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Use Cases

Trace Causes Behind Declining Customer Retention

Published projects tagged with this use case.

1 project

4D-ARE

★ 182

A Python framework for designing LLM agents that explain outcomes through causal chains across results, processes, resources, and long-term context. Includes customizable domain templates, authority boundaries, a CLI, and MCP data integrations.

AI Agents | Python · LLM agents · causal reasoning

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