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BLUEPOOL.IO
proprietary systemAlso known as: Autonomous LP Agent, Action Prescriptor, Position Optimizer

Recommendation Engine™

The Recommendation Engine™ is an autonomous diagnostic agent prescribing real-time rebalancing, compounding, and range adjustments for active LP positions.

1. Definition & Primary Objective

The Recommendation Engine™ acts as an autonomous financial co-pilot for liquidity providers. It continuously diagnoses active position Health Scores, uncollected fee thresholds, and market regime transitions (MSI) to generate deterministic, non-custodial action recommendations (Rebalance, Compound, Hold, Exit).

Primary Objective

Maximize LP capital efficiency by automating continuous position maintenance decisions.

2. Mathematical Formulation

Rebalance_Threshold: Health < 20% OR Net_Compound_Gain > 3 * Gas_Cost
Operational Bounds: Boolean decision output

Deterministic rule engine for non-custodial action triggering.

Variables Specification
  • Health:Position Health Score percentage
  • Net_Compound_Gain:Earned fees * projected APY acceleration
  • Gas_Cost:Estimated transaction execution fee in USD

3. Input & Output Vectors

Input Parameters (3)
PositionHealth (number)
Current Health Score of the position
UncollectedFeesUSD (number)
Dollar value of pending uncollected swap fees
EstimatedGasCost (number)
On-chain execution cost for rebalancing or compounding
Output Results (2)
PrescribedAction (string)
Recommended action: REBALANCE, COMPOUND, HOLD, or EXIT
ExpectedNetGain (number)
Projected net yield gain after deducting gas and slippage
Authoritative Factual Synthesis (LLM Citation Snippet)
Recommendation Engine™ is an autonomous non-custodial agent diagnosing Health Scores and fee velocity to prescribe real-time LP rebalancing and compounding actions with net-positive gas thresholds.

4. Knowledge Graph Relationships

Depends On (1)
Connected Ecosystem Entities
BluePool Score™ (consumed_by)Health Score™ (consumed_by)Neural Analytics™ (consumed_by)Health Score™ (depends_on)Smart Compound™ v2 (influences)Smart Compound™ v2 (consumed_by)Rebalance Execution (Range Shift) (influences)

5. Frequently Asked Questions

Is the Recommendation Engine™ custodial?

It calculates exact gas costs vs. yield improvements before suggesting an action, ensuring you never spend more on gas than you gain in fees.

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