Subnet 53

Efficient Frontier

SignalPlus

Efficient Frontier optimizes crypto trading strategies using decentralized machine learning and live trading data

SN53 : EfficientFrontier

SN53 : EfficientFrontier

SubnetDescriptionCategoryCompany
SN53 : EfficientFrontierCrypto trading strategiesDeFi
SignalPlus

Efficient Frontier is a groundbreaking project led by SignalPlus and Bittensor, designed to revolutionize risk-weighted trading strategies. By integrating decentralized machine learning networks with live trading data, they aim to identify optimal crypto trading approaches. Leveraging Bittensor’s blockchain-powered AI learning protocol, they are advancing the search for effective strategies in real-world markets. Additionally, through SignalPlus’ industry-leading platform, they provide everyday users with a professional-grade trading toolkit, promoting democratized access and empowering individuals to engage with advanced trading solutions directly from their desktops.

Efficient Frontier stands out as a comprehensive initiative that depends on SignalPlus’s unique infrastructure and expertise to ensure the accuracy and integrity of trading data. Current on-chain data systems lack the sophistication needed to seamlessly derive optimal trading strategies, and this is where SignalPlus plays a pivotal role.

Ensuring Authenticity of Trading Data

The authenticity of trading data is critical for reliable performance evaluations. On-chain data alone cannot identify trading irregularities or fabricated trades intended to manipulate the system.

If miners could upload their own trading records, there would be no secure way to guarantee that the data wasn’t falsified. This would leave the system vulnerable to exploitation. At the same time, granting validators direct access to miners’ personal trading accounts raises significant security and privacy concerns.

SignalPlus addresses this challenge by acting as a trusted intermediary. Through its deep integration with major trading exchanges, SignalPlus verifies all trading data, ensuring it comes from real accounts with commercial executions. This safeguards the sanctity of profit-and-loss (PNL) records, guaranteeing fairness and integrity in the competition. By providing a neutral, trustworthy conduit, SignalPlus allows the Bittensor subnet to operate with reliable data, enabling miners and validators to deliver dependable results.

Professional Trading Infrastructure

SignalPlus is a trusted partner of many leading crypto exchanges, offering a sophisticated suite of trading tools and risk management features. The platform empowers traders to execute complex, algorithmic trades while focusing on refining strategies and generating true alpha.

Key SignalPlus features include:

  • Stop Loss/Take Profit for automated risk management.
  • Iceberg Orders for breaking large trades into smaller ones.
  • Balance Trade for portfolio adjustments.
  • TWAP (Time-Weighted Average Price) for systematic trade execution.
  • DDH (Dynamic Delta Hedging) for advanced options strategies.

This advanced infrastructure lowers barriers to entry, expanding the pool of miners participating in the Bittensor subnet. SignalPlus provides the critical link that ensures the authenticity of trading data while equipping traders with the tools they need for success.

Without SignalPlus, it would be impossible to securely validate trades or offer the professional infrastructure necessary for a high-quality data environment. By eliminating technical complexities, SignalPlus allows traders to focus on their strategies while ensuring fairness and transparency, unlocking the full potential of the Bittensor network for collaborative learning.

Strategy Ranking Rules Overview

Efficient Frontier’s strategy ranking system incentivizes traders to produce consistent, positive returns while penalizing behaviors that signal trading violations or insufficient participation.

Observation Period

  • 14-Day Lead-In: New strategies undergo a mandatory 14-day observation period before qualifying for rewards. Scores are not calculated during this phase.

Scoring Process

  • Daily Scoring: After the observation period, scores are calculated daily, using a trading day defined from 8:00 AM UTC to the next 8:00 AM UTC.
  • Scoring Formula: The score is determined by the ratio of a strategy’s exponentially weighted daily returns to its rolling 14-day peak-to-trough drawdown.

Efficient Frontier’s framework ensures that only robust, sustainable strategies are rewarded, fostering a transparent and reliable environment for optimizing crypto trading strategies.

Founded in 2021, SignalPlus is a forward-thinking technology company dedicated to creating an open, accessible platform that democratizes crypto options trading for users at all experience levels. Built by a highly accomplished team of traders, technologists, builders, and repeat entrepreneurs, their vision focuses on developing enterprise software solutions that transform deep domain expertise into practical, programmatic tools. These services empower the crypto industry to advance its options market in a professional and efficient way.