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@ -155,7 +155,7 @@ PageIndex's hierarchical indexing enabled precise navigation and extraction of r
# 🧠 Reasoning-Based RAG with PageIndex
Use PageIndex to build **reasoning-based retrieval systems** without relying on semantic similarity. Great for domain-specific tasks where nuance matters (see **[more examples](https://pageindex.vectify.ai/examples/rag)**).
Use PageIndex to build **reasoning-based retrieval systems** without relying on semantic similarity. Great for domain-specific tasks where nuance matters (see **[more examples](https://docs.pageindex.ai/doc-search)**).
### 🔖 Preprocessing Workflow Example
1. Process documents using PageIndex to generate tree structures.
@ -177,7 +177,7 @@ Use PageIndex to build **reasoning-based retrieval systems** without relying on
- Generate contextually informed responses
### 🔖 Example Prompt for Node Selection
### 🔖 Example Prompt for Tree Search (Node Selection)
```python
prompt = f"""