[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]  DeFi Warhol [@Defi_Warhol](/creator/twitter/Defi_Warhol) on x 41.6K followers Created: 2025-07-23 16:17:55 UTC The Privacy Battle: @nillionnetwork vs @OasisProtocol vs @ArciumHQ Three projects. One goal: Making Privacy Great Again. Who's doing it right? Let's compare 🧵 ➣ Overall Summary - Nillion: A decentralized blind-computation network (not a blockchain) for private computation using MPC, FHE, and optional TEEs. Enables ultra-secure AI training and encrypted data collaboration at internet speed. - Oasis: A Layer X focused on privacy with confidential smart contracts using TEEs. Features include Sapphire (private EVM) and ROFL (off-chain compute, on-chain proofs). - Arcium Next-gen compute layer with MPC, decentralized TEEs, and ZK proofs. Apps run off-chain in private clusters, publishing verifiable results to any chain. Modular design for AI, DePIN, and high-trust environments. ➣ Architecture - Nillion utilizes a stateless compute layer, distinct from a blockchain, coordinated by "nilChain" (based on the Cosmos SDK). This setup manages payments, governance, and the orchestration of encrypted compute jobs. - Oasis is a full Layer X blockchain featuring a modular design. Execution occurs on separate "ParaTimes," such as Sapphire (EVM) and Cipher (WASM). - Arcium is developing a decentralized network of MPC Execution Environments (MXEs), where applications run privately off-chain and publish cryptographic proofs to any blockchain. ➣ Privacy Model - Nillion safeguards data using MPC and FHE, ensuring it remains encrypted end-to-end, unavailable even by the nodes. - Oasis uses Trusted Execution Environments (Intel SGX), decrypting and processing data within secure hardware enclaves. - Arcium merges these approaches: offering swift execution in decentralized TEEs, supported by ZK proofs. ➣ Performance - Nillion claims 30–40x faster computation vs traditional MPC setups. Coordination via nilChain reduces latency. - Oasis has solid throughput on Sapphire: 1k TPS, 6s block times with instant finality. - Arcium is still early, but the architecture is designed for parallel, high-speed execution. ➣ Modularity & Interoperability - Nillion is stateless and modular, easily integrating with other chains through bridges and APIs. It's built to support other infrastructure layers like AI and ZK. - Oasis is modular via parallel ParaTimes. While its cross-chain capabilities are improving, it is currently more focused on L1. - Arcium is designed to work with any blockchain. Proofs can be verified by Ethereum, Solana, or custom L2s. ➣ Use Cases - Nillion is going after private AI, encrypted data sharing, agent coordination, and ZK infra. - Oasis is focused on confidential AI, DeFi, tokenized data, and private on-chain applications. - Arcium is built for zkML, DePIN, compliant DeFi, and any compute-heavy app that needs privacy + verifiability. ➣ Final Thoughts - Nillion: MPC-first privacy compute, no blockchain-state, testnet & token launched. - Oasis: TEE-powered Layer‑1 with multi‑ParaTime modularity and live working ecosystem. - Arcium: MPC‑centric, verifiable, parallelized compute network, in testnet stage with roadmap toward token-enabled security. It's unfair to say which one is "better". Each one has a unique approach, different architectures, and different strengths. But all of them have the same vision: A future where data stays private. Hope you enjoyed this post and found some new VALUABLE information. If you wanna support me, I'd appreciate a like, reply, and RT <3  XXXXXX engagements  **Related Topics** [fhe](/topic/fhe) [blockchain](/topic/blockchain) [decentralized](/topic/decentralized) [nillionnetwork](/topic/nillionnetwork) [coins privacy](/topic/coins-privacy) [$rose](/topic/$rose) [coins layer 1](/topic/coins-layer-1) [coins defi](/topic/coins-defi) [Post Link](https://x.com/Defi_Warhol/status/1948054982944792768)
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
DeFi Warhol @Defi_Warhol on x 41.6K followers
Created: 2025-07-23 16:17:55 UTC
The Privacy Battle: @nillionnetwork vs @OasisProtocol vs @ArciumHQ
Three projects. One goal: Making Privacy Great Again.
Who's doing it right? Let's compare 🧵
➣ Overall Summary
Nillion: A decentralized blind-computation network (not a blockchain) for private computation using MPC, FHE, and optional TEEs. Enables ultra-secure AI training and encrypted data collaboration at internet speed.
Oasis: A Layer X focused on privacy with confidential smart contracts using TEEs. Features include Sapphire (private EVM) and ROFL (off-chain compute, on-chain proofs).
Arcium Next-gen compute layer with MPC, decentralized TEEs, and ZK proofs. Apps run off-chain in private clusters, publishing verifiable results to any chain. Modular design for AI, DePIN, and high-trust environments.
➣ Architecture
Nillion utilizes a stateless compute layer, distinct from a blockchain, coordinated by "nilChain" (based on the Cosmos SDK). This setup manages payments, governance, and the orchestration of encrypted compute jobs.
Oasis is a full Layer X blockchain featuring a modular design. Execution occurs on separate "ParaTimes," such as Sapphire (EVM) and Cipher (WASM).
Arcium is developing a decentralized network of MPC Execution Environments (MXEs), where applications run privately off-chain and publish cryptographic proofs to any blockchain.
➣ Privacy Model
Nillion safeguards data using MPC and FHE, ensuring it remains encrypted end-to-end, unavailable even by the nodes.
Oasis uses Trusted Execution Environments (Intel SGX), decrypting and processing data within secure hardware enclaves.
Arcium merges these approaches: offering swift execution in decentralized TEEs, supported by ZK proofs.
➣ Performance
Nillion claims 30–40x faster computation vs traditional MPC setups. Coordination via nilChain reduces latency.
Oasis has solid throughput on Sapphire: 1k TPS, 6s block times with instant finality.
Arcium is still early, but the architecture is designed for parallel, high-speed execution.
➣ Modularity & Interoperability
Nillion is stateless and modular, easily integrating with other chains through bridges and APIs. It's built to support other infrastructure layers like AI and ZK.
Oasis is modular via parallel ParaTimes. While its cross-chain capabilities are improving, it is currently more focused on L1.
Arcium is designed to work with any blockchain. Proofs can be verified by Ethereum, Solana, or custom L2s.
➣ Use Cases
Nillion is going after private AI, encrypted data sharing, agent coordination, and ZK infra.
Oasis is focused on confidential AI, DeFi, tokenized data, and private on-chain applications.
Arcium is built for zkML, DePIN, compliant DeFi, and any compute-heavy app that needs privacy + verifiability.
➣ Final Thoughts
Nillion: MPC-first privacy compute, no blockchain-state, testnet & token launched.
Oasis: TEE-powered Layer‑1 with multi‑ParaTime modularity and live working ecosystem.
Arcium: MPC‑centric, verifiable, parallelized compute network, in testnet stage with roadmap toward token-enabled security.
It's unfair to say which one is "better". Each one has a unique approach, different architectures, and different strengths.
But all of them have the same vision: A future where data stays private.
Hope you enjoyed this post and found some new VALUABLE information.
If you wanna support me, I'd appreciate a like, reply, and RT <3
XXXXXX engagements
Related Topics fhe blockchain decentralized nillionnetwork coins privacy $rose coins layer 1 coins defi