> For the complete documentation index, see [llms.txt](https://selen-ai.gitbook.io/selen-ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://selen-ai.gitbook.io/selen-ai/ai-pools-filter-for-liquidity-provision.md).

# 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.