To deliver automated, high-yield returns, AURA’s algorithms are built on four foundational pillars. These concepts define how we manage capital efficiency and risk in a CLMM environment
1. Adaptive Price Bands (Liquidity Concentration)
This is the active range where your liquidity is deployed to earn trading fees.
The Concept: In a Concentrated Liquidity (CLMM) DEX, capital must be placed within specific price boundaries. You earn fees only when the market price stays within this "Band." If the price moves outside, your capital becomes inactive.
The AURA Edge: Finding the balance between a "Narrow" band (high fee capture, high risk) and a "Wide" band (lower fees, lower risk) is a mathematical challenge. AURA’s ML-Engine analyzes the previous 30 days of volatility to automatically calibrate the optimal bandwidth for the current market regime.
2. Strategy Reset Bounds (Automated Triggers)
"Reset Bounds" are the predefined execution triggers that tell our algorithm when to move liquidity.
How it works: When the market price approaches the edge of our active Price Band, it hits a Reset Bound. This signals that the current position is becoming inefficient.
The AURA Solution: Instead of a human manager manually monitoring charts, AURA’s system monitors these bounds 24/7. The moment a bound is triggered, the system initiates the Rebalance Logic instantly, ensuring minimal downtime and maximum "In-Range" consistency.
3. Rebalance Logic (The Algorithmic Brain)
This is the core execution sequence that re-optimizes your position. When a Reset Bound is hit, our logic automatically executes a four-step atomic sequence:
Recalculation: The ML-engine calculates a new, optimal Price Band based on real-time volatility and volume clusters.
Withdrawal: Liquidity is pulled from the stale range.
Smart Execution: The system performs necessary swaps to re-adjust the asset ratio. Unlike standard managers, AURA uses an Intent-based architecture via Resolvers to ensure these swaps face near zero slippage and are protected from MEV.
Redeployment: Capital is deployed into the new optimized Price Band.
4. The Yield Balance (IL vs. Fees)
This is the fundamental challenge of all liquidity provisioning: ensuring that earned fees exceed Impermanent Loss (IL).
The Challenge: Concentrated liquidity generates massive fees (up to 150x more than V2), but it is more sensitive to price movements. The goal is to ensure that "Compounded Fees > Price Divergence Loss."
The AURA Solution: Our entire strategy is built to optimize this ratio. By using Regime Detection (switching between Narrow and Wide bands based on market stress), we actively mitigate IL during volatile periods and maximize fee capture during consolidations. Our primary objective is to deliver a Verified 1.2+ Sharpe Ratio, where fee generation systematically outweighs IL over the long term.
