# Nillion

> Nillion: Blind-compute network. Technology: garbled-circuit MPC.

Part of the Soda Labs Privacy Hub, a neutral directory of the on-chain privacy
landscape: https://www.sodalabs.xyz/privacy-hub

## Key facts

- Entry type: Privacy project
- Category: Blind-compute network
- Technology: Garbled-circuit MPC (MPC-GC)
- Website: https://nillion.com
- Tags: MPC, blind compute, AI
- Canonical page: https://www.sodalabs.xyz/privacy-hub/nillion

## Overview

Nillion is building blind compute: a network where data is split across nodes and operated on while it stays encrypted. It targets storage and AI workloads rather than another smart-contract chain, which is a corner of the problem almost nobody else is working on. It mixes MPC, homomorphic encryption and trusted hardware and lets each module use the technique that actually fits it, an unusually pragmatic piece of engineering that also gives each module its own trust model to reason about. The token has been volatile since launch, including a sharp fall when a market maker sold without authorization.

## About Garbled-circuit MPC

Several parties jointly evaluate a function over encrypted inputs using garbled circuits and secret sharing, so no single party ever holds the plaintext. Compared side by side with the other approaches at https://www.sodalabs.xyz/taxonomy.

## Sources

- [Docs](https://docs.nillion.com)
- [Network updates](https://nillion.com/news)
- [Market-maker incident](https://coinjournal.net/news/nillion-nil-price-crashes-50-after-unauthorized-market-maker-sell-off/)

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- [Partisia](https://www.sodalabs.xyz/privacy-hub/partisia): MPC L1
- [Renegade](https://www.sodalabs.xyz/privacy-hub/renegade): On-chain dark pool
- [Umbra](https://www.sodalabs.xyz/privacy-hub/umbra): Shielded wallet on Solana
- [Bubble](https://www.sodalabs.xyz/privacy-hub/bubble): Enterprise confidential finance
- [COTI](https://www.sodalabs.xyz/privacy-hub/coti): Confidential EVM L2 · in production
