blockchain for AGI?

  1. Decentralized and Trustless Infrastructure

AGI’s potential is immense — but so are the risks if its development and deployment are controlled by a handful of corporations or governments. A dedicated L1 blockchain would ensure that AGI remains decentralized, transparent, and immune to single points of failure.

By leveraging a distributed network, the AGI blockchain could prevent malicious actors from exerting undue influence over AI models, their training data, or decision-making processes. Additionally, trustless smart contracts could govern AGI behavior, ensuring alignment with predefined ethical standards.


2. On-Chain Compute Power for AGIThe computational requirements of AGI are orders of magnitude higher than those of traditional AI models. Standard blockchains lack the processing power necessary to support complex neural networks and inference models.

A specialized L1 blockchain for AGI would incorporate high-performance consensus mechanisms optimized for computation rather than just financial transactions. Techniques such as zero-knowledge proofs, rollups, and AI-native validators could enable scalable, efficient AGI processing.


3. Verifiable and Auditable AI Decision-MakingOne of the biggest concerns around AGI is the “black box” problem — where AI makes decisions that are difficult to interpret or verify. A blockchain designed for AGI would provide an immutable, verifiable ledger of AI-generated outputs, making decisions more transparent and accountable.

By integrating cryptographic proofs, such as zk-SNARKs or homomorphic encryption, stakeholders could verify an AI’s reasoning process without compromising data privacy. This could be particularly valuable in high-stakes industries such as healthcare, finance, and governance.


4. Incentivized Participation in AGI DevelopmentA purpose-built L1 blockchain would enable new economic models for AGI development. Token incentives could drive contributions from researchers, data providers, and validators, ensuring a decentralized and self-sustaining ecosystem.

For example, contributors could stake tokens to propose model improvements, receive rewards for validating AI outputs, or monetize proprietary datasets through decentralized data marketplaces. This would democratize access to AGI development, reducing reliance on large tech monopolies.


5. Ethical and Regulatory Compliance at the Protocol LevelWith growing concerns over AGI safety, a dedicated blockchain could embed ethical constraints directly into its protocol. Smart contract-enforced governance structures could ensure that AGI adheres to predefined safety guidelines, preventing unethical behavior or unintended consequences.

Additionally, decentralized autonomous organizations (DAOs) could oversee AGI governance, allowing stakeholders to vote on updates, safety measures, and protocol changes in a transparent, democratic manner.


The Road AheadBuilding an L1 blockchain specifically for AGI is no small feat. It requires advances in consensus mechanisms, cryptographic verification, decentralized computing, and on-chain governance. However, the alternative — allowing AGI to develop within centralized, opaque systems — is far riskier.

By creating a blockchain infrastructure tailored to AGI, we can ensure that this transformative technology remains secure, transparent, and aligned with humanity’s best interests. The future of AGI should not be dictated by a handful of corporations or governments — it should be built on a foundation of decentralization, trust, and open collaboration.


Now is the time to start laying the groundwork for an AGI-native blockchain, before centralized interests take control of one of the most powerful technologies in human history.

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