Decentralized Compute Has Failed
Decentralized compute networks have failed because they still require trust in node operators, lacking cryptographic verification for results.Summary
The author argues that decentralized compute, despite attracting billions in investment, has fundamentally failed because it has only decentralized supply and payments, not trust. Current leading networks like Akash and Render operate as sophisticated spot markets for GPUs, relying on reputation scores rather than mathematical proof, which is insufficient for critical use cases like Layer 2 rollups or autonomous AI agents. Real-world failures, such as corrupted renders and Sybil attacks, highlight the danger of replacing mathematical proofs with social enforcement. This trust model caps the Total Addressable Market to low-stakes tasks like basic rendering, as sensitive workloads requiring provable compliance or privacy cannot be run securely. The path forward requires cryptographic verification—such as zkSNARKs or STARKs—attached to every result, verifiable instantly by a smart contract. Hardware advancements make this economically viable, promising a future where computational results are unforgeable, finally delivering on Web3's core promise of trustless execution.
(Source：Cointelegraph)