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Decentralized Compute
GPU marketplaces, compute-over-data, decentralized training and verifiable execution. What is real capacity, what is token theatre, and how trust is (or is not) handled.
Start here
Guides
Technologies
Aethir
Deep dive
Usable
Akash Network
Deep dive
Usable
Bacalhau and Compute-over-Data
Deep dive
Usable
Bittensor
Deep dive
Usable
Fluence
Deep dive
Usable
General-purpose zkVMsalso in zero-knowledge
Deep dive
Usable
Golem Network
Deep dive
Usable
io.net
Deep dive
Usable
Marlin Oyster
Deep dive
Usable
Phala and 0G
Deep dive
Usable
Render Network
Deep dive
Usable
StartOSalso in opsec
Deep dive
Usable
YunoHostalso in opsec
Deep dive
Usable
Gonka
Deep dive
Experimental
ZKML: Zero-Knowledge Machine Learningalso in zero-knowledge
Deep dive
Experimental
Reference and research
Directory18 curated links
Existing Projects
- golem.network
- gputopia.ai
- akash.network
- io.net — Decentralized computing architecture and cost comparison (2025)
- rendernetwork
- Akash 2025 Year in Review — Major AI inference deployments, Morpheus Compute Network integration
- State of Akash Q4 2025 — GPU usage declined 46% QoQ, Mainnet 14 upgrade, AkashML launch
- State of Akash Q3 2025 — Network fundamentals, Starcluster and AkashML developments
- Dispersed.com — AI compute subnet launched December 2025
- hsdljahdl/cocoon — Enable secure AI inference on TON while earning cryptocurrency with COCOON's decentralized compute network for models and GPU services
- hpp-io/noosphere-sdk — Noosphere SDK enables you to build and run compute agents that participate in the Noosphere decentralized compute network
- TimeleapLabs/tlp-contracts — Solidity smart contracts for Timeleap's decentralized compute marketplace with EIP712 signature authorization
- CipherKuma/AgentPay — Decentralized compute marketplace where AI agents pay for GPU/inference services via x402 micropayments
- REChain-Network-Solutions/DeCub — DeCub (Decentralized Compute Platform) is a decentralized distributed compute and storage platform using a hybrid consensus model
Distributed Compute Tooling
- Lilypad — Decentralized GPU network for running containerized AI workloads with compute-provider payments
- Lilypad DCN — EVM-coordinated decentralized compute network using Bacalhau and Docker for jobs
- Fluence — Decentralized compute network for deploying VMs on independently operated infrastructure
- Bacalhau — Distributed compute-over-data platform used by decentralized compute networks for containerized jobs
Briefings6 latest
Decentralized Compute Tuesday — October 06 2026 Weekly Update2026-10-06
2026-10-06
Decentralized Compute Tuesday — September 29 2026 Weekly Update2026-09-29
2026-09-29
Decentralized Compute Tuesday — September 22 2026 Weekly Update2026-09-22
2026-09-22
Decentralized Compute Tuesday — September 15 2026 Weekly Update2026-09-15
2026-09-15
Decentralized Compute Tuesday — September 08 2026 Weekly Update2026-09-08
2026-09-08
Decentralized Compute Tuesday — September 1 2026 Weekly Update2026-09-01
2026-09-01