# AI Pools-Filter for Liquidity Provision

Designed for passive investors seeking steady returns without chasing every high-risk farm, Selen AI’s Pools-Filter intelligently curates the best liquidity opportunities:

* **APR Forecasting**: LSTM-based models predict future yield by analyzing fee flow trends and impermanent loss exposure, providing more stable and realistic return expectations.
* **Smart-Contract Risk Scoring**: Combines static code analysis with behavioral anomaly detection to flag threats like proxy upgrades, honeypots, or rug-pull indicators.
* **Capital Allocation Planner**: Dynamically recommends how to distribute capital across top-rated pools to optimize for risk-adjusted yield—maximizing returns without overexposure.

This tool transforms DeFi farming into a guided, data-driven process—ideal for users who want passive gains with active protection.


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# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://selen-ai.gitbook.io/selen-ai/ai-pools-filter-for-liquidity-provision.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.