Subnet

Introduction

TensorUSD Subnet SN113 that enables decentralized liquidity provision for TAO-backed stablecoins. Built on the Bittensor network, it uses a miner-validator architecture to create a trustless marketplace where liquidity providers (miners) also known as Decentralize Market Maker (DMM) fulfill buy and sell orders for ALPHA tokens in exchange for rewards.

Position in the Bittensor Ecosystem

Bittensor is a decentralized network coordinating machine intelligence through blockchain-based incentives. TensorUSD operates as a subnet within this ecosystem, focused on liquidity infrastructure for TAO-backed stablecoins.

What is TensorUSD Subnet?

TensorUSD Subnet is a specialized network that:

  • Provides liquidity between TAO and ALPHA tokens

  • Incentivizes participation through performance-based rewards

  • Ensures quality using validator scoring

  • Maintains decentralization through cryptographic verification

Core Value Proposition

TensorUSD offers a decentralized alternative to traditional liquidity systems:

  • No centralized liquidity pool

  • Miners compete to provide better service

  • Validators enforce fairness

  • All activity is verifiable on-chain

Subnet Architecture

The TensorUSD subnet consists of four main components.

Core Components

Miners (Liquidity Providers)

Miners hold TAO and ALPHA tokens, fulfill orders, execute on-chain transactions, and earn rewards based on performance.

Validators (Quality Assurance)

Validators score miners using EMA-based metrics and set weights on the Bittensor chain.

Gateway (Coordination Hub)

The gateway distributes orders, authenticates miners, tracks order states, and supplies performance data to validators.

Bittensor Network

The blockchain layer that registers participants, executes staking operations, and distributes emissions.

Benifits of Subnet to:

Miners

  • Earn Rewards: Generate income by providing liquidity

  • Flexible Participation: Sets own limits and availability

  • Transparent Scoring: Understand exactly how you're evaluated

  • Decentralized: No central authority controlling your participation

Validators

  • Support Network: Contribute to subnet health and fairness

  • Earn Emissions: Receive rewards for validation work

  • Influence Quality: Help maintain high standards across the network

End Users

  • Decentralized Liquidity: Access liquidity without centralized exchanges

  • Competitive Service: Miners compete to provide best execution

  • 24/7 Availability: Global network of liquidity providers

  • Transparent Execution: All transactions verifiable on-chain

Ecosystem

  • Decentralization: Reduces reliance on centralized liquidity providers

  • Innovation: Demonstrates new models for DeFi infrastructure

  • Scalability: Can grow organically as more miners join

  • Resilience: No single point of failure

Net Flow–Based Performance Evaluation

To ensure reliable liquidity provision and consistent order execution within the TensorUSD lending and liquidity subnet, miner performance is evaluated using a Net Flow–based scoring system. This mechanism directly measures a miner’s ability to accept and successfully complete liquidity or lending orders.

Net Flow Calculation

Interpretation:

  • Lower Net Flow = Better Performance

  • A net flow close to zero indicates that a miner completes most of the volume it accepts.

  • A higher net flow indicates unfulfilled commitments and poor execution reliability.

Behavioral Outcomes:

  • Miners who accept and complete liquidity requests efficiently maintain a low net flow.

  • Miners who over-accept but under-deliver accumulate a high net flow, reducing their score.

  • This directly discourages speculative or unreliable order acceptance.


Exponential Moving Average (EMA)

To avoid penalizing miners for short-term disruptions while still capturing long-term behavior, the subnet applies an Exponential Moving Average (EMA) to net flow values.

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